From d127597bb3359020e35380810202b094140e3d68 Mon Sep 17 00:00:00 2001
From: Herman DE BEUKELAER <hebeu@midas23.psblocal>
Date: Thu, 21 Sep 2023 11:34:59 +0200
Subject: [PATCH 01/83] Remove code duplication in main workflow

---
 mini_ac.nf | 117 ++++++++++++++---------------------------------------
 1 file changed, 31 insertions(+), 86 deletions(-)

diff --git a/mini_ac.nf b/mini_ac.nf
index 5774729..e4a2776 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -7,99 +7,44 @@ workflow MINIAC {
 
     params.OBO_file = "$projectDir/data/ontologies/go.obo"
 
-    if (params.mode == "genome_wide" && params.species == "maize_v4") {
-
-        params.MotMapsFile_gw = "$projectDir/data/zma_v4/zma_v4_genome_wide_motif_mappings.bed"
-        params.Non_cod_genome = "$projectDir/data/zma_v4/zma_v4_noncod_merged.bed"
-        params.Faix_file = "$projectDir/data/zma_v4/zma_v4.fasta.fai"
-        params.Motif_tf_file = "$projectDir/data/zma_v4/zma_v4_motif_TF_file.txt"
-        params.Genes_coords = "$projectDir/data/zma_v4/zma_v4_genes_coords_sorted.bed"
-        params.Feature_file = "$projectDir/data/zma_v4/zma_v4_go_gene_file.txt"
-        params.TF_fam_file = "$projectDir/data/zma_v4/zma_v4_TF_family_file.txt"
-        params.Genes_metadata = "$projectDir/data/zma_v4/maize_v4_gene_metadata_file.txt"
-        params.P_val = 0.1
+    // define species id used for data subfolder and data file prefix
+    def species = "ath"
+    if(params.species == "maize_v4") {
+        species = "zma_v4"
+    } else if(params.species == "maize_v5") {
+        species = "zma_v5"
+    } else {
+        exit 1, "MINI-AC can only be run for the species 'arabidopsis', 'maize_v4' and 'maize_v5'. Instead it got '${params.species}'."
+    } 
+
+    // set input data parameters shared between genome-wide and locus-based modes
+    params.Faix_file = "$projectDir/data/${species}/${species}.fasta.fai"
+    params.Motif_tf_file = "$projectDir/data/${species}/${species}_motif_TF_file.txt"
+    params.Genes_coords = "$projectDir/data/${species}/${species}_genes_coords_sorted.bed"
+    params.Feature_file = "$projectDir/data/${species}/${species}_go_gene_file.txt"
+    params.TF_fam_file = "$projectDir/data/${species}/${species}_TF_family_file.txt"
+    params.Genes_metadata = "$projectDir/data/${species}/${species}_gene_metadata_file.txt"
+
+    // set defaut p-value
+    params.P_val = 0.1
+
+    if (params.mode == "genome_wide") {
         
-        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw, params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
-    }
-
-    else if (params.mode == "genome_wide" && params.species == "maize_v5") {
+        params.MotMapsFile_gw = "$projectDir/data/${species}/${species}_genome_wide_motif_mappings.bed"
+        params.Non_cod_genome = "$projectDir/data/${species}/${species}_noncod_merged.bed"
 
-        params.MotMapsFile_gw = "$projectDir/data/zma_v5/zma_v5_genome_wide_motif_mappings.bed"
-        params.Non_cod_genome = "$projectDir/data/zma_v5/zma_v5_noncod_merged.bed"
-        params.Faix_file = "$projectDir/data/zma_v5/zma_v5.fasta.fai"
-        params.Motif_tf_file = "$projectDir/data/zma_v5/zma_v5_motif_TF_file.txt"
-        params.Genes_coords = "$projectDir/data/zma_v5/zma_v5_genes_coords_sorted.bed"
-        params.Feature_file = "$projectDir/data/zma_v5/zma_v5_go_gene_file.txt"
-        params.TF_fam_file = "$projectDir/data/zma_v5/zma_v5_TF_family_file.txt"
-        params.Genes_metadata = "$projectDir/data/zma_v5/maize_v5_gene_metadata_file.txt"
-        params.P_val = 0.1
-        
         genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw, params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
-    }
-
-    else if (params.mode == "genome_wide" && params.species == "arabidopsis") {
-
-        params.MotMapsFile_gw = "$projectDir/data/ath/ath_genome_wide_motif_mappings.bed"
-        params.Non_cod_genome = "$projectDir/data/ath/ath_noncod_merged.bed"
-        params.Faix_file = "$projectDir/data/ath/ath.fasta.fai"
-        params.Motif_tf_file = "$projectDir/data/ath/ath_motif_TF_file.txt"
-        params.Genes_coords = "$projectDir/data/ath/ath_genes_coords_sorted.bed"
-        params.Feature_file = "$projectDir/data/ath/ath_go_gene_file.txt"
-        params.TF_fam_file = "$projectDir/data/ath/ath_TF_family_file.txt"
-        params.Genes_metadata = "$projectDir/data/ath/arabidopsis_gene_metadata_file.txt"
-        params.P_val = 0.1
-
-        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw, params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
-
-    }
-
-    else if (params.mode == "locus_based" && params.species == "maize_v4") {
+    
+     else if (params.mode == "locus_based") {
 
-        params.MotMapsFile_lb = "$projectDir/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown.bed"
-        params.Promoter_file = "$projectDir/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted.bed"
-        params.Faix_file = "$projectDir/data/zma_v4/zma_v4.fasta.fai"
-        params.Motif_tf_file = "$projectDir/data/zma_v4/zma_v4_motif_TF_file.txt"
-        params.Feature_file = "$projectDir/data/zma_v4/zma_v4_go_gene_file.txt"
-        params.TF_fam_file = "$projectDir/data/zma_v4/zma_v4_TF_family_file.txt"
-        params.Genes_metadata = "$projectDir/data/zma_v4/maize_v4_gene_metadata_file.txt"
-        params.P_val = 0.01
+        params.MotMapsFile_lb = "$projectDir/data/${species}/${species}_locus_based_motif_mappings_5kbup_1kbdown.bed"
+        params.Promoter_file = "$projectDir/data/${species}/${species}_promoter_5kbup_1kbdown_sorted.bed"
         
         locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
-
-    }
-
-    else if (params.mode == "locus_based" && params.species == "maize_v5") {
-
-        params.MotMapsFile_lb = "$projectDir/data/zma_v5/zma_v5_locus_based_motif_mappings_5kbup_1kbdown.bed"
-        params.Promoter_file = "$projectDir/data/zma_v5/zma_v5_promoter_5kbup_1kbdown_sorted.bed"
-        params.Faix_file = "$projectDir/data/zma_v5/zma_v5.fasta.fai"
-        params.Motif_tf_file = "$projectDir/data/zma_v5/zma_v5_motif_TF_file.txt"
-        params.Feature_file = "$projectDir/data/zma_v5/zma_v5_go_gene_file.txt"
-        params.TF_fam_file = "$projectDir/data/zma_v5/zma_v5_TF_family_file.txt"
-        params.Genes_metadata = "$projectDir/data/zma_v5/maize_v5_gene_metadata_file.txt"
-        params.P_val = 0.01
-        
-        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
-
+    
+    } else {
+        exit 1, "MINI-AC can only be run using the modes 'genome_wide' or 'locus_based'. Instead it got '${params.mode}'."
     }
-
-    else if (params.mode == "locus_based" && params.species == "arabidopsis") {
-
-        params.MotMapsFile_lb = "$projectDir/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed"
-        params.Promoter_file = "$projectDir/data/ath/ath_promoter_5kbup_1kbdown_sorted.bed"
-        params.Faix_file = "$projectDir/data/ath/ath.fasta.fai"
-        params.Motif_tf_file = "$projectDir/data/ath/ath_motif_TF_file.txt"
-        params.Feature_file = "$projectDir/data/ath/ath_go_gene_file.txt"
-        params.TF_fam_file = "$projectDir/data/ath/ath_TF_family_file.txt"
-        params.Genes_metadata = "$projectDir/data/ath/arabidopsis_gene_metadata_file.txt"
-        params.P_val = 0.01
-
-        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
-    }
-
-    else {
-        exit 1, "MINI-AC can only be run using the modes 'genome_wide' and 'locus_based', and with the species 'arabidopsis', 'maize_v4' and 'maize_v5'. Instead it got '${params.species}' and '${params.mode}' "
-        }
 }
 
 

From a059ef2043b35dd2dbcd0712c26f769b6353ee5c Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 21 Sep 2023 12:06:33 +0200
Subject: [PATCH 02/83] Add missing curly brace

---
 mini_ac.nf | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/mini_ac.nf b/mini_ac.nf
index e4a2776..d8e792e 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -35,7 +35,7 @@ workflow MINIAC {
 
         genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw, params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
     
-     else if (params.mode == "locus_based") {
+    } else if (params.mode == "locus_based") {
 
         params.MotMapsFile_lb = "$projectDir/data/${species}/${species}_locus_based_motif_mappings_5kbup_1kbdown.bed"
         params.Promoter_file = "$projectDir/data/${species}/${species}_promoter_5kbup_1kbdown_sorted.bed"

From 2c92d71c7f26efe9fe334e828bc32f38c7c4327d Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 21 Sep 2023 12:12:42 +0200
Subject: [PATCH 03/83] Use switch for setting species id

---
 mini_ac.nf | 19 +++++++++++--------
 1 file changed, 11 insertions(+), 8 deletions(-)

diff --git a/mini_ac.nf b/mini_ac.nf
index d8e792e..190f116 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -8,14 +8,17 @@ workflow MINIAC {
     params.OBO_file = "$projectDir/data/ontologies/go.obo"
 
     // define species id used for data subfolder and data file prefix
-    def species = "ath"
-    if(params.species == "maize_v4") {
-        species = "zma_v4"
-    } else if(params.species == "maize_v5") {
-        species = "zma_v5"
-    } else {
-        exit 1, "MINI-AC can only be run for the species 'arabidopsis', 'maize_v4' and 'maize_v5'. Instead it got '${params.species}'."
-    } 
+    def species
+    switch(params.species) {
+        case "arabidopsis":
+            species = "ath"
+        case "maize_v4":
+            species = "zma_v4"
+        case "maize_v5":
+            species = "zma_v5"
+        default:
+            exit 1, "MINI-AC can only be run for the species 'arabidopsis', 'maize_v4' and 'maize_v5'. Instead it got '${params.species}'."
+    }
 
     // set input data parameters shared between genome-wide and locus-based modes
     params.Faix_file = "$projectDir/data/${species}/${species}.fasta.fai"

From b52ec4656fe7fa4dd36c84e4ec9e666bbc35a73b Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 21 Sep 2023 12:20:59 +0200
Subject: [PATCH 04/83] Add missing breaks to switch

---
 mini_ac.nf | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/mini_ac.nf b/mini_ac.nf
index 190f116..1181637 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -12,10 +12,13 @@ workflow MINIAC {
     switch(params.species) {
         case "arabidopsis":
             species = "ath"
+            break
         case "maize_v4":
             species = "zma_v4"
+            break
         case "maize_v5":
             species = "zma_v5"
+            break
         default:
             exit 1, "MINI-AC can only be run for the species 'arabidopsis', 'maize_v4' and 'maize_v5'. Instead it got '${params.species}'."
     }

From 3138b1c5d1f03704400d3395f12df8744f48f1c2 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 21 Sep 2023 12:24:18 +0200
Subject: [PATCH 05/83] Exclude nextflow cache dir and logs from version
 control

---
 .gitignore | 3 +++
 1 file changed, 3 insertions(+)
 create mode 100644 .gitignore

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..0d2264c
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+# ignore Nextflow cache and logs
+.nextflow/
+.nextflow.log*

From 9dfe14de2099ca80367f853694e092381dfafef1 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 21 Sep 2023 14:16:33 +0200
Subject: [PATCH 06/83] Rename gene metadata files to match other file path
 structure

---
 ...bidopsis_gene_metadata_file.txt => ath_gene_metadata_file.txt} | 0
 ...ze_v4_gene_metadata_file.txt => zma_v4_gene_metadata_file.txt} | 0
 ...ze_v5_gene_metadata_file.txt => zma_v5_gene_metadata_file.txt} | 0
 3 files changed, 0 insertions(+), 0 deletions(-)
 rename data/ath/{arabidopsis_gene_metadata_file.txt => ath_gene_metadata_file.txt} (100%)
 rename data/zma_v4/{maize_v4_gene_metadata_file.txt => zma_v4_gene_metadata_file.txt} (100%)
 rename data/zma_v5/{maize_v5_gene_metadata_file.txt => zma_v5_gene_metadata_file.txt} (100%)

diff --git a/data/ath/arabidopsis_gene_metadata_file.txt b/data/ath/ath_gene_metadata_file.txt
similarity index 100%
rename from data/ath/arabidopsis_gene_metadata_file.txt
rename to data/ath/ath_gene_metadata_file.txt
diff --git a/data/zma_v4/maize_v4_gene_metadata_file.txt b/data/zma_v4/zma_v4_gene_metadata_file.txt
similarity index 100%
rename from data/zma_v4/maize_v4_gene_metadata_file.txt
rename to data/zma_v4/zma_v4_gene_metadata_file.txt
diff --git a/data/zma_v5/maize_v5_gene_metadata_file.txt b/data/zma_v5/zma_v5_gene_metadata_file.txt
similarity index 100%
rename from data/zma_v5/maize_v5_gene_metadata_file.txt
rename to data/zma_v5/zma_v5_gene_metadata_file.txt

From ddc800e282ed4f536a32c7b5ed10e4eb65426ed2 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 21 Sep 2023 14:20:24 +0200
Subject: [PATCH 07/83] Rename MotMapsFile_gw and *_lb parameters to just
 MotifMapsFile

---
 docs/configuration_pipeline.md | 6 +++---
 mini_ac.nf                     | 8 ++++----
 workflows/miniac_gw.nf         | 4 ++--
 workflows/miniac_lb.nf         | 4 ++--
 4 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/docs/configuration_pipeline.md b/docs/configuration_pipeline.md
index d8668f9..4effad5 100644
--- a/docs/configuration_pipeline.md
+++ b/docs/configuration_pipeline.md
@@ -162,7 +162,7 @@ There are mainly two cases in which the user might want to alter the internal MI
 
 ### Modification of the motif mapping file for the locus-based mode of maize
 
-By default, the maize MINI-AC locus-based mode runs on the "medium" non-coding genomic space, which corresponds, for each locus in the genome, to the 5kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns. However, we generated two additional motif mapping files for the locus-based mode of maize, that cover "large" (15kb upstream of the translation start site, the 2.5kb downstream of the translation end site, and the introns), and "small" (1kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns) non-coding genomic spaces. For Arabidopsis only the "medium" non-coding genomic space motif mapping file was generated because it already covers 73.5% of the whole non-coding genomic psace (see publication). To use these files, first they need to be downloaded, and then, the corresponding parameters of the motif mapping file (```MotMapsFile_lb```) and the non-coding genomic space coordinates file (```Promoter_file```) should be modified either on the command line or in the configuration file.
+By default, the maize MINI-AC locus-based mode runs on the "medium" non-coding genomic space, which corresponds, for each locus in the genome, to the 5kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns. However, we generated two additional motif mapping files for the locus-based mode of maize, that cover "large" (15kb upstream of the translation start site, the 2.5kb downstream of the translation end site, and the introns), and "small" (1kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns) non-coding genomic spaces. For Arabidopsis only the "medium" non-coding genomic space motif mapping file was generated because it already covers 73.5% of the whole non-coding genomic psace (see publication). To use these files, first they need to be downloaded, and then, the corresponding parameters of the motif mapping file (```MotMapsFile```) and the non-coding genomic space coordinates file (```Promoter_file```) should be modified either on the command line or in the configuration file.
 
 To download the maize "large" motif mapping file and coordinates of the "large" non-coding genomic space:
 
@@ -180,14 +180,14 @@ wget https://zenodo.org/record/7974527/files/zma_promoter_1kbup_1kbdown_sorted.b
 Then (using the "small" definition as example), change the parameters on the command line:
 
 ```
-nextflow -C mini_ac.config run mini_ac.nf --mode locus_based --species maize --MotMapsFile_lb data/zma/zma_locus_based_motif_mappings_1kbup_1kbdown.bed --Promoter_file data/zma/zma_promoter_1kbup_1kbdown_sorted.bed
+nextflow -C mini_ac.config run mini_ac.nf --mode locus_based --species maize --MotMapsFile data/zma/zma_locus_based_motif_mappings_1kbup_1kbdown.bed --Promoter_file data/zma/zma_promoter_1kbup_1kbdown_sorted.bed
 ```
 or add them to the configuration file, along with the other parameters:
 
 ```nextflow
 params {
     /// [Other parameters...]
-    MotMapsFile_lb = "$projectDir/data/zma/zma_locus_based_motif_mappings_1kbup_1kbdown.bed"
+    MotMapsFile = "$projectDir/data/zma/zma_locus_based_motif_mappings_1kbup_1kbdown.bed"
     Promoter_file = "$projectDir/data/zma/zma_promoter_1kbup_1kbdown_sorted.bed"
     /// [Other parameters...]
 }
diff --git a/mini_ac.nf b/mini_ac.nf
index 1181637..fa26379 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -36,17 +36,17 @@ workflow MINIAC {
 
     if (params.mode == "genome_wide") {
         
-        params.MotMapsFile_gw = "$projectDir/data/${species}/${species}_genome_wide_motif_mappings.bed"
+        params.MotMapsFile = "$projectDir/data/${species}/${species}_genome_wide_motif_mappings.bed"
         params.Non_cod_genome = "$projectDir/data/${species}/${species}_noncod_merged.bed"
 
-        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw, params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
+        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile, params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
     
     } else if (params.mode == "locus_based") {
 
-        params.MotMapsFile_lb = "$projectDir/data/${species}/${species}_locus_based_motif_mappings_5kbup_1kbdown.bed"
+        params.MotMapsFile = "$projectDir/data/${species}/${species}_locus_based_motif_mappings_5kbup_1kbdown.bed"
         params.Promoter_file = "$projectDir/data/${species}/${species}_promoter_5kbup_1kbdown_sorted.bed"
         
-        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
+        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.MotMapsFile, params.Promoter_file, params.Faix_file, params.Motif_tf_file, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
     
     } else {
         exit 1, "MINI-AC can only be run using the modes 'genome_wide' or 'locus_based'. Instead it got '${params.mode}'."
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index 16c61bb..a45560d 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -274,7 +274,7 @@ workflow genome_wide_miniac {
     Bps_intersect
     Second_gene_annot
     Second_gene_dist
-    MotMapsFile_gw
+    MotMapsFile
     Non_cod_genome
     Faix_file
     Motif_tf_file
@@ -294,7 +294,7 @@ workflow genome_wide_miniac {
     parsed_acr = get_ACR_shufflings.out.acr_input
                                         .map {n -> [n.baseName.split("_")[0..-2].join("_"), n]}
 
-    motmaps_ch = Channel.fromPath(MotMapsFile_gw).ifEmpty { error "There was an error downloading the motif mapping files ${MotMapsFile_gw}" }
+    motmaps_ch = Channel.fromPath(MotMapsFile).ifEmpty { error "There was an error downloading the motif mapping files ${MotMapsFile}" }
 
     input_stats = acr_shufflings_ch.combine(motmaps_ch)
 
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index b5e1bd7..63be59e 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -273,7 +273,7 @@ workflow locus_based_miniac {
     One_DE_set
     P_val
     Bps_intersect
-    MotMapsFile_lb
+    MotMapsFile
     Promoter_file
     Faix_file
     Motif_tf_file
@@ -292,7 +292,7 @@ workflow locus_based_miniac {
     parsed_acr = get_ACR_shufflings.out.acr_input
                                         .map {n -> [n.baseName.split("_")[0..-2].join("_"), n]}
 
-    motmaps_ch = Channel.fromPath(MotMapsFile_lb).ifEmpty { error "There was an error downloading the motif mapping files ${MotMapsFile_lb}" }
+    motmaps_ch = Channel.fromPath(MotMapsFile).ifEmpty { error "There was an error downloading the motif mapping files ${MotMapsFile}" }
 
     input_stats = acr_shufflings_ch.combine(motmaps_ch)
 

From f8aa8cf7a345193cc36ec603869a1c4ae56e3714 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 21 Sep 2023 14:37:08 +0200
Subject: [PATCH 08/83] Refine gitignore

---
 .gitignore | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/.gitignore b/.gitignore
index 0d2264c..28f8d23 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,9 @@
 # ignore Nextflow cache and logs
 .nextflow/
 .nextflow.log*
+
+# ignore Singularity cache
+singularity_cache/
+
+# ignore large motif mapping files
+*motif_mappings*.bed

From b4149907d7b33698bf2680c43a72a9a1c0c95ae0 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 21 Sep 2023 22:50:13 +0200
Subject: [PATCH 09/83] Ignore bin folder

---
 .gitignore | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.gitignore b/.gitignore
index 28f8d23..26ae0c2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,3 +7,6 @@ singularity_cache/
 
 # ignore large motif mapping files
 *motif_mappings*.bed
+
+# ignore bin folder
+bin/
\ No newline at end of file

From f8499a3c4d2cc6ed222792ca9a41b19378982e72 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 15:09:44 +0200
Subject: [PATCH 10/83] Add gitignore

---
 .gitignore | 12 ++++++++++++
 1 file changed, 12 insertions(+)
 create mode 100644 .gitignore

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..7a2dcac
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,12 @@
+# ignore Nextflow cache and logs
+.nextflow/
+.nextflow.log*
+
+# ignore test cache
+.nf-test/
+
+# ignore Singularity cache
+singularity_cache/
+
+# ignore large motif mapping files
+data/**/*motif_mappings*.bed

From 925fb8ef8b80ac5d58fb132094a827b5cecd9b6e Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 15:10:51 +0200
Subject: [PATCH 11/83] Prepare workflows for e2e testing

---
 bin/add_go_names.py    |  3 ++-
 bin/reduce_go.py       |  3 ++-
 mini_ac.nf             | 34 ++++++++++++++++++++++++++++------
 workflows/miniac_gw.nf | 15 ++++++---------
 workflows/miniac_lb.nf | 15 ++++++---------
 5 files changed, 44 insertions(+), 26 deletions(-)

diff --git a/bin/add_go_names.py b/bin/add_go_names.py
index 37f2627..baf08ba 100755
--- a/bin/add_go_names.py
+++ b/bin/add_go_names.py
@@ -4,7 +4,8 @@
 import go_manipulations
 
 gene_go_file = argv[1]
+ontology_file = argv[2]
 
-go_tree = go_manipulations.GOtree(path.join(path.dirname(path.dirname(argv[0])), "ontologies", "go.obo"))
+go_tree = go_manipulations.GOtree(ontology_file)
 
 go_tree.add_descriptions(gene_go_file)
diff --git a/bin/reduce_go.py b/bin/reduce_go.py
index 5bedd4d..178ec4e 100755
--- a/bin/reduce_go.py
+++ b/bin/reduce_go.py
@@ -4,8 +4,9 @@
 from sys import argv
 
 gene_go_file = argv[1]
+ontology_file = argv[2]
 
-go_tree = go_manipulations.GOtree(path.join(path.dirname(path.dirname(argv[0])), "ontologies", "go.obo"))
+go_tree = go_manipulations.GOtree(ontology_file)
 
 gene_go = go_manipulations.GOgenes(gene_go_file, go_tree)
 go_tree.reduce(gene_go)
diff --git a/mini_ac.nf b/mini_ac.nf
index 5774729..0600b5f 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -6,6 +6,7 @@ include { locus_based_miniac } from './workflows/miniac_lb'
 workflow MINIAC {
 
     params.OBO_file = "$projectDir/data/ontologies/go.obo"
+    params.Shuffle_count = 1000
 
     if (params.mode == "genome_wide" && params.species == "maize_v4") {
 
@@ -19,7 +20,11 @@ workflow MINIAC {
         params.Genes_metadata = "$projectDir/data/zma_v4/maize_v4_gene_metadata_file.txt"
         params.P_val = 0.1
         
-        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw, params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
+        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
+            params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
+            params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw,
+            params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
+            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
     }
 
     else if (params.mode == "genome_wide" && params.species == "maize_v5") {
@@ -34,7 +39,11 @@ workflow MINIAC {
         params.Genes_metadata = "$projectDir/data/zma_v5/maize_v5_gene_metadata_file.txt"
         params.P_val = 0.1
         
-        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw, params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
+        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
+            params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
+            params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw,
+            params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
+            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
     }
 
     else if (params.mode == "genome_wide" && params.species == "arabidopsis") {
@@ -49,7 +58,11 @@ workflow MINIAC {
         params.Genes_metadata = "$projectDir/data/ath/arabidopsis_gene_metadata_file.txt"
         params.P_val = 0.1
 
-        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw, params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
+        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
+            params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
+            params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw,
+            params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
+            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
 
     }
 
@@ -64,7 +77,10 @@ workflow MINIAC {
         params.Genes_metadata = "$projectDir/data/zma_v4/maize_v4_gene_metadata_file.txt"
         params.P_val = 0.01
         
-        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
+        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
+            params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
+            params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
+            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
 
     }
 
@@ -79,7 +95,10 @@ workflow MINIAC {
         params.Genes_metadata = "$projectDir/data/zma_v5/maize_v5_gene_metadata_file.txt"
         params.P_val = 0.01
         
-        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
+        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
+            params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
+            params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
+            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
 
     }
 
@@ -94,7 +113,10 @@ workflow MINIAC {
         params.Genes_metadata = "$projectDir/data/ath/arabidopsis_gene_metadata_file.txt"
         params.P_val = 0.01
 
-        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir, params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val, params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file, params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata)
+        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
+            params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
+            params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
+            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
     }
 
     else {
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index d8fe21f..447c500 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -7,6 +7,7 @@ process get_ACR_shufflings{
     path acr_input_file
     path faix
     path non_cod_genome
+    val shuffle_count
 
     output:
     path "${acr_input_file.baseName}_allshuff_sorted.bed", emit: shufflings
@@ -22,11 +23,9 @@ process get_ACR_shufflings{
 
     bedtools subtract -a $non_cod_genome -b ${acr_input_file.baseName}_3col.bed > shuffling_space.bed
 
-    for i in {1..1000};
+    for i in {1..$shuffle_count};
     do
-      
        bedtools shuffle -i ${acr_input_file.baseName}_3col.bed -g $faix -incl shuffling_space.bed | sed "s/\$/\t\$i/" >> ${acr_input_file.baseName}_allshuff.bed
-
     done
    
     sort-bed --max-mem 2G ${acr_input_file.baseName}_allshuff.bed > ${acr_input_file.baseName}_allshuff_sorted.bed
@@ -191,14 +190,11 @@ process GOenrichment{
 
         grep -v '#' ${acr_file_name}_GO_enrichment_rawOut.txt > ${acr_file_name}_GO_enrichment_noheader.txt
 
-        mkdir ontologies
-        mv $obo_file ontologies
-
-        python $add_go_names ${acr_file_name}_GO_enrichment_noheader.txt | sort -g -k4,4 > ${acr_file_name}_GO_enrichment_go_names.txt
+        python $add_go_names ${acr_file_name}_GO_enrichment_noheader.txt $obo_file | sort -g -k4,4 > ${acr_file_name}_GO_enrichment_go_names.txt
 
         awk 'BEGIN {FS="\t"; OFS="\t"}; {print \$2, \$1}' ${acr_file_name}_GO_enrichment_go_names.txt > go_gene.txt
 
-         python $reduce_go go_gene.txt > go_gene_reduced.txt
+         python $reduce_go go_gene.txt $obo_file > go_gene_reduced.txt
 
         python3 $filter_reduced_script go_gene_reduced.txt ${acr_file_name}_GO_enrichment_go_names.txt ${acr_file_name}_GO_enrichment_reduced.txt
 
@@ -283,6 +279,7 @@ workflow genome_wide_miniac {
     OBO_file
     TF_fam_file
     Genes_metadata
+    Shuffle_count
 
     main:
     
@@ -290,7 +287,7 @@ workflow genome_wide_miniac {
     
     ACR_files = Channel.fromPath("${ACR_dir}/*.bed").ifEmpty { error "No *.bed files could be found in the specified ACR directory ${ACR_dir}" }
     
-    get_ACR_shufflings(ACR_files, Faix_file, Non_cod_genome)    
+    get_ACR_shufflings(ACR_files, Faix_file, Non_cod_genome, Shuffle_count)    
 
     acr_shufflings_ch = get_ACR_shufflings.out.shufflings
 
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 934ee1e..ef60e4f 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -7,6 +7,7 @@ process get_ACR_shufflings{
     path acr_input_file
     path faix
     path prom_coords
+    val shuffle_count
 
     output:
     tuple path("${acr_input_file.baseName}_allshuff_sorted.bed"), path("${acr_input_file.baseName}_3col.bed"), emit: shufflings
@@ -24,11 +25,9 @@ process get_ACR_shufflings{
 
     sed "s/\$/\treal_ints/" ${acr_input_file.baseName}_peaks_in_prom.bed > ${acr_input_file.baseName}_allshuff.bed
 
-    for i in {1..1000};
+    for i in {1..$shuffle_count};
     do
-      
        bedtools shuffle -i ${acr_input_file.baseName}_peaks_in_prom.bed -g $faix -incl shuffling_space.bed | sed "s/\$/\t\$i/" >> ${acr_input_file.baseName}_allshuff.bed
-
     done
    
     sort-bed --max-mem 2G ${acr_input_file.baseName}_allshuff.bed > ${acr_input_file.baseName}_allshuff_sorted.bed
@@ -191,14 +190,11 @@ process GOenrichment{
 
         grep -v '#' ${acr_file_name}_GO_enrichment_rawOut.txt > ${acr_file_name}_GO_enrichment_noheader.txt
 
-        mkdir ontologies
-        mv $obo_file ontologies
-
-        python $add_go_names ${acr_file_name}_GO_enrichment_noheader.txt | sort -g -k4,4 > ${acr_file_name}_GO_enrichment_go_names.txt
+        python $add_go_names ${acr_file_name}_GO_enrichment_noheader.txt $obo_file | sort -g -k4,4 > ${acr_file_name}_GO_enrichment_go_names.txt
 
         awk 'BEGIN {FS="\t"; OFS="\t"}; {print \$2, \$1}' ${acr_file_name}_GO_enrichment_go_names.txt > go_gene.txt
 
-        python $reduce_go go_gene.txt > go_gene_reduced.txt
+        python $reduce_go go_gene.txt $obo_file > go_gene_reduced.txt
 
         python3 $filter_reduced_script go_gene_reduced.txt ${acr_file_name}_GO_enrichment_go_names.txt ${acr_file_name}_GO_enrichment_reduced.txt
 
@@ -281,6 +277,7 @@ workflow locus_based_miniac {
     OBO_file
     TF_fam_file
     Genes_metadata
+    Shuffle_count
 
     main:
 
@@ -288,7 +285,7 @@ workflow locus_based_miniac {
 
     ACR_files = Channel.fromPath("${ACR_dir}/*.bed").ifEmpty { error "No *.bed files could be found in the specified ACR directory ${ACR_dir}" }
     
-    get_ACR_shufflings(ACR_files, Faix_file, Promoter_file)    
+    get_ACR_shufflings(ACR_files, Faix_file, Promoter_file, Shuffle_count)    
 
     acr_shufflings_ch = get_ACR_shufflings.out.shufflings
 

From 02f2ddc72279f7307707de5a0e5343a62fd2f450 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 15:11:48 +0200
Subject: [PATCH 12/83] Ignore test outputs

---
 .gitignore | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/.gitignore b/.gitignore
index 7a2dcac..d9c252e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,11 +2,14 @@
 .nextflow/
 .nextflow.log*
 
-# ignore test cache
-.nf-test/
-
 # ignore Singularity cache
 singularity_cache/
 
 # ignore large motif mapping files
 data/**/*motif_mappings*.bed
+
+# ignore test cache
+.nf-test/
+
+# ignore test outputs
+tests/outputs/

From 2cac24e84785288cf29de65bc04852439fe61a79 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 15:12:43 +0200
Subject: [PATCH 13/83] Add first workflow e2e test

---
 nf-test.config        |  8 +++++
 test.sh               | 11 +++++++
 tests/mini_ac.nf.test | 75 +++++++++++++++++++++++++++++++++++++++++++
 tests/nextflow.config | 46 ++++++++++++++++++++++++++
 4 files changed, 140 insertions(+)
 create mode 100644 nf-test.config
 create mode 100755 test.sh
 create mode 100644 tests/mini_ac.nf.test
 create mode 100644 tests/nextflow.config

diff --git a/nf-test.config b/nf-test.config
new file mode 100644
index 0000000..870799d
--- /dev/null
+++ b/nf-test.config
@@ -0,0 +1,8 @@
+config {
+
+    testsDir "tests"
+    workDir ".nf-test"
+    configFile "tests/nextflow.config"
+    profile ""
+
+}
diff --git a/test.sh b/test.sh
new file mode 100755
index 0000000..3160257
--- /dev/null
+++ b/test.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#
+#SBATCH -p all # partition (queue)
+#SBATCH -c 1 # number of cores
+#SBATCH --mem 8G # memory pool for all cores
+#SBATCH -o slurm.%N.%j.out # STDOUT
+#SBATCH -e slurm.%N.%j.err # STDERR
+
+module load nextflow
+
+~/nf-test test
diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
new file mode 100644
index 0000000..433ada4
--- /dev/null
+++ b/tests/mini_ac.nf.test
@@ -0,0 +1,75 @@
+nextflow_workflow {
+
+    name "Test Workflow MINIAC: maize_v4 genome-wide"
+    script "mini_ac.nf"
+    workflow "MINIAC"
+
+    test("Should run without failures") {
+
+        when {
+            params {
+                //// Mode
+                mode = "genome_wide"
+
+                //// Species
+                species = "maize_v4"
+
+                //// Low shuffle count to reduce test runtime
+                Shuffle_count = 100
+
+                //// Hard code data paths
+                MotMapsFile_gw = "${baseDir}/data/zma_v4/zma_v4_genome_wide_motif_mappings.bed"
+                Non_cod_genome = "${baseDir}/data/zma_v4/zma_v4_noncod_merged.bed"
+                Faix_file = "${baseDir}/data/zma_v4/zma_v4.fasta.fai"
+                Motif_tf_file = "${baseDir}/data/zma_v4/zma_v4_motif_TF_file.txt"
+                Genes_coords = "${baseDir}/data/zma_v4/zma_v4_genes_coords_sorted.bed"
+                Feature_file = "${baseDir}/data/zma_v4/zma_v4_go_gene_file.txt"
+                TF_fam_file = "${baseDir}/data/zma_v4/zma_v4_TF_family_file.txt"
+                Genes_metadata = "${baseDir}/data/zma_v4/maize_v4_gene_metadata_file.txt"
+                OBO_file = "${baseDir}/data/ontologies/go.obo"
+
+                //// Output folder
+                OutDir = "${baseDir}/tests/outputs"
+
+                //// Required input
+                ACR_dir = "${baseDir}/example/inputs/acr_files/"
+
+                //// Optional input
+                // Differential expression data
+                DE_genes = true
+                DE_genes_dir = "${baseDir}/example/inputs/de_files"
+                One_DE_set = true
+                // Expression data
+                Filter_set_genes = true
+                Set_genes_dir = "${baseDir}/example/inputs/exp_genes_files"
+                One_filtering_set = true
+
+                //// Prediction parameters
+                Bps_intersect = false
+
+                //// Prediction parameters only genome-wide
+                Second_gene_annot = false
+                Second_gene_dist = 500
+            }
+            workflow {
+                """
+                // define inputs of the workflow here. Example:
+                // input[0] = file("test-file.txt")
+                """
+            }
+        }
+
+        then {
+            assert workflow.success
+            assert snapshot(
+                workflow,
+                path("${params.OutDir}/enrichment_stats").list(),
+                path("${params.OutDir}/GO_enrichment").list(),
+                path("${params.OutDir}/integrative_outputs").list(),
+                path("${params.OutDir}/networks").list(),
+            ).match()
+        }
+
+    }
+
+}
diff --git a/tests/nextflow.config b/tests/nextflow.config
new file mode 100644
index 0000000..2ce1332
--- /dev/null
+++ b/tests/nextflow.config
@@ -0,0 +1,46 @@
+/*
+========================================================================================
+    Nextflow config file for running tests
+========================================================================================
+*/
+
+process.container = "vibpsb/mini-ac:latest"
+singularity {
+    enabled = true
+    cacheDir = "singularity_cache"
+    autoMounts = true
+    runOptions = "--bind $TMPDIR"
+}
+
+workDir = "$TMPDIR/MINI-AC"
+
+// WHEN USING HPC SLURM UNCOMMENT THE CODE BELOW
+
+executor {
+    name = 'slurm'
+    queueSize = 25
+}
+
+process {
+    withName: get_ACR_shufflings {
+        clusterOptions = '--mem 4G'
+    }
+    withName: getStats {
+        clusterOptions = '--mem 10G'
+    }
+    withName: getStats_bps {
+        clusterOptions = '--mem 50G'
+    }
+    withName: getNetwork {
+        clusterOptions = '--mem 20G'
+    }
+    withName: filterSetOfGenes {
+        clusterOptions = '--mem 5G'
+    }
+    withName: GOenrichment {
+        clusterOptions = '--mem 5G'
+    }
+    withName: getIntegrativeOutputs {
+        clusterOptions = '--mem 3G'
+    }
+}

From 4e0820706ee337c37ae341b1dc27169740449aa7 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 15:35:26 +0200
Subject: [PATCH 14/83] Pass shuffle count as variable to process stats
 correctly

---
 bin/processStats_bps_gw.py | 21 ++++++++++++++-------
 bin/processStats_bps_lb.py | 21 ++++++++++++++-------
 bin/processStats_gw.py     | 21 ++++++++++++++-------
 bin/processStats_lb.py     | 21 ++++++++++++++-------
 workflows/miniac_gw.nf     | 10 ++++++----
 workflows/miniac_lb.nf     | 10 ++++++----
 6 files changed, 68 insertions(+), 36 deletions(-)

diff --git a/bin/processStats_bps_gw.py b/bin/processStats_bps_gw.py
index 42e8949..ef33eaf 100755
--- a/bin/processStats_bps_gw.py
+++ b/bin/processStats_bps_gw.py
@@ -26,6 +26,10 @@ def parseArgs():
     parser.add_argument('output', nargs = 1, type = str,
                     help = '',
                     metavar = 'output_file')
+    
+    parser.add_argument('shuffle_count', nargs = 1, type = int,
+                        help = '',
+                        metavar = 'Number of ACR shuffles that were performed for background generation')
 
     args = parser.parse_args()
 
@@ -37,6 +41,7 @@ def parseArgs():
 out_file = args.output[0]
 cns_list_file = args.cns_sets_list[0]
 total_peaks = args.num_peaks[0]
+shuffle_count = args.shuffle_count[0]
 
 file_name = "_".join(raw_file.split("/")[-1].split("_")[0:-5])
 
@@ -77,26 +82,28 @@ def parseArgs():
     try:
         shuff_overlap = np.array(shuff_dict[cns_set])
     except KeyError:
-        shuff_overlap = np.zeros(1000, dtype = int)
+        shuff_overlap = np.zeros(shuffle_count, dtype = int)
     try:
         real_overlap = real_dict[cns_set]
     except KeyError:
         real_overlap = 0
-    if len(shuff_overlap) < 1000:
-        zero_pad = np.zeros(1000 - len(shuff_overlap), dtype = int)
+    if len(shuff_overlap) < shuffle_count:
+        zero_pad = np.zeros(shuffle_count - len(shuff_overlap), dtype = int)
         shuff_overlap = np.concatenate([shuff_overlap, zero_pad])
     else:
         pass
-    p_val_1000 = len(shuff_overlap[shuff_overlap >= real_overlap])
-    if p_val_1000 == 0:
-        p_val_1000 = 0.9
+    times_above_real_overlap = len(shuff_overlap[shuff_overlap >= real_overlap])
+    if times_above_real_overlap == 0:
+        times_above_real_overlap = 0.9
     median = np.median(shuff_overlap)
     if real_overlap == 0 or median == 0:
         enrichment_fold = 0
     else:
         enrichment_fold = real_overlap / median
+
+    p_val = times_above_real_overlap/shuffle_count
     
-    stats[(file_name, cns_set)] = [int(total_peaks), real_overlap, median, (p_val_1000/1000), enrichment_fold]
+    stats[(file_name, cns_set)] = [int(total_peaks), real_overlap, median, p_val, enrichment_fold]
 
 data_df = pd.DataFrame.from_dict(stats).T
 data_df = data_df.reset_index()
diff --git a/bin/processStats_bps_lb.py b/bin/processStats_bps_lb.py
index d460d8d..bed73d4 100755
--- a/bin/processStats_bps_lb.py
+++ b/bin/processStats_bps_lb.py
@@ -31,6 +31,10 @@ def parseArgs():
     parser.add_argument('output', nargs = 1, type = str,
                     help = '',
                     metavar = 'output_file')
+    
+    parser.add_argument('shuffle_count', nargs = 1, type = int,
+                        help = '',
+                        metavar = 'Number of ACR shuffles that were performed for background generation')
 
     args = parser.parse_args()
 
@@ -43,6 +47,7 @@ def parseArgs():
 cns_list_file = args.cns_sets_list[0]
 total_peaks = args.num_peaks[0]
 peaksInProm = args.peaks_in_prom[0]
+shuffle_count = args.shuffle_count[0]
 
 file_name = "_".join(raw_file.split("/")[-1].split("_")[0:-5])
 
@@ -83,26 +88,28 @@ def parseArgs():
     try:
         shuff_overlap = np.array(shuff_dict[cns_set])
     except KeyError:
-        shuff_overlap = np.zeros(1000, dtype = int)
+        shuff_overlap = np.zeros(shuffle_count, dtype = int)
     try:
         real_overlap = real_dict[cns_set]
     except KeyError:
         real_overlap = 0
-    if len(shuff_overlap) < 1000:
-        zero_pad = np.zeros(1000 - len(shuff_overlap), dtype = int)
+    if len(shuff_overlap) < shuffle_count:
+        zero_pad = np.zeros(shuffle_count - len(shuff_overlap), dtype = int)
         shuff_overlap = np.concatenate([shuff_overlap, zero_pad])
     else:
         pass
-    p_val_1000 = len(shuff_overlap[shuff_overlap >= real_overlap])
-    if p_val_1000 == 0:
-        p_val_1000 = 0.9
+    times_above_real_overlap = len(shuff_overlap[shuff_overlap >= real_overlap])
+    if times_above_real_overlap == 0:
+        times_above_real_overlap = 0.9
     median = np.median(shuff_overlap)
     if real_overlap == 0 or median == 0:
         enrichment_fold = 0
     else:
         enrichment_fold = real_overlap / median
+
+    p_val = times_above_real_overlap/shuffle_count
     
-    stats[(file_name, cns_set)] = [int(total_peaks), int(peaksInProm), real_overlap, median, (p_val_1000/1000), enrichment_fold]
+    stats[(file_name, cns_set)] = [int(total_peaks), int(peaksInProm), real_overlap, median, p_val, enrichment_fold]
 
 data_df = pd.DataFrame.from_dict(stats).T
 data_df = data_df.reset_index()
diff --git a/bin/processStats_gw.py b/bin/processStats_gw.py
index 753883b..aecb5aa 100755
--- a/bin/processStats_gw.py
+++ b/bin/processStats_gw.py
@@ -26,6 +26,10 @@ def parseArgs():
     parser.add_argument('output', nargs = 1, type = str,
                     help = '',
                     metavar = 'output_file')
+    
+    parser.add_argument('shuffle_count', nargs = 1, type = int,
+                        help = '',
+                        metavar = 'Number of ACR shuffles that were performed for background generation')
 
     args = parser.parse_args()
 
@@ -37,6 +41,7 @@ def parseArgs():
 out_file = args.output[0]
 mot_tf_file = args.mot_tf[0]
 total_peaks = args.num_peaks[0]
+shuffle_count = args.shuffle_count[0]
 
 file_name = "_".join(raw_file.split("/")[-1].split("_")[0:-5])
 
@@ -62,26 +67,28 @@ def parseArgs():
     try:
         shuff_motmaps = np.array(data_shuff[motif])
     except KeyError:
-        shuff_motmaps = np.zeros(1000, dtype = int)
+        shuff_motmaps = np.zeros(shuffle_count, dtype = int)
     try:
         real_motmaps = data_real[motif]
     except KeyError:
         real_motmaps = 0
-    if len(shuff_motmaps) < 1000:
-        zero_pad = np.zeros(1000 - len(shuff_motmaps), dtype = int)
+    if len(shuff_motmaps) < shuffle_count:
+        zero_pad = np.zeros(shuffle_count - len(shuff_motmaps), dtype = int)
         shuff_motmaps = np.concatenate([shuff_motmaps, zero_pad])
     else:
         pass
-    p_val_1000 = len(shuff_motmaps[shuff_motmaps >= real_motmaps])
-    if p_val_1000 == 0:
-        p_val_1000 = 0.9
+    times_above_real_overlap = len(shuff_motmaps[shuff_motmaps >= real_motmaps])
+    if times_above_real_overlap == 0:
+        times_above_real_overlap = 0.9
     median = np.median(shuff_motmaps)
     if real_motmaps == 0 or median == 0:
         enrichment_fold = 0
     else:
         enrichment_fold = real_motmaps / median
     
-    stats[(file_name, motif)] = [int(total_peaks), real_motmaps, median, (p_val_1000/1000), enrichment_fold]
+    p_val = times_above_real_overlap/shuffle_count
+    
+    stats[(file_name, motif)] = [int(total_peaks), real_motmaps, median, p_val, enrichment_fold]
 
 
 data_df = pd.DataFrame.from_dict(stats).T
diff --git a/bin/processStats_lb.py b/bin/processStats_lb.py
index 2156067..4889b68 100755
--- a/bin/processStats_lb.py
+++ b/bin/processStats_lb.py
@@ -31,6 +31,10 @@ def parseArgs():
     parser.add_argument('output', nargs = 1, type = str,
                     help = '',
                     metavar = 'output_file')
+    
+    parser.add_argument('shuffle_count', nargs = 1, type = int,
+                        help = '',
+                        metavar = 'Number of ACR shuffles that were performed for background generation')
 
     args = parser.parse_args()
 
@@ -48,6 +52,7 @@ def correct_pval(df):
 mot_tf_file = args.mot_tf[0]
 total_peaks = args.num_peaks[0]
 peaksInProm = args.peaks_in_prom[0]
+shuffle_count = args.shuffle_count[0]
 
 file_name = "_".join(raw_file.split("/")[-1].split("_")[0:-5])
 
@@ -73,26 +78,28 @@ def correct_pval(df):
     try:
         shuff_motmaps = np.array(data_shuff[motif])
     except KeyError:
-        shuff_motmaps = np.zeros(1000, dtype = int)
+        shuff_motmaps = np.zeros(shuffle_count, dtype = int)
     try:
         real_motmaps = data_real[motif]
     except KeyError:
         real_motmaps = 0
-    if len(shuff_motmaps) < 1000:
-        zero_pad = np.zeros(1000 - len(shuff_motmaps), dtype = int)
+    if len(shuff_motmaps) < shuffle_count:
+        zero_pad = np.zeros(shuffle_count - len(shuff_motmaps), dtype = int)
         shuff_motmaps = np.concatenate([shuff_motmaps, zero_pad])
     else:
         pass
-    p_val_1000 = len(shuff_motmaps[shuff_motmaps >= real_motmaps])
-    if p_val_1000 == 0:
-        p_val_1000 = 0.9
+    times_above_real_overlap = len(shuff_motmaps[shuff_motmaps >= real_motmaps])
+    if times_above_real_overlap == 0:
+        times_above_real_overlap = 0.9
     median = np.median(shuff_motmaps)
     if real_motmaps == 0 or median == 0:
         enrichment_fold = 0
     else:
         enrichment_fold = real_motmaps / median
+
+    p_val = times_above_real_overlap/shuffle_count
     
-    stats[(file_name, motif)] = [int(total_peaks), int(peaksInProm), real_motmaps, median, (p_val_1000/1000), enrichment_fold]
+    stats[(file_name, motif)] = [int(total_peaks), int(peaksInProm), real_motmaps, median, p_val, enrichment_fold]
 
 
 data_df = pd.DataFrame.from_dict(stats).T
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index 447c500..b4e0321 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -42,6 +42,7 @@ process getStats {
    path get_stats_script
    path mot_tf
    val outDir
+   val shuffle_count
 
    output:
    path "${shuffled_real_acr.baseName}_motif_int_data.txt", emit: raw_stats
@@ -60,7 +61,7 @@ process getStats {
 
    num_peaks=\$(grep -c "real_ints" $shuffled_real_acr)
 
-   OMP_NUM_THREADS=1 python3 $get_stats_script ${shuffled_real_acr.baseName}_motif_int_data.txt \$num_peaks $mot_tf ${shuffled_real_acr.baseName}_miniac_stats.txt
+   OMP_NUM_THREADS=1 python3 $get_stats_script ${shuffled_real_acr.baseName}_motif_int_data.txt \$num_peaks $mot_tf ${shuffled_real_acr.baseName}_miniac_stats.txt $shuffle_count
 
    """
 
@@ -75,6 +76,7 @@ process getStats_bps {
    path get_stats_script_bps
    path mot_tf
    val outDir
+   val shuffle_count
 
    output:
    path "${shuffled_real_acr.baseName}_int_bps_data.bed", emit: raw_stats
@@ -93,7 +95,7 @@ process getStats_bps {
 
    num_peaks=\$(grep -c "real_ints" $shuffled_real_acr)
 
-   OMP_NUM_THREADS=1 python3 $get_stats_script_bps ${shuffled_real_acr.baseName}_int_bps_data.bed \$num_peaks $mot_tf ${shuffled_real_acr.baseName}_miniac_stats.txt
+   OMP_NUM_THREADS=1 python3 $get_stats_script_bps ${shuffled_real_acr.baseName}_int_bps_data.bed \$num_peaks $mot_tf ${shuffled_real_acr.baseName}_miniac_stats.txt $shuffle_count
    """
 
 }
@@ -302,7 +304,7 @@ workflow genome_wide_miniac {
 
         script_proc_stats = "${projectDir}/bin/processStats_gw.py"
 
-        getStats(input_stats, script_proc_stats, Motif_tf_file, OutDir)
+        getStats(input_stats, script_proc_stats, Motif_tf_file, OutDir, Shuffle_count)
 
         stats_ch = getStats.out.proc_stats
                     .map { n -> [n.BaseName.split("_")[0..-5].join("_"), n]}
@@ -313,7 +315,7 @@ workflow genome_wide_miniac {
         
         script_proc_stats_bps = "${projectDir}/bin/processStats_bps_gw.py"
 
-        getStats_bps(input_stats, script_proc_stats_bps, Motif_tf_file, OutDir)
+        getStats_bps(input_stats, script_proc_stats_bps, Motif_tf_file, OutDir, Shuffle_count)
 
         stats_ch = getStats_bps.out.proc_stats
                     .map { n -> [n.BaseName.split("_")[0..-5].join("_"), n]}
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index ef60e4f..79a63e7 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -45,6 +45,7 @@ process getStats {
    path mot_tf
    path promoter_file
    val outDir
+   val shuffle_count
 
    output:
    path "${shuffled_real_acr.baseName}_motif_int_data.txt", emit: raw_stats
@@ -63,7 +64,7 @@ process getStats {
 
    peaks_in_prom=\$(grep "real_ints" $shuffled_real_acr | bedops -e - $promoter_file | wc -l)
 
-   OMP_NUM_THREADS=1 python3 $get_stats_script ${shuffled_real_acr.baseName}_motif_int_data.txt \$num_peaks \$peaks_in_prom $mot_tf ${shuffled_real_acr.baseName}_miniac_stats.txt
+   OMP_NUM_THREADS=1 python3 $get_stats_script ${shuffled_real_acr.baseName}_motif_int_data.txt \$num_peaks \$peaks_in_prom $mot_tf ${shuffled_real_acr.baseName}_miniac_stats.txt $shuffle_count
 
    """
 
@@ -79,6 +80,7 @@ process getStats_bps {
    path mot_tf
    path promoter_file
    val outDir
+   val shuffle_count
 
    output:
    path "${shuffled_real_acr.baseName}_int_bps_data.bed", emit: raw_stats
@@ -97,7 +99,7 @@ process getStats_bps {
 
    peaks_in_prom=\$(grep "real_ints" $shuffled_real_acr | bedops -e - $promoter_file | wc -l)
 
-   OMP_NUM_THREADS=1 python3 $get_stats_script_bps ${shuffled_real_acr.baseName}_int_bps_data.bed \$num_peaks \$peaks_in_prom $mot_tf ${shuffled_real_acr.baseName}_miniac_stats.txt
+   OMP_NUM_THREADS=1 python3 $get_stats_script_bps ${shuffled_real_acr.baseName}_int_bps_data.bed \$num_peaks \$peaks_in_prom $mot_tf ${shuffled_real_acr.baseName}_miniac_stats.txt $shuffle_count
 
    """
 
@@ -300,7 +302,7 @@ workflow locus_based_miniac {
 
         script_proc_stats = "${projectDir}/bin/processStats_lb.py"
 
-        getStats(input_stats, script_proc_stats, Motif_tf_file, Promoter_file, OutDir)
+        getStats(input_stats, script_proc_stats, Motif_tf_file, Promoter_file, OutDir, Shuffle_count)
 
         stats_ch = getStats.out.proc_stats
                     .map { n -> [n.BaseName.split("_")[0..-5].join("_"), n]}
@@ -310,7 +312,7 @@ workflow locus_based_miniac {
         
         script_proc_stats_bps = "${projectDir}/bin/processStats_bps_lb.py"
 
-        getStats_bps(input_stats, script_proc_stats_bps, Motif_tf_file, Promoter_file, OutDir)
+        getStats_bps(input_stats, script_proc_stats_bps, Motif_tf_file, Promoter_file, OutDir, Shuffle_count)
 
         stats_ch = getStats_bps.out.proc_stats
                     .map { n -> [n.BaseName.split("_")[0..-5].join("_"), n]}

From d44129b90fad1ec0d9540cdcb78abee29f3387dd Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 15:45:41 +0200
Subject: [PATCH 15/83] Provide shuffle seed for reproducible test results

---
 mini_ac.nf             | 13 +++++++------
 tests/mini_ac.nf.test  |  5 ++++-
 workflows/miniac_gw.nf | 15 +++++++++++----
 workflows/miniac_lb.nf | 15 +++++++++++----
 4 files changed, 33 insertions(+), 15 deletions(-)

diff --git a/mini_ac.nf b/mini_ac.nf
index 0600b5f..da6200d 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -7,6 +7,7 @@ workflow MINIAC {
 
     params.OBO_file = "$projectDir/data/ontologies/go.obo"
     params.Shuffle_count = 1000
+    params.Shuffle_seed = null
 
     if (params.mode == "genome_wide" && params.species == "maize_v4") {
 
@@ -24,7 +25,7 @@ workflow MINIAC {
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw,
             params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
-            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
+            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
     }
 
     else if (params.mode == "genome_wide" && params.species == "maize_v5") {
@@ -43,7 +44,7 @@ workflow MINIAC {
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw,
             params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
-            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
+            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
     }
 
     else if (params.mode == "genome_wide" && params.species == "arabidopsis") {
@@ -62,7 +63,7 @@ workflow MINIAC {
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw,
             params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
-            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
+            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
 
     }
 
@@ -80,7 +81,7 @@ workflow MINIAC {
         locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
-            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
+            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
 
     }
 
@@ -98,7 +99,7 @@ workflow MINIAC {
         locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
-            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
+            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
 
     }
 
@@ -116,7 +117,7 @@ workflow MINIAC {
         locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
-            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count)
+            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
     }
 
     else {
diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 433ada4..23a67d7 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -14,9 +14,12 @@ nextflow_workflow {
                 //// Species
                 species = "maize_v4"
 
-                //// Low shuffle count to reduce test runtime
+                //// Lower shuffle count to reduce test runtime
                 Shuffle_count = 100
 
+                //// Fix shuffle seed for reproducible test results
+                Shuffle_seed = 42
+
                 //// Hard code data paths
                 MotMapsFile_gw = "${baseDir}/data/zma_v4/zma_v4_genome_wide_motif_mappings.bed"
                 Non_cod_genome = "${baseDir}/data/zma_v4/zma_v4_noncod_merged.bed"
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index b4e0321..8594477 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -7,7 +7,8 @@ process get_ACR_shufflings{
     path acr_input_file
     path faix
     path non_cod_genome
-    val shuffle_count
+    val count
+    val seed
 
     output:
     path "${acr_input_file.baseName}_allshuff_sorted.bed", emit: shufflings
@@ -16,6 +17,11 @@ process get_ACR_shufflings{
 
     script:
 
+    seed_arg = ''
+    if (seed) {
+        seed_arg = "-seed $seed"
+    }
+
     """
     cut -f1,2,3 ${acr_input_file} | sort-bed - | bedops -m - > ${acr_input_file.baseName}_3col.bed
     
@@ -23,9 +29,9 @@ process get_ACR_shufflings{
 
     bedtools subtract -a $non_cod_genome -b ${acr_input_file.baseName}_3col.bed > shuffling_space.bed
 
-    for i in {1..$shuffle_count};
+    for i in {1..$count};
     do
-       bedtools shuffle -i ${acr_input_file.baseName}_3col.bed -g $faix -incl shuffling_space.bed | sed "s/\$/\t\$i/" >> ${acr_input_file.baseName}_allshuff.bed
+       bedtools shuffle $seed_arg -i ${acr_input_file.baseName}_3col.bed -g $faix -incl shuffling_space.bed | sed "s/\$/\t\$i/" >> ${acr_input_file.baseName}_allshuff.bed
     done
    
     sort-bed --max-mem 2G ${acr_input_file.baseName}_allshuff.bed > ${acr_input_file.baseName}_allshuff_sorted.bed
@@ -282,6 +288,7 @@ workflow genome_wide_miniac {
     TF_fam_file
     Genes_metadata
     Shuffle_count
+    Shuffle_seed
 
     main:
     
@@ -289,7 +296,7 @@ workflow genome_wide_miniac {
     
     ACR_files = Channel.fromPath("${ACR_dir}/*.bed").ifEmpty { error "No *.bed files could be found in the specified ACR directory ${ACR_dir}" }
     
-    get_ACR_shufflings(ACR_files, Faix_file, Non_cod_genome, Shuffle_count)    
+    get_ACR_shufflings(ACR_files, Faix_file, Non_cod_genome, Shuffle_count, Shuffle_seed)    
 
     acr_shufflings_ch = get_ACR_shufflings.out.shufflings
 
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 79a63e7..97f0a95 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -7,7 +7,8 @@ process get_ACR_shufflings{
     path acr_input_file
     path faix
     path prom_coords
-    val shuffle_count
+    val count
+    val seed
 
     output:
     tuple path("${acr_input_file.baseName}_allshuff_sorted.bed"), path("${acr_input_file.baseName}_3col.bed"), emit: shufflings
@@ -16,6 +17,11 @@ process get_ACR_shufflings{
 
     script:
 
+    seed_arg = ''
+    if (seed) {
+        seed_arg = "-seed $seed"
+    }
+
     """
     cut -f1,2,3 ${acr_input_file} | sort-bed - | bedops -m - > ${acr_input_file.baseName}_3col.bed
     
@@ -25,9 +31,9 @@ process get_ACR_shufflings{
 
     sed "s/\$/\treal_ints/" ${acr_input_file.baseName}_peaks_in_prom.bed > ${acr_input_file.baseName}_allshuff.bed
 
-    for i in {1..$shuffle_count};
+    for i in {1..$count};
     do
-       bedtools shuffle -i ${acr_input_file.baseName}_peaks_in_prom.bed -g $faix -incl shuffling_space.bed | sed "s/\$/\t\$i/" >> ${acr_input_file.baseName}_allshuff.bed
+       bedtools shuffle $seed_arg -i ${acr_input_file.baseName}_peaks_in_prom.bed -g $faix -incl shuffling_space.bed | sed "s/\$/\t\$i/" >> ${acr_input_file.baseName}_allshuff.bed
     done
    
     sort-bed --max-mem 2G ${acr_input_file.baseName}_allshuff.bed > ${acr_input_file.baseName}_allshuff_sorted.bed
@@ -280,6 +286,7 @@ workflow locus_based_miniac {
     TF_fam_file
     Genes_metadata
     Shuffle_count
+    Shuffle_seed
 
     main:
 
@@ -287,7 +294,7 @@ workflow locus_based_miniac {
 
     ACR_files = Channel.fromPath("${ACR_dir}/*.bed").ifEmpty { error "No *.bed files could be found in the specified ACR directory ${ACR_dir}" }
     
-    get_ACR_shufflings(ACR_files, Faix_file, Promoter_file, Shuffle_count)    
+    get_ACR_shufflings(ACR_files, Faix_file, Promoter_file, Shuffle_count, Shuffle_seed)    
 
     acr_shufflings_ch = get_ACR_shufflings.out.shufflings
 

From 2798c8f99f7fa304fed4ac21b50f7b9575cc1768 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 16:09:26 +0200
Subject: [PATCH 16/83] Add maize test input filtered for chromosome 1

---
 tests/data/.keep                              |     0
 .../bundle_sheath_marand_top10k_chr1.bed      |  3136 +++
 .../mesophyll_marand_top10k_chr1.bed          |  3014 ++
 .../maize_leaf_celltypes_degs_table.txt       |  4138 +++
 .../maize_leaf_expressed_genes.txt            | 23229 ++++++++++++++++
 5 files changed, 33517 insertions(+)
 create mode 100644 tests/data/.keep
 create mode 100644 tests/inputs/zma_v4/acr_files/bundle_sheath_marand_top10k_chr1.bed
 create mode 100644 tests/inputs/zma_v4/acr_files/mesophyll_marand_top10k_chr1.bed
 create mode 100644 tests/inputs/zma_v4/de_files/maize_leaf_celltypes_degs_table.txt
 create mode 100644 tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt

diff --git a/tests/data/.keep b/tests/data/.keep
new file mode 100644
index 0000000..e69de29
diff --git a/tests/inputs/zma_v4/acr_files/bundle_sheath_marand_top10k_chr1.bed b/tests/inputs/zma_v4/acr_files/bundle_sheath_marand_top10k_chr1.bed
new file mode 100644
index 0000000..520635e
--- /dev/null
+++ b/tests/inputs/zma_v4/acr_files/bundle_sheath_marand_top10k_chr1.bed
@@ -0,0 +1,3136 @@
+1	220255814	220256315	bundle_sheath	2	13	bundle_sheath.2.13
+1	143207663	143208164	bundle_sheath	2	13	bundle_sheath.2.13
+1	98384627	98385128	bundle_sheath	2	13	bundle_sheath.2.13
+1	41193723	41194224	bundle_sheath	2	13	bundle_sheath.2.13
+1	239138916	239139417	bundle_sheath	2	13	bundle_sheath.2.13
+1	239140201	239140702	bundle_sheath	2	13	bundle_sheath.2.13
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diff --git a/tests/inputs/zma_v4/acr_files/mesophyll_marand_top10k_chr1.bed b/tests/inputs/zma_v4/acr_files/mesophyll_marand_top10k_chr1.bed
new file mode 100644
index 0000000..e70609c
--- /dev/null
+++ b/tests/inputs/zma_v4/acr_files/mesophyll_marand_top10k_chr1.bed
@@ -0,0 +1,3014 @@
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+1	236001447	236001948	mesophyll	2	20	mesophyll.2.20
+1	74680000	74680501	mesophyll	2	20	mesophyll.2.20
+1	296463574	296464075	mesophyll	2	20	mesophyll.2.20
+1	177561836	177562337	mesophyll	2	20	mesophyll.2.20
+1	33035657	33036158	mesophyll	2	20	mesophyll.2.20
+1	145697399	145697900	mesophyll	2	20	mesophyll.2.20
+1	32069040	32069541	mesophyll	2	20	mesophyll.2.20
+1	121467654	121468155	mesophyll	2	20	mesophyll.2.20
+1	266795840	266796341	mesophyll	2	20	mesophyll.2.20
+1	43040509	43041010	mesophyll	2	20	mesophyll.2.20
+1	278029755	278030256	mesophyll	2	20	mesophyll.2.20
+1	163885848	163886349	mesophyll	2	20	mesophyll.2.20
+1	300979458	300979959	mesophyll	2	20	mesophyll.2.20
+1	198843017	198843518	mesophyll	2	20	mesophyll.2.20
+1	52862010	52862511	mesophyll	2	20	mesophyll.2.20
+1	8489143	8489644	mesophyll	2	20	mesophyll.2.20
+1	186522368	186522869	mesophyll	2	20	mesophyll.2.20
+1	209723227	209723728	mesophyll	2	20	mesophyll.2.20
+1	184859030	184859531	mesophyll	2	20	mesophyll.2.20
+1	45578892	45579393	mesophyll	2	20	mesophyll.2.20
+1	207282007	207282508	mesophyll	2	20	mesophyll.2.20
+1	167673668	167674169	mesophyll	2	20	mesophyll.2.20
+1	235079749	235080250	mesophyll	2	20	mesophyll.2.20
+1	6107174	6107675	mesophyll	2	20	mesophyll.2.20
+1	208247259	208247760	mesophyll	2	20	mesophyll.2.20
+1	163443639	163444140	mesophyll	2	20	mesophyll.2.20
+1	284988358	284988859	mesophyll	2	20	mesophyll.2.20
+1	9494825	9495326	mesophyll	2	20	mesophyll.2.20
+1	223828068	223828569	mesophyll	2	20	mesophyll.2.20
+1	55449863	55450364	mesophyll	2	20	mesophyll.2.20
+1	223305307	223305808	mesophyll	2	20	mesophyll.2.20
+1	54294551	54295052	mesophyll	2	20	mesophyll.2.20
+1	40462976	40463477	mesophyll	2	20	mesophyll.2.20
+1	50095220	50095721	mesophyll	2	20	mesophyll.2.20
+1	56809357	56809858	mesophyll	2	20	mesophyll.2.20
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+1	231394604	231395105	mesophyll	2	20	mesophyll.2.20
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+1	49063562	49064063	mesophyll	2	20	mesophyll.2.20
+1	139602515	139603016	mesophyll	2	20	mesophyll.2.20
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+1	5798971	5799472	mesophyll	2	20	mesophyll.2.20
+1	44976653	44977154	mesophyll	2	20	mesophyll.2.20
+1	157117564	157118065	mesophyll	2	20	mesophyll.2.20
+1	51127052	51127553	mesophyll	2	20	mesophyll.2.20
+1	236932544	236933045	mesophyll	2	20	mesophyll.2.20
+1	154088110	154088611	mesophyll	2	20	mesophyll.2.20
+1	232682694	232683195	mesophyll	2	20	mesophyll.2.20
+1	305113419	305113920	mesophyll	2	20	mesophyll.2.20
+1	92733694	92734195	mesophyll	2	20	mesophyll.2.20
+1	218155876	218156377	mesophyll	2	20	mesophyll.2.20
+1	122355253	122355754	mesophyll	2	20	mesophyll.2.20
+1	182386696	182387197	mesophyll	2	20	mesophyll.2.20
+1	167668618	167669119	mesophyll	2	20	mesophyll.2.20
+1	213895702	213896203	mesophyll	2	20	mesophyll.2.20
+1	133713534	133714035	mesophyll	2	20	mesophyll.2.20
+1	223439092	223439593	mesophyll	2	20	mesophyll.2.20
+1	143206128	143206629	mesophyll	2	20	mesophyll.2.20
+1	274232716	274233217	mesophyll	2	20	mesophyll.2.20
+1	62881548	62882049	mesophyll	2	20	mesophyll.2.20
+1	57255259	57255760	mesophyll	2	20	mesophyll.2.20
+1	144466538	144467039	mesophyll	2	20	mesophyll.2.20
+1	143495276	143495777	mesophyll	2	20	mesophyll.2.20
+1	63590061	63590562	mesophyll	2	20	mesophyll.2.20
+1	15309983	15310484	mesophyll	2	20	mesophyll.2.20
+1	305921074	305921575	mesophyll	2	20	mesophyll.2.20
+1	80082865	80083366	mesophyll	2	20	mesophyll.2.20
+1	57276847	57277348	mesophyll	2	20	mesophyll.2.20
+1	63929079	63929580	mesophyll	2	20	mesophyll.2.20
+1	211193432	211193933	mesophyll	2	20	mesophyll.2.20
+1	15316655	15317156	mesophyll	2	20	mesophyll.2.20
+1	203010183	203010684	mesophyll	2	20	mesophyll.2.20
+1	217253692	217254193	mesophyll	2	20	mesophyll.2.20
+1	302535259	302535760	mesophyll	2	20	mesophyll.2.20
+1	86149497	86149998	mesophyll	2	20	mesophyll.2.20
+1	1717170	1717671	mesophyll	2	20	mesophyll.2.20
+1	201968485	201968986	mesophyll	2	20	mesophyll.2.20
+1	237763597	237764098	mesophyll	2	20	mesophyll.2.20
+1	15062577	15063078	mesophyll	2	20	mesophyll.2.20
+1	97455595	97456096	mesophyll	2	20	mesophyll.2.20
+1	250180814	250181315	mesophyll	2	20	mesophyll.2.20
+1	208053132	208053633	mesophyll	2	20	mesophyll.2.20
+1	218257594	218258095	mesophyll	2	20	mesophyll.2.20
+1	83732981	83733482	mesophyll	2	20	mesophyll.2.20
+1	281342763	281343264	mesophyll	2	20	mesophyll.2.20
+1	67222073	67222574	mesophyll	2	20	mesophyll.2.20
+1	68250662	68251163	mesophyll	2	20	mesophyll.2.20
+1	90302471	90302972	mesophyll	2	20	mesophyll.2.20
+1	159024563	159025064	mesophyll	2	20	mesophyll.2.20
+1	263074285	263074786	mesophyll	2	20	mesophyll.2.20
+1	277887716	277888217	mesophyll	2	20	mesophyll.2.20
+1	102259020	102259521	mesophyll	2	20	mesophyll.2.20
+1	220640623	220641124	mesophyll	2	20	mesophyll.2.20
+1	221252702	221253203	mesophyll	2	20	mesophyll.2.20
+1	25632486	25632987	mesophyll	2	20	mesophyll.2.20
+1	46249988	46250489	mesophyll	2	20	mesophyll.2.20
+1	254397849	254398350	mesophyll	2	20	mesophyll.2.20
+1	5433895	5434396	mesophyll	2	20	mesophyll.2.20
+1	7079920	7080421	mesophyll	2	20	mesophyll.2.20
+1	65943889	65944390	mesophyll	2	20	mesophyll.2.20
+1	217384658	217385159	mesophyll	2	20	mesophyll.2.20
+1	165605107	165605608	mesophyll	2	20	mesophyll.2.20
+1	219224850	219225351	mesophyll	2	20	mesophyll.2.20
+1	230865031	230865532	mesophyll	2	20	mesophyll.2.20
+1	257402688	257403189	mesophyll	2	20	mesophyll.2.20
+1	96574987	96575488	mesophyll	2	20	mesophyll.2.20
+1	288033866	288034367	mesophyll	2	20	mesophyll.2.20
+1	40600366	40600867	mesophyll	2	20	mesophyll.2.20
+1	126276347	126276848	mesophyll	2	20	mesophyll.2.20
+1	208938953	208939454	mesophyll	2	20	mesophyll.2.20
+1	257829896	257830397	mesophyll	2	20	mesophyll.2.20
+1	227220091	227220592	mesophyll	2	20	mesophyll.2.20
+1	27793173	27793674	mesophyll	2	20	mesophyll.2.20
+1	170054846	170055347	mesophyll	2	20	mesophyll.2.20
+1	292612473	292612974	mesophyll	2	20	mesophyll.2.20
+1	302533625	302534126	mesophyll	2	20	mesophyll.2.20
+1	259066612	259067113	mesophyll	2	20	mesophyll.2.20
+1	66336118	66336619	mesophyll	2	20	mesophyll.2.20
+1	28049631	28050132	mesophyll	2	20	mesophyll.2.20
+1	228559706	228560207	mesophyll	2	20	mesophyll.2.20
+1	204414435	204414936	mesophyll	2	20	mesophyll.2.20
+1	94915283	94915784	mesophyll	2	20	mesophyll.2.20
+1	247168066	247168567	mesophyll	2	20	mesophyll.2.20
+1	72012250	72012751	mesophyll	2	20	mesophyll.2.20
+1	129227436	129227937	mesophyll	2	20	mesophyll.2.20
+1	104985791	104986292	mesophyll	2	20	mesophyll.2.20
+1	240891940	240892441	mesophyll	2	20	mesophyll.2.20
+1	238213337	238213838	mesophyll	2	20	mesophyll.2.20
+1	39495353	39495854	mesophyll	2	20	mesophyll.2.20
+1	213972817	213973318	mesophyll	2	20	mesophyll.2.20
+1	253634949	253635450	mesophyll	2	20	mesophyll.2.20
+1	60745764	60746265	mesophyll	2	20	mesophyll.2.20
+1	278687513	278688014	mesophyll	2	20	mesophyll.2.20
+1	275483858	275484359	mesophyll	2	20	mesophyll.2.20
+1	66649977	66650478	mesophyll	2	20	mesophyll.2.20
+1	302670869	302671370	mesophyll	2	20	mesophyll.2.20
+1	55697142	55697643	mesophyll	2	20	mesophyll.2.20
+1	184113185	184113686	mesophyll	2	20	mesophyll.2.20
+1	123813954	123814455	mesophyll	2	20	mesophyll.2.20
+1	293426285	293426786	mesophyll	2	20	mesophyll.2.20
+1	300819126	300819627	mesophyll	2	20	mesophyll.2.20
+1	264463118	264463619	mesophyll	2	20	mesophyll.2.20
+1	219080758	219081259	mesophyll	2	20	mesophyll.2.20
+1	238458541	238459042	mesophyll	2	20	mesophyll.2.20
+1	202981634	202982135	mesophyll	2	20	mesophyll.2.20
+1	289240102	289240603	mesophyll	2	20	mesophyll.2.20
+1	109048668	109049169	mesophyll	2	20	mesophyll.2.20
+1	202987228	202987729	mesophyll	2	20	mesophyll.2.20
+1	19887716	19888217	mesophyll	2	20	mesophyll.2.20
+1	173937655	173938156	mesophyll	2	20	mesophyll.2.20
+1	233720538	233721039	mesophyll	2	20	mesophyll.2.20
+1	156677467	156677968	mesophyll	2	20	mesophyll.2.20
+1	124515178	124515679	mesophyll	2	20	mesophyll.2.20
+1	84035715	84036216	mesophyll	2	20	mesophyll.2.20
+1	185105585	185106086	mesophyll	2	20	mesophyll.2.20
+1	244452332	244452833	mesophyll	2	20	mesophyll.2.20
+1	257901351	257901852	mesophyll	2	20	mesophyll.2.20
+1	143228831	143229332	mesophyll	2	20	mesophyll.2.20
+1	197547015	197547516	mesophyll	2	20	mesophyll.2.20
+1	115502110	115502611	mesophyll	2	20	mesophyll.2.20
+1	195509945	195510446	mesophyll	2	20	mesophyll.2.20
+1	223034333	223034834	mesophyll	2	20	mesophyll.2.20
diff --git a/tests/inputs/zma_v4/de_files/maize_leaf_celltypes_degs_table.txt b/tests/inputs/zma_v4/de_files/maize_leaf_celltypes_degs_table.txt
new file mode 100644
index 0000000..b096e28
--- /dev/null
+++ b/tests/inputs/zma_v4/de_files/maize_leaf_celltypes_degs_table.txt
@@ -0,0 +1,4138 @@
+Gene ID	Gene description	P value	Avg_log2(FC)	pct.1	pct.2	Adjusted P value	Cluster
+Zm00001d000021	 glucose 6-phosphate/phosphate translocator1	0.0	1.422	0.295	0.046	0.0	Guard cell
+Zm00001d000045	FRIGIDA interacting protein 2	0.0	0.3	0.302	0.02	0.0	Bundle sheath
+Zm00001d000060	NAD(P)-linked oxidoreductase superfamily protein	0.0	2.077	0.98	0.17	0.0	Mesophyll
+Zm00001d000071	Protein NRT1/ PTR FAMILY 8.3	0.0,0.0,0.0	-0.903,1.663,1.141	0.008,0.287,0.217	0.118,0.011,0.027	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d000072	Protein NRT1/ PTR FAMILY 8.3	0.0	0.405	0.11	0.038	0.0	Mesophyll
+Zm00001d000099		0.0	0.89	0.1	0.01	0.0	Subsidiary
+Zm00001d000112	NAC domain-containing protein 2	0.0	-0.74	0.233	0.319	0.0	Pavement cells
+Zm00001d000116	Aldehyde dehydrogenase  	0.0,0.0	0.3,-0.503	0.183,0.075	0.143,0.182	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d000126	OSJNBb0118P14.9 protein; Os04g0403901 protein	0.0	1.01	0.194	0.053	0.0	Mesophyll
+Zm00001d000164	Phosphoribulokinase chloroplastic	0.0,0.0	1.084,1.144	0.143,0.792	0.001,0.003	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d000183	 monosaccharide transporter4	0.0,0.0	-0.659,0.493	0.108,0.362	0.225,0.209	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d000197	DUF3511 domain protein	0.0	0.275	0.358	0.069	0.0	Bundle sheath
+Zm00001d000228		0.0,0.0	-0.364,0.875	0.156,0.286	0.225,0.161	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d000237	 cis-zeatin O-glucosyltransferase1	0.0	0.945	0.251	0.075	0.0	Pavement cells
+Zm00001d000270	DNA-directed RNA polymerase subunit beta	0.0,0.0,0.0,0.0	-0.557,-0.763,0.971,1.671	0.304,0.255,0.441,0.574	0.361,0.318,0.306,0.313	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d000277	ATP synthase subunit beta chloroplastic	0.0,0.0,0.0,0.0	-0.62,0.706,2.255,1.607	0.105,0.213,0.435,0.409	0.168,0.11,0.114,0.117	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d000299	Endosomal targeting BRO1-like domain-containing protein	0.0	0.53	0.321	0.0	0.0	Bundle sheath
+Zm00001d000302		0.0	0.33	0.231	0.143	0.0	Mesophyll
+Zm00001d000316	NADP-dependent malic enzyme%2C chloroplastic  	0.0,0.0	2.688,5.042	0.439,1.0	0.081,0.137	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d000329		0.0	-0.343	0.132	0.219	0.0	Subsidiary
+Zm00001d000339	Ethylene-responsive transcription factor 4%3B Putative AP2/EREBP transcription factor superfamily protein  	0.0	0.412	0.642	0.361	0.014	Bundle sheath
+Zm00001d000346	Protein kinase superfamily protein with octicosapeptide/Phox/Bem1p domain	0.0,0.0	-0.565,1.238	0.045,0.213	0.113,0.047	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d000357	Fatty-acid-binding protein 2	0.0,0.0	-0.362,0.768	0.056,0.172	0.1,0.057	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d000391	Probable protein phosphatase 2C 47	0.0,0.0,0.0	0.704,-0.765,-0.768	0.174,0.061,0.048	0.078,0.162,0.163	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d000396	Protein kinase superfamily protein	0.0	-0.437	0.047	0.122	0.0	Subsidiary
+Zm00001d000401		0.0	-0.27	0.087	0.143	0.0	Subsidiary
+Zm00001d000407	CBL-interacting serine/threonine-protein kinase 24	0.0,0.0	-0.387,0.882	0.161,0.286	0.219,0.164	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d000414	Disease resistance protein RPM1	0.0	1.176	0.114	0.009	0.0	Guard cell
+Zm00001d000417	Photosystem Q(B) protein  	0.0,0.0	0.474,1.225	0.1,0.954	0.018,0.453	0.0,0.0	Bundle sheath,Mesophyll
+Zm00001d000424	Phytolongin Phyl1.1	0.0,0.0	0.387,-0.622	0.317,0.104	0.214,0.227	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d000436	Mitochondrial import inner membrane translocase subunit Tim17/Tim22/Tim23 family protein	0.0,0.0	-0.253,0.478	0.092,0.135	0.129,0.096	0.0,0.001	Pavement cells,Subsidiary
+Zm00001d000709		0.0	0.716	0.642	0.178	0.0	Bundle sheath
+Zm00001d000838		0.0	1.908	1.0	0.999	0.0	Bundle sheath
+Zm00001d001276		0.0	0.46	0.717	0.426	0.003	Bundle sheath
+Zm00001d001694		0.0	0.277	0.264	0.056	0.0	Bundle sheath
+Zm00001d001788	K(+) efflux antiporter 2 chloroplastic	0.0,0.0	0.773,0.293	0.209,0.321	0.048,0.051	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d001806	DNA mismatch repair protein MutS type 2	0.0	0.532	0.161	0.058	0.0	Mesophyll
+Zm00001d001809		0.0	0.281	0.371	0.25	0.0	Mesophyll
+Zm00001d001847		0.0	0.337	0.123	0.052	0.0	Mesophyll
+Zm00001d001856	Anamorsin homolog	0.0	0.631	0.217	0.13	0.0	Subsidiary
+Zm00001d001857	light harvesting complex photosystem II subunit 6	0.0	0.726	0.149	0.038	0.0	Mesophyll
+Zm00001d001860	Haloacid dehalogenase-like hydrolase domain-containing protein 	0.0	0.512	0.66	0.16	0.0	Bundle sheath
+Zm00001d001862		0.0	0.451	0.962	0.73	0.0	Bundle sheath
+Zm00001d001879	Auxin response factor 3  	0.0,0.0	0.41,0.288	0.17,0.321	0.07,0.031	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d001883		0.0	-0.318	0.307	0.404	0.0	Subsidiary
+Zm00001d001907	Ethylene-responsive transcription factor 7	0.0	0.557	0.792	0.435	0.0	Bundle sheath
+Zm00001d001908	Alternative oxidase  	0.0,0.0	0.527,1.487	0.261,0.962	0.141,0.244	0.011,0.0	Bundle sheath,Bundle sheath
+Zm00001d001913	Ubiquitin-conjugating enzyme E2 11	0.0,0.0	0.593,0.652	0.248,1.0	0.12,0.999	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d001914		0.0	0.29	0.208	0.132	0.0	Mesophyll
+Zm00001d001915		0.0,0.0,0.0,0.0	-0.299,0.535,1.049,1.391	0.077,0.167,0.278,1.0	0.115,0.078,0.082,0.766	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d001960	Naringenin2-oxoglutarate 3-dioxygenase	0.0,0.0,0.0	-2.322,4.082,-1.246	0.055,0.891,0.044	0.275,0.056,0.101	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d001995	P-loop containing nucleoside triphosphate hydrolases superfamily protein	0.0	0.642	0.679	0.13	0.0	Bundle sheath
+Zm00001d001999	Galactose mutarotase-like superfamily protein	0.0	0.483	0.792	0.549	0.0	Bundle sheath
+Zm00001d002000	 lipoxygenase6	0.0,0.0,0.0	-1.908,3.122,1.275	0.013,0.297,0.857	0.115,0.013,0.094	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d002006	H(+)-ATPase 5	0.0,0.0,0.0,0.0,0.0	-0.553,0.374,2.45,2.444,0.615	0.095,0.151,0.439,0.5,0.849	0.153,0.103,0.103,0.105,0.441	0.0,0.0,0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d002019	OSJNBb0022F16.11 protein;  protein	0.0,0.0,0.0	0.42,-0.618,-0.65	0.134,0.044,0.027	0.072,0.128,0.129	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002020	OSJNBb0022F16.11 protein;  protein	0.0,0.0,0.0,0.0,0.0	0.298,0.616,-0.537,-0.927,-0.912	0.186,0.324,0.111,0.044,0.057	0.14,0.17,0.182,0.186,0.178	0.0,0.0,0.0,0.0,0.047	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d002035	Endonuclease 2	0.0	0.723	0.104	0.018	0.0	Pavement cells
+Zm00001d002038	 anti-sigma factor antagonist domain of sulfate transporter91	0.0,0.0	1.923,2.156	0.23,0.925	0.004,0.006	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d002052	Probable isoaspartyl peptidase/L-asparaginase 2	0.0,0.0,0.0,0.0	0.461,-0.788,1.263,0.316	0.238,0.097,0.335,0.283	0.142,0.15,0.145,0.022	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d002064	Glycosyltransferase  	0.0	1.232	0.141	0.005	0.0	Subsidiary
+Zm00001d002065	 maize insect resistance3	0.0,0.0,0.0	0.32,0.477,-0.617	0.566,0.557,0.301	0.442,0.44,0.458	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002085	Glycerol kinase	0.0	0.712	0.156	0.044	0.0	Pavement cells
+Zm00001d002087	EamA-like transporter family	0.0	0.962	0.161	0.05	0.0	Subsidiary
+Zm00001d002089	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0,0.0,0.0	-0.913,1.699,0.915	0.012,0.324,0.191	0.132,0.014,0.033	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d002111		0.0	0.281	0.566	0.27	0.013	Bundle sheath
+Zm00001d002129	Protein kinase superfamily protein	0.0,0.0,0.0,0.0	-1.172,2.128,1.084,1.048	0.027,0.442,0.296,0.227	0.182,0.029,0.054,0.056	0.0,0.0,0.0,0.041	Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d002130		0.0	1.42	0.984	0.396	0.0	Mesophyll
+Zm00001d002135	FGGY family of carbohydrate kinase	0.0,0.0	0.375,-0.287	0.21,0.131	0.158,0.205	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d002137	 precursor elicitor peptide1	0.0	1.562	0.201	0.003	0.0	Subsidiary
+Zm00001d002141	UBP1-associated protein 2A	0.0	1.012	0.642	0.151	0.0	Mesophyll
+Zm00001d002143	Transcription factor TGA4	0.0	1.713	0.161	0.005	0.0	Bundle sheath
+Zm00001d002149	Probable galacturonosyltransferase 10	0.0,0.0	-0.407,0.63	0.058,0.128	0.115,0.065	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d002155	LSM7-like  	0.0	0.471	0.943	0.631	0.0	Bundle sheath
+Zm00001d002163	Diacylglycerol kinase 5	0.0	0.423	0.302	0.077	0.0	Bundle sheath
+Zm00001d002168	Receptor-like serine/threonine-protein kinase SD1-8	0.0,0.0,0.0	0.495,-0.669,-0.541	0.124,0.027,0.033	0.056,0.117,0.116	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002174	Cysteine-rich receptor-like protein kinase 6	0.0,0.0,0.0	0.346,-0.725,-0.812	0.126,0.023,0.009	0.072,0.123,0.117	0.0,0.0,0.012	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d002181	G-type lectin S-receptor-like serine/threonine-protein kinase B120	0.0,0.0,0.0,0.0	0.629,-0.664,-0.717,-0.936	0.164,0.066,0.039,0.035	0.075,0.153,0.155,0.148	0.0,0.0,0.0,0.036	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d002234	Homeodomain leucine zipper family IV protein  	0.0,0.0,0.0	0.447,-1.24,-1.498	0.295,0.065,0.03	0.185,0.289,0.276	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d002250	Probable cinnamyl alcohol dehydrogenase 1	0.0,0.0,0.0	0.521,-0.948,-0.432	0.174,0.054,0.089	0.104,0.168,0.165	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002256	Starch synthase 3 chloroplastic/amyloplastic	0.0,0.0,0.0	1.169,1.959,0.655	0.196,0.295,0.717	0.02,0.022,0.063	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d002258	Aminomethyltransferase  	0.0,0.0	1.427,2.373	0.291,1.0	0.065,0.43	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d002261	Peroxisomal (S)-2-hydroxy-acid oxidase GLO1	0.0	1.491	0.227	0.01	0.0	Guard cell
+Zm00001d002266	Lysine-specific histone demethylase 1  	0.0,0.0	-0.365,1.01	0.165,0.297	0.211,0.165	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d002272		0.0	0.263	0.293	0.204	0.0	Mesophyll
+Zm00001d002275	ABC transporter C family member 2	0.0,0.0,0.0,0.0	-0.377,0.962,-0.321,0.562	0.146,0.334,0.096,0.278	0.206,0.145,0.162,0.157	0.0,0.0,0.0,0.023	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d002292	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0,0.0	0.864,-0.546,-0.503	0.612,0.266,0.222	0.338,0.357,0.36	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002302	Auxin responsive protein	0.0	-0.526	0.036	0.105	0.0	Mesophyll
+Zm00001d002312	Leucine-rich repeat transmembrane protein kinase	0.0,0.0,0.0	0.521,-0.553,-0.869	0.195,0.101,0.061	0.096,0.18,0.185	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d002313		0.0	0.269	0.22	0.172	0.036	Mesophyll
+Zm00001d002315	OSJNBa0008M17.14 protein;  protein	0.0	0.259	0.321	0.083	0.0	Bundle sheath
+Zm00001d002317	 accumulation of photosystem one1	0.0	-0.65	0.066	0.15	0.0	Mesophyll
+Zm00001d002325		0.0	1.014	0.451	0.398	0.0	Mesophyll
+Zm00001d002326	 adenosylmethionine aminotransferase1	0.0,0.0,0.0,0.0	0.282,0.319,-0.742,0.519	0.303,0.397,0.153,0.849	0.273,0.292,0.307,0.448	0.009,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d002332	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0	0.263,-0.49	0.253,0.185	0.202,0.247	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d002333	Potassium transporter 10	0.0,0.0,0.0,0.0,0.0	0.983,-1.181,-1.093,-0.512,-0.843	0.191,0.046,0.043,0.079,0.039	0.056,0.171,0.174,0.171,0.166	0.0,0.0,0.0,0.0,0.019	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d002334	AICARFT/IMPCHase bienzyme family protein	0.0,0.0	-0.359,0.293	0.078,0.358	0.122,0.078	0.006,0.0	Mesophyll,Bundle sheath
+Zm00001d002351	 terpene synthase1	0.0,0.0	-1.405,2.465	0.114,0.452	0.245,0.117	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d002357	Protein kinase superfamily protein	0.0	1.434	0.227	0.027	0.0	Guard cell
+Zm00001d002364	Ethylene-responsive transcription factor 4	0.0	0.524	0.906	0.705	0.001	Bundle sheath
+Zm00001d002372	evolutionarily conserved C-terminal region 10	0.0	2.645	0.273	0.011	0.0	Guard cell
+Zm00001d002377		0.0	0.312	0.101	0.06	0.0	Pavement cells
+Zm00001d002402	Plant intracellular Ras-group-related LRR protein 7	0.0,0.0,0.0	-0.623,-1.041,1.811	0.084,0.03,0.695	0.187,0.182,0.075	0.0,0.0,0.0	Mesophyll,Bundle sheath,Mesophyll
+Zm00001d002405		0.0	0.525	0.604	0.237	0.0	Bundle sheath
+Zm00001d002410	Probable xyloglucan endotransglucosylase/hydrolase protein 21	0.0	1.634	0.931	0.528	0.0	Mesophyll
+Zm00001d002415	OSJNBa0041A02.21 protein;  protein	0.0	0.873	0.148	0.039	0.0	Bundle sheath
+Zm00001d002416	RING/U-box superfamily protein	0.0,0.0,0.0	-0.373,0.788,0.608	0.24,0.438,0.426	0.319,0.242,0.253	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d002418		0.0	-0.349	0.104	0.202	0.0	Subsidiary
+Zm00001d002423	Maltose excess protein 1-like  	0.0	0.258	0.321	0.033	0.0	Bundle sheath
+Zm00001d002426	Thylakoid lumenal 29 kDa protein chloroplastic	0.0,0.0	1.857,2.463	0.234,0.998	0.016,0.34	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d002446	WAK53a-OsWAK receptor-like protein kinase  	0.0,0.0	0.314,-0.439	0.163,0.116	0.128,0.159	0.0,0.028	Pavement cells,Mesophyll
+Zm00001d002447	Wall-associated receptor kinase 2	0.0,0.0	-1.518,2.692	0.003,0.414	0.143,0.004	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d002489	PLATZ transcription factor family protein	0.0,0.0	-0.637,1.441	0.168,0.425	0.267,0.171	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d002490	Plastid-specific 30S ribosomal protein 2  	0.0	1.268	0.967	0.321	0.0	Mesophyll
+Zm00001d002503	ABC transporter C family member 9	0.0,0.0,0.0,0.0	-0.733,1.034,2.875,0.501	0.054,0.209,0.496,0.509	0.117,0.056,0.062,0.045	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d002511		0.0	0.279	0.175	0.108	0.0	Mesophyll
+Zm00001d002514	Probable purine permease 11	0.0,0.0,0.0,0.0,0.0	1.275,-0.548,-1.589,-1.271,-1.464	0.332,0.223,0.053,0.072,0.052	0.103,0.292,0.305,0.303,0.291	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d002532	Glutamate receptor 3.3	0.0	-0.48	0.034	0.106	0.0	Subsidiary
+Zm00001d002540	 calcium dependent protein kinase5	0.0	0.372	0.156	0.091	0.0	Mesophyll
+Zm00001d002542	Probable protein phosphatase 2C 68	0.0	1.635	0.273	0.007	0.0	Guard cell
+Zm00001d002549		0.0,0.0,0.0	0.537,-0.657,-0.692	0.368,0.266,0.21	0.282,0.356,0.362	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d002592	 1-aminocyclopropane-1-carboxylate synthase2	0.0,0.0,0.0	0.487,-0.783,-0.691	0.11,0.019,0.026	0.053,0.105,0.104	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002601	histone H1-3	0.0	3.302	0.5	0.064	0.0	Guard cell
+Zm00001d002603	Guard cell S-type anion channel SLAC1	0.0,0.0	0.362,3.382	0.263,0.75	0.168,0.172	0.0,0.0	Pavement cells,Guard cell
+Zm00001d002611	Copper chaperone for superoxide dismutase  	0.0	0.461	0.792	0.421	0.0	Bundle sheath
+Zm00001d002640		0.0	-0.497	0.147	0.269	0.0	Subsidiary
+Zm00001d002650	 argonaute1c	0.0	0.562	0.115	0.022	0.0	Mesophyll
+Zm00001d002654	 naked endosperm1	0.0	1.019	0.155	0.002	0.0	Mesophyll
+Zm00001d002658	Transducin/WD40 repeat-like superfamily protein	0.0	0.892	0.143	0.038	0.0	Subsidiary
+Zm00001d002680	OSJNBa0084K11.8 protein	0.0,0.0,0.0	-0.631,1.214,0.357	0.019,0.24,0.117	0.108,0.021,0.035	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d002690	 plasma membrane intrinsic protein1	0.0	1.003	0.995	0.943	0.0	Mesophyll
+Zm00001d002708	Probable copper-transporting ATPase HMA5	0.0	0.331	0.264	0.003	0.0	Bundle sheath
+Zm00001d002711		0.0	0.259	0.112	0.059	0.0	Mesophyll
+Zm00001d002715		0.0	-0.304	0.091	0.154	0.0	Subsidiary
+Zm00001d002735	40S ribosomal protein S7-2	0.0	0.976	0.205	0.047	0.027	Guard cell
+Zm00001d002759	Nudix hydrolase 8	0.0,0.0	-0.855,1.742	0.114,0.315	0.18,0.113	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d002781	 RNA recognition water-stress protein1	0.0	0.428	0.62	0.465	0.0	Mesophyll
+Zm00001d002797		0.0	-0.303	0.071	0.132	0.0	Subsidiary
+Zm00001d002799	Homeobox-leucine zipper protein ATHB-12	0.0,0.0,0.0,0.0	0.986,-1.546,-0.636,-1.701	0.293,0.073,0.147,0.074	0.139,0.277,0.271,0.265	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d002811	GATA zinc finger family protein  	0.0,0.0,0.0	-0.337,0.272,0.557	0.08,0.138,0.145	0.125,0.085,0.084	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002815	NAD(P)H-quinone oxidoreductase subunit M chloroplastic	0.0,0.0,0.0	0.603,1.436,1.728	0.105,0.248,0.981	0.011,0.015,0.942	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d002822	Elongation factor G chloroplastic	0.0,0.0	1.036,0.452	0.191,0.122	0.03,0.04	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d002824	Vacuolar processing enzyme%2C beta-isozyme  	0.0,0.0	0.563,0.903	0.105,0.17	0.041,0.044	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d002830	Beta-fructofuranosidase 1  	0.0,0.0,0.0	0.424,-0.837,-0.349	0.133,0.023,0.071	0.074,0.128,0.125	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002834	Peroxisomal biogenesis factor 11 family protein  	0.0	0.318	0.302	0.016	0.0	Bundle sheath
+Zm00001d002836	downstream target of AGL15 2	0.0,0.0,0.0	-1.71,2.77,1.799	0.045,0.543,0.386	0.256,0.055,0.085	0.0,0.0,0.0	Pavement cells,Subsidiary,Guard cell
+Zm00001d002842	Remorin family protein	0.0	-0.395	0.467	0.534	0.0	Mesophyll
+Zm00001d002847	(+)-neomenthol dehydrogenase	0.0,0.0,0.0	1.267,-1.963,-2.191	0.383,0.135,0.106	0.192,0.361,0.363	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002848	(+)-neomenthol dehydrogenase	0.0,0.0	0.397,1.569	0.116,0.227	0.05,0.054	0.0,0.006	Mesophyll,Guard cell
+Zm00001d002871	ABC transporter G family member 11	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	1.035,1.035,-2.537,-2.537,-0.626,-0.626,-2.461,-2.461	0.807,0.807,0.272,0.272,0.676,0.676,0.274,0.274	0.533,0.533,0.789,0.789,0.76,0.76,0.759,0.759	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Subsidiary,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d002896	 TUB-transcription factor 4	0.0,0.0	-0.256,0.777	0.067,0.235	0.109,0.074	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d002928	DUF740 family protein	0.0,0.0,0.0	0.91,-0.959,-1.032	0.188,0.045,0.027	0.063,0.172,0.173	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d002933		0.0	-0.351	0.065	0.124	0.0	Subsidiary
+Zm00001d002937	cytochrome P450 family 72 subfamily A polypeptide 8	0.0	-0.384	0.107	0.152	0.006	Mesophyll
+Zm00001d002942		0.0	0.259	0.143	0.113	0.001	Pavement cells
+Zm00001d002943	Probable methyltransferase PMT25	0.0,0.0	0.415,-0.337	0.234,0.094	0.13,0.138	0.0,0.011	Pavement cells,Mesophyll
+Zm00001d002951	Protein STAY-GREEN LIKE chloroplastic	0.0	1.04	0.713	0.057	0.0	Mesophyll
+Zm00001d002956	Endosomal targeting BRO1-like domain-containing protein	0.0	0.403	0.153	0.069	0.0	Mesophyll
+Zm00001d002965	Nicotinamidase 2	0.0	0.662	0.736	0.393	0.0	Bundle sheath
+Zm00001d002974	Probable metal-nicotianamine transporter YSL7	0.0,0.0,0.0,0.0	0.892,-0.92,-1.007,-1.123	0.157,0.042,0.029,0.026	0.052,0.144,0.145,0.138	0.0,0.0,0.0,0.022	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d002992	DUF3755 family protein	0.0,0.0	0.753,2.356	0.148,0.265	0.011,0.017	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d002996	AT1G07810 (E=9e-053) ECA1 ATECA1 ACA3 | ECA1 (ER-TYPE CA2+-ATPASE 1); calcium-transporting ATPase 	0.0	0.698	0.192	0.058	0.0	Mesophyll
+Zm00001d003006	Aquaporin PIP2-5  	0.0	0.935	0.114	0.007	0.0	Guard cell
+Zm00001d003015	 phenylalanine ammonia lyase6	0.0	1.746	0.329	0.026	0.0	Pavement cells
+Zm00001d003017	Adenosine kinase 2	0.0	0.382	0.148	0.059	0.001	Bundle sheath
+Zm00001d003019	Protein kinase superfamily protein	0.0,0.0,0.0,0.0	0.908,-0.843,-0.823,-1.266	0.165,0.06,0.067,0.03	0.073,0.154,0.153,0.149	0.0,0.0,0.0,0.015	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d003024	Enzyme of the cupin superfamily  	0.0	0.615	0.491	0.0	0.0	Bundle sheath
+Zm00001d003035	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0	3.012	0.409	0.003	0.0	Guard cell
+Zm00001d003044	Beta-glucosidase 47	0.0,0.0,0.0,0.0	2.087,-1.594,-2.403,-1.765	0.244,0.177,0.114,0.135	0.139,0.226,0.231,0.23	0.0,0.011,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d003048	Disease resistance gene analog PIC17  	0.0	1.791	0.923	0.151	0.0	Mesophyll
+Zm00001d003059	Probable low-specificity L-threonine aldolase 1	0.0,0.0	1.017,0.624	0.113,0.528	0.001,0.001	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d003064	R2R3MYB-domain protein  	0.0	1.279	0.201	0.038	0.0	Pavement cells
+Zm00001d003081		0.0	1.034	0.962	0.46	0.0	Bundle sheath
+Zm00001d003108		0.0	0.255	0.1	0.067	0.0	Pavement cells
+Zm00001d003112	Leucine-rich repeat family protein	0.0,0.0	0.366,-0.497	0.38,0.172	0.286,0.298	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d003114	calcium-binding EF hand family protein	0.0,0.0	0.272,0.627	0.116,0.178	0.066,0.068	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d003116	Major facilitator superfamily protein	0.0	0.46	0.105	0.044	0.0	Pavement cells
+Zm00001d003129	 hydroxycinnamoyltransferase5	0.0	0.39	0.528	0.166	0.0	Bundle sheath
+Zm00001d003157	S-adenosylmethionine decarboxylase proenzyme S-adenosylmethionine decarboxylase alpha chain S-adenosylmethionine decarboxylase beta chain 	0.0,0.0,0.0	0.475,-0.79,-0.612	0.491,0.395,0.315	0.411,0.48,0.487	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d003162	Zinc finger protein CONSTANS-LIKE 5	0.0,0.0,0.0	-0.476,1.118,0.455	0.044,0.252,0.157	0.117,0.044,0.057	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d003181	Cytochrome b561 and DOMON domain-containing protein 	0.0,0.0,0.0	0.587,-0.49,-0.768	0.13,0.053,0.025	0.056,0.12,0.122	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d003198		0.0	0.288	0.321	0.218	0.0	Mesophyll
+Zm00001d003212	Probable protein kinase 	0.0,0.0,0.0,0.0	0.321,-0.729,-0.981,1.166	0.357,0.118,0.117,0.905	0.267,0.284,0.275,0.245	0.0,0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d003220	ATP/GTP binding protein  	0.0	0.3	0.491	0.215	0.006	Bundle sheath
+Zm00001d003247	 malate synthase1	0.0	2.076	0.137	0.003	0.0	Mesophyll
+Zm00001d003252	 glucose-6-phosphate dehydrogenase1	0.0,0.0,0.0,0.0	-0.314,0.776,0.431,-0.41	0.09,0.229,0.185,0.043	0.141,0.093,0.094,0.104	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d003265	Topoisomerase-like protein  	0.0	0.632	0.148	0.055	0.0	Bundle sheath
+Zm00001d003267		0.0,0.0	-0.314,0.408	0.149,0.261	0.212,0.153	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d003271		0.0	0.261	0.124	0.083	0.0	Pavement cells
+Zm00001d003283	Cytochrome P450 71B10	0.0	1.29	0.418	0.057	0.002	Mesophyll
+Zm00001d003306	Bowman-Birk type bran trypsin inhibitor	0.0	0.646	0.415	0.008	0.0	Bundle sheath
+Zm00001d003309	Copper amine oxidase family protein	0.0	1.931	0.386	0.052	0.0	Guard cell
+Zm00001d003310		0.0	1.074	0.116	0.004	0.0	Subsidiary
+Zm00001d003312	3-ketoacyl-CoA thiolase 2 peroxisomal	0.0	0.259	0.415	0.131	0.0	Bundle sheath
+Zm00001d003334		0.0	0.339	0.143	0.083	0.0	Pavement cells
+Zm00001d003354	ABC transporter G family member 31	0.0	1.759	0.205	0.0	0.0	Guard cell
+Zm00001d003356	ATFP4  	0.0,0.0,0.0,0.0	0.589,-0.823,-1.182,1.32	0.141,0.068,0.026,0.736	0.085,0.133,0.137,0.377	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d003357	Copper transport protein family	0.0	0.98	0.755	0.109	0.0	Bundle sheath
+Zm00001d003358	Copper transport protein family	0.0,0.0,0.0,0.0,0.0	0.904,-0.925,-0.789,-0.812,0.541	0.114,0.022,0.023,0.027,0.604	0.028,0.101,0.102,0.102,0.152	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d003395	anthranilate synthase homolog1	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	-0.68,-0.68,-0.566,-0.566,0.77,0.77,0.947,0.947	0.087,0.087,0.054,0.054,0.18,0.18,0.218,0.218	0.158,0.158,0.103,0.103,0.095,0.095,0.093,0.093	0.0,0.0,0.001,0.001,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Pavement cells,Pavement cells,Mesophyll,Mesophyll,Subsidiary,Subsidiary
+Zm00001d003426	Protease Do-like 8 chloroplastic	0.0,0.0,0.0	-0.325,0.396,0.506	0.183,0.311,0.243	0.25,0.187,0.192	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d003428	Mog1/PsbP/DUF1795-like photosystem II reaction center PsbP family protein	0.0	0.562	0.698	0.228	0.0	Bundle sheath
+Zm00001d003429	Glyceraldehyde-3-phosphate dehydrogenase A%2C chloroplastic  	0.0,0.0,0.0,0.0	-1.957,2.993,2.456,0.755	0.036,0.586,0.435,0.981	0.24,0.038,0.072,1.0	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d003445		0.0,0.0,0.0	-0.362,0.266,0.532	0.156,0.241,0.215	0.223,0.165,0.165	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d003446	Gamma-glutamyltranspeptidase 1  	0.0	0.41	0.528	0.148	0.0	Bundle sheath
+Zm00001d003457	PLAT domain-containing protein 3	0.0,0.0,0.0,0.0	-0.629,-0.956,0.743,-1.139	0.156,0.089,0.323,0.078	0.215,0.221,0.205,0.214	0.001,0.0,0.0,0.005	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d003468	Sugar transport protein 5	0.0	1.321	0.182	0.033	0.001	Guard cell
+Zm00001d003470	Probable plastid-lipid-associated protein 2 chloroplastic	0.0,0.0	-0.254,0.479	0.107,0.211	0.15,0.109	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d003477	 cryptochrome2	0.0	0.633	0.104	0.015	0.0	Bundle sheath
+Zm00001d003495		0.0,0.0	0.651,-0.583	0.21,0.031	0.1,0.11	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d003504		0.0,0.0	-0.482,1.397	0.224,0.556	0.31,0.225	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d003512	Zeaxanthin epoxidase chloroplastic	0.0,0.0	0.775,0.386	0.126,0.104	0.018,0.024	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d003516		0.0	0.329	0.117	0.046	0.012	Bundle sheath
+Zm00001d003530	Serine carboxypeptidase-like 19	0.0,0.0,0.0,0.0,0.0	1.221,-0.538,-1.48,-1.232,-1.379	0.257,0.156,0.037,0.046,0.039	0.071,0.224,0.234,0.233,0.223	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d003533	Lipoxygenase  	0.0,0.0,0.0	0.375,-0.795,0.423	0.184,0.068,1.0	0.117,0.178,0.825	0.0,0.0,0.007	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d003559	Ferric reduction oxidase 7 chloroplastic	0.0,0.0	0.682,1.559	0.158,0.864	0.052,0.208	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d003572		0.0	0.254	0.247	0.168	0.0	Mesophyll
+Zm00001d003584	 12-oxo-phytodienoic acid reductase5	0.0,0.0,0.0,0.0,0.0	0.293,0.466,-0.8,-0.343,-1.278	0.48,0.652,0.342,0.351,0.239	0.418,0.459,0.477,0.476,0.47	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d003603	Protein NRT1/ PTR FAMILY 4.4	0.0	0.405	0.358	0.047	0.0	Bundle sheath
+Zm00001d003607		0.0	0.839	0.114	0.013	0.0	Guard cell
+Zm00001d003614	Serine/threonine-protein kinase-like protein CCR4	0.0	0.306	0.358	0.058	0.0	Bundle sheath
+Zm00001d003615	T-complex protein 11	0.0,0.0,0.0,0.0	-0.885,1.041,0.972,0.704	0.266,0.482,0.408,0.5	0.406,0.279,0.285,0.291	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d003618	Uncharacterised protein family UPF0090	0.0,0.0	-0.296,0.997	0.108,0.249	0.145,0.106	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d003621	U-box domain-containing protein 33	0.0,0.0,0.0	0.424,-0.52,-0.285	0.206,0.125,0.118	0.142,0.199,0.199	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d003626	NAC domain-containing protein 104	0.0	1.178	0.13	0.001	0.0	Subsidiary
+Zm00001d003632	 regulator of chromosome condensation2	0.0,0.0,0.0	0.6,-0.611,-0.775	0.249,0.153,0.096	0.159,0.237,0.241	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d003643		0.0	0.39	0.604	0.201	0.0	Bundle sheath
+Zm00001d003652		0.0	-0.306	0.075	0.147	0.0	Subsidiary
+Zm00001d003653	SLL1 protein	0.0	0.705	1.0	0.927	0.0	Bundle sheath
+Zm00001d003660	Acetyltransferase 	0.0	0.312	0.396	0.143	0.002	Bundle sheath
+Zm00001d003674	Nicotinate phosphoribosyltransferase 2	0.0	0.553	0.141	0.052	0.0	Mesophyll
+Zm00001d003676	Cellulose synthase-like protein B3	0.0,0.0	-1.175,2.222	0.011,0.316	0.115,0.011	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d003712	 abscisic acid stress ripening3	0.0,0.0,0.0,0.0,0.0	-0.52,-1.264,0.67,-2.037,1.313	0.659,0.561,0.917,0.461,0.909	0.781,0.79,0.765,0.778,0.774	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d003713		0.0	0.255	0.129	0.079	0.0	Mesophyll
+Zm00001d003742	Protein phosphatase type 2A regulator/ signal transducer  	0.0	-0.82	0.087	0.197	0.0	Pavement cells
+Zm00001d003767	Photosystem I subunit O	0.0,0.0,0.0,0.0	-1.105,2.067,1.417,0.547	0.048,0.364,0.257,1.0	0.157,0.047,0.067,0.999	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d003781	Alpha carbonic anhydrase 1 chloroplastic	0.0,0.0	2.9,1.552	0.435,0.868	0.004,0.004	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d003800	alpha/beta-Hydrolases superfamily protein	0.0,0.0	0.339,-0.936	0.246,0.066	0.19,0.247	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d003817	Starch branching enzyme IIa  	0.0,0.0,0.0	1.191,1.077,0.449	0.183,0.114,0.547	0.006,0.007,0.055	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d003822	DNA-binding protein S1FA  	0.0	0.944	0.136	0.022	0.007	Guard cell
+Zm00001d003833		0.0,0.0,0.0,0.0,0.0	0.507,0.261,-0.334,-1.448,-0.809	0.504,0.577,0.434,0.18,0.313	0.378,0.475,0.483,0.5,0.481	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d003846		0.0	0.352	0.104	0.033	0.0	Bundle sheath
+Zm00001d003850	Probable BOI-related E3 ubiquitin-protein ligase 2	0.0,0.0,0.0	0.394,-0.657,0.552	0.311,0.117,0.434	0.231,0.245,0.082	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d003852	Inhibitor of apoptosis-like protein  	0.0,0.0	0.619,1.324	0.109,0.679	0.025,0.12	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d003861	Potassium high-affinity transporter  	0.0,0.0,0.0	-0.358,0.838,3.055	0.08,0.187,0.545	0.107,0.077,0.084	0.0,0.0,0.0	Pavement cells,Mesophyll,Guard cell
+Zm00001d003866		0.0,0.0,0.0,0.0	-0.308,0.911,-1.939,1.886	0.443,0.634,0.139,0.955	0.483,0.438,0.454,0.208	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Mesophyll
+Zm00001d003879	Glycine--tRNA ligase mitochondrial 1	0.0	0.467	0.943	0.775	0.0	Bundle sheath
+Zm00001d003924	Glycerophosphodiester phosphodiesterase GDPD2	0.0	0.255	0.321	0.086	0.0	Bundle sheath
+Zm00001d003939		0.0,0.0	0.284,-0.358	0.274,0.116	0.193,0.202	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d003941	Probable metal-nicotianamine transporter YSL6	0.0,0.0,0.0,0.0	-0.289,0.52,0.761,-0.801	0.11,0.226,0.269,0.024	0.166,0.115,0.11,0.127	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d003950	Major facilitator superfamily protein	0.0	-0.458	0.1	0.198	0.0	Subsidiary
+Zm00001d003972		0.0,0.0	0.306,-0.365	0.216,0.074	0.135,0.145	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d003993	F-box protein 	0.0	1.097	0.135	0.013	0.0	Subsidiary
+Zm00001d004006	SNF1-related protein kinase regulatory subunit gamma-1	0.0,0.0,0.0,0.0	0.624,-0.53,-1.252,-0.962	0.45,0.353,0.172,0.265	0.305,0.426,0.439,0.423	0.0,0.0,0.0,0.001	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d004021	 violaxanthin de-epoxidase1	0.0	0.6	0.112	0.017	0.0	Mesophyll
+Zm00001d004023		0.0,0.0	0.281,-0.286	0.177,0.108	0.14,0.174	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d004055	Protein DETOXIFICATION 16	0.0,0.0	1.801,0.353	0.227,0.396	0.002,0.019	0.0,0.0	Guard cell,Bundle sheath
+Zm00001d004057	cytochrome oxidase 2	0.0,0.0	0.702,1.894	0.108,0.318	0.058,0.06	0.0,0.0	Subsidiary,Guard cell
+Zm00001d004058	mitochondrial ribosomal protein S4	0.0	0.893	0.126	0.048	0.0	Subsidiary
+Zm00001d004138	Heavy metal-associated isoprenylated plant protein 27	0.0	0.477	0.106	0.051	0.0	Mesophyll
+Zm00001d004159	SNARE-interacting protein KEULE	0.0	0.382	0.145	0.086	0.0	Mesophyll
+Zm00001d004196	FMN-linked oxidoreductases superfamily protein	0.0,0.0	0.63,0.398	0.117,0.1	0.023,0.029	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d004198	CASP-like protein 2A1	0.0,0.0,0.0	-1.276,0.958,-1.194	0.052,0.352,0.07	0.233,0.212,0.222	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d004215		0.0	0.341	0.23	0.144	0.0	Mesophyll
+Zm00001d004248	UDP-glycosyltransferase 85A7	0.0	0.263	0.283	0.012	0.0	Bundle sheath
+Zm00001d004279	18-cineole synthase 1 chloroplastic	0.0,0.0,0.0,0.0,0.0	0.323,-1.326,0.879,-1.85,-1.588	0.264,0.094,0.478,0.044,0.065	0.21,0.262,0.238,0.268,0.256	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d004335		0.0,0.0	0.315,-0.287	0.106,0.056	0.065,0.101	0.0,0.001	Pavement cells,Subsidiary
+Zm00001d004342	Natterin-4	0.0	1.781	0.761	0.094	0.0	Mesophyll
+Zm00001d004343		0.0	1.157	0.136	0.002	0.0	Mesophyll
+Zm00001d004348	Natterin-4	0.0	1.348	0.62	0.075	0.0	Mesophyll
+Zm00001d004354	CBS domain-containing protein CBSX1 chloroplastic	0.0,0.0	1.129,1.126	0.243,0.887	0.024,0.174	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d004400	GDT1-like protein 2 chloroplastic	0.0	0.339	0.717	0.384	0.002	Bundle sheath
+Zm00001d004413	Cysteine synthase  	0.0	1.288	0.218	0.013	0.0	Mesophyll
+Zm00001d004443	Probable cinnamyl alcohol dehydrogenase 9	0.0	0.39	0.302	0.046	0.0	Bundle sheath
+Zm00001d004452	OSIGBa0147B06.5 protein	0.0,0.0	2.04,1.423	0.341,0.849	0.008,0.057	0.0,0.0	Guard cell,Mesophyll
+Zm00001d004472	Polyketide cyclase/dehydrase and lipid transport superfamily protein	0.0,0.0,0.0	-0.823,1.419,0.795	0.064,0.302,0.217	0.167,0.068,0.083	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d004478	Fe-S cluster assembly factor HCF101 chloroplastic	0.0,0.0,0.0,0.0	-0.545,1.052,1.578,0.507	0.045,0.249,0.383,0.962	0.125,0.047,0.057,0.769	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d004513	Bifunctional 3-phosphoadenosine 5-phosphosulfate synthetase 2  	0.0,0.0	0.7,1.671	0.117,0.962	0.027,0.33	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d004517		0.0	0.282	0.121	0.067	0.0	Mesophyll
+Zm00001d004525	Protein REDUCED WALL ACETYLATION 3	0.0,0.0,0.0,0.0	0.326,0.254,-0.453,-0.603	0.132,0.186,0.065,0.04	0.087,0.121,0.128,0.129	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d004552	Phosphoglycerate mutase-like protein	0.0	0.361	0.849	0.681	0.028	Bundle sheath
+Zm00001d004559	Leucine-rich repeat protein kinase family protein	0.0,0.0,0.0,0.0	1.152,-1.573,-1.378,-1.294	0.43,0.123,0.119,0.157	0.192,0.403,0.402,0.386	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d004564	Aconitate hydratase 3 mitochondrial	0.0	0.273	0.396	0.136	0.001	Bundle sheath
+Zm00001d004586		0.0	0.444	0.1	0.027	0.0	Bundle sheath
+Zm00001d004651	Zinc finger CCCH domain-containing protein 33	0.0	0.442	0.178	0.087	0.0	Mesophyll
+Zm00001d004702	Signal peptide peptidase-like 3	0.0,0.0,0.0,0.0	-0.595,0.425,0.791,0.882	0.27,0.428,0.397,0.526	0.395,0.284,0.287,0.292	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d004706	Lipase-like PAD4	0.0,0.0,0.0	0.411,-0.513,0.697	0.202,0.054,0.243	0.115,0.124,0.118	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d004716	NAD kinase 2 chloroplastic	0.0	0.492	0.268	0.136	0.0	Mesophyll
+Zm00001d004731	Aldehyde dehydrogenase  	0.0,0.0,0.0	0.517,-0.577,-0.559	0.112,0.039,0.03	0.05,0.105,0.105	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d004804	Alkaline/neutral invertase CINV2	0.0	0.43	0.245	0.013	0.0	Bundle sheath
+Zm00001d004821	V-type proton ATPase 16 kDa proteolipid subunit  	0.0	0.367	1.0	0.937	0.002	Bundle sheath
+Zm00001d004837	Alba DNA/RNA-binding protein	0.0	-0.484	0.191	0.3	0.0	Subsidiary
+Zm00001d004843	 abscisic acid stress ripening2	0.0,0.0,0.0,0.0	-0.823,-1.056,1.238,-1.163	0.137,0.09,0.417,0.065	0.235,0.24,0.217,0.232	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d004861	RING/FYVE/PHD zinc finger superfamily protein	0.0,0.0	0.302,0.453	0.102,0.135	0.036,0.039	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d004877	Coatomer subunit beta'-3	0.0,0.0,0.0	0.355,-0.608,-0.318	0.166,0.088,0.102	0.12,0.162,0.161	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d004894	 ribulose bisphosphate carboxylase small subunit2	0.0,0.0	1.915,5.192	0.23,1.0	0.006,0.313	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d004917	RING-H2 finger protein ATL7	0.0	0.331	0.358	0.054	0.0	Bundle sheath
+Zm00001d004936	Ubiquitin-like protein 5	0.0,0.0,0.0,0.0	0.343,-0.566,1.441,1.417	0.319,0.122,0.565,1.0	0.23,0.244,0.233,0.998	0.0,0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d004997	Ubiquinol-cytochrome c reductase complex 8.0 kDa protein  	0.0	0.776	0.868	0.477	0.0	Bundle sheath
+Zm00001d005001	 transporter of mugineic acid3	0.0	0.679	0.104	0.011	0.0	Mesophyll
+Zm00001d005002	Probable peptide/nitrate transporter 	0.0	3.322	0.455	0.001	0.0	Guard cell
+Zm00001d005018	Protein DETOXIFICATION 21	0.0,0.0	0.447,-0.65	0.318,0.061	0.183,0.199	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d005019	Acyl-CoA synthetase long-chain family member 3  	0.0,0.0	-0.311,0.595	0.078,0.137	0.122,0.083	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d005029	Protein SCARECROW	0.0	0.59	0.182	0.072	0.0	Mesophyll
+Zm00001d005030	40S ribosomal protein S4-3	0.0	0.661	0.14	0.052	0.0	Mesophyll
+Zm00001d005051	Root phototropism protein 2	0.0,0.0,0.0	0.768,-0.783,-1.209	0.255,0.149,0.067	0.143,0.238,0.245	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d005099		0.0	0.273	0.104	0.029	0.0	Bundle sheath
+Zm00001d005137	Protein ENHANCED DOWNY MILDEW 2	0.0	-0.415	0.241	0.326	0.0	Mesophyll
+Zm00001d005144		0.0	-0.313	0.077	0.139	0.0	Subsidiary
+Zm00001d005158	CASP-like protein 3  	0.0	0.613	0.104	0.013	0.0	Mesophyll
+Zm00001d005164		0.0	-0.253	0.096	0.149	0.001	Subsidiary
+Zm00001d005174	UDP-glycosyltransferase 76C1	0.0,0.0,0.0,0.0	1.005,-0.866,-0.964,-0.901	0.156,0.041,0.026,0.028	0.031,0.137,0.14,0.139	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d005208	NAC domain-containing protein 2	0.0,0.0	1.215,0.557	0.2,0.962	0.032,0.883	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d005257	Sulfate transporter 4.1 chloroplastic	0.0,0.0	0.351,0.51	0.387,0.452	0.272,0.278	0.0,0.001	Mesophyll,Bundle sheath
+Zm00001d005306	Dynamin-related protein 1E	0.0,0.0	0.325,-0.451	0.292,0.159	0.233,0.289	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d005317	Amino acid binding protein  	0.0	0.747	0.207	0.108	0.0	Subsidiary
+Zm00001d005324	U-box domain-containing protein 33	0.0,0.0,0.0,0.0,0.0	-0.425,-0.513,-0.419,1.381,-1.604	0.4,0.356,0.36,0.655,0.13	0.444,0.412,0.412,0.392,0.412	0.0,0.001,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d005328	Calmodulin-binding heat-shock protein  	0.0	0.366	0.208	0.121	0.0	Mesophyll
+Zm00001d005344		0.0	0.281	0.154	0.082	0.0	Mesophyll
+Zm00001d005348		0.0	0.318	0.206	0.13	0.0	Mesophyll
+Zm00001d005359	ATP-dependent protease Clp ATPase subunit  	0.0,0.0	0.332,0.366	0.119,0.143	0.054,0.058	0.0,0.003	Mesophyll,Bundle sheath
+Zm00001d005361	Serine/threonine-protein kinase AFC2	0.0	0.416	0.225	0.183	0.02	Subsidiary
+Zm00001d005372	Calcineurin-like metallo-phosphoesterase superfamily protein	0.0,0.0,0.0,0.0	0.266,0.407,-0.395,-0.719	0.291,0.381,0.234,0.126	0.236,0.275,0.284,0.291	0.0,0.0,0.008,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d005391	Cysteine proteinases superfamily protein	0.0,0.0	0.406,-0.786	0.137,0.021	0.089,0.135	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d005392	Lecithin-cholesterol acyltransferase-like 1	0.0,0.0,0.0,0.0	0.595,-0.484,-1.463,-1.026	0.301,0.21,0.053,0.1	0.191,0.285,0.295,0.282	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d005421	Aquaporin PIP2-2  	0.0,0.0,0.0,0.0	-0.258,0.823,0.893,1.027	0.078,0.193,0.2,0.887	0.107,0.076,0.082,0.255	0.0,0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d005429	COP1-interacting protein-related	0.0	0.422	0.122	0.04	0.0	Mesophyll
+Zm00001d005431	Beta-glucosidase GBA2 type family protein	0.0,0.0	0.293,-0.598	0.27,0.16	0.204,0.264	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d005446	Photosystem I reaction center subunit IV A  	0.0,0.0,0.0	1.152,0.576,0.339	0.182,0.126,1.0	0.018,0.028,0.999	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d005450	PTI1-like tyrosine-protein kinase 3	0.0,0.0	-0.366,0.297	0.067,0.172	0.111,0.104	0.05,0.0	Pavement cells,Mesophyll
+Zm00001d005451	Cellulose synthase A catalytic subunit 5 [UDP-forming]	0.0,0.0,0.0	0.703,-1.033,-0.861	0.164,0.036,0.046	0.076,0.155,0.154	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d005482		0.0,0.0	0.326,-0.279	0.226,0.094	0.146,0.155	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d005489	D-isomer specific 2-hydroxyacid dehydrogenase family protein	0.0,0.0,0.0	0.253,-0.432,-0.262	0.13,0.078,0.069	0.1,0.127,0.128	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d005538	Transducin family protein / WD-40 repeat family protein	0.0,0.0	-0.38,0.587	0.147,0.289	0.223,0.152	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d005539	Ferrochelatase  	0.0	0.452	0.566	0.148	0.0	Bundle sheath
+Zm00001d005579	Lipid phosphate phosphatase 2	0.0	-0.428	0.184	0.253	0.0	Mesophyll
+Zm00001d005609	 protein phosphatase homolog7	0.0	0.299	0.566	0.258	0.015	Bundle sheath
+Zm00001d005627	Serine carboxypeptidase-like 19	0.0,0.0,0.0	-0.337,-0.448,1.154	0.136,0.092,0.289	0.169,0.146,0.132	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d005645	Uncharacterised conserved protein UCP009193	0.0	0.401	0.268	0.152	0.0	Mesophyll
+Zm00001d005647	Probable receptor-like protein kinase 	0.0	-0.398	0.054	0.126	0.0	Subsidiary
+Zm00001d005649	 voltage-dependent anion channel protein1a	0.0	0.666	0.679	0.183	0.0	Bundle sheath
+Zm00001d005654		0.0	0.449	0.358	0.09	0.0	Bundle sheath
+Zm00001d005657		0.0	0.585	0.585	0.121	0.0	Bundle sheath
+Zm00001d005658	 trehalose-6-phosphate phosphatase2	0.0,0.0	0.878,0.679	0.113,0.566	0.003,0.103	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d005684		0.0	0.352	0.211	0.129	0.0	Pavement cells
+Zm00001d005687	 trehalose-6-phosphate synthase5	0.0	-0.494	0.077	0.182	0.0	Subsidiary
+Zm00001d005695	Succinate dehydrogenase subunit 7A mitochondrial	0.0	0.737	0.943	0.816	0.0	Bundle sheath
+Zm00001d005726	Protein TIFY 6B	0.0	0.439	0.199	0.128	0.0	Mesophyll
+Zm00001d005743		0.0,0.0	0.444,-0.31	0.522,0.259	0.349,0.368	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d005762	alpha/beta-Hydrolases superfamily protein	0.0	0.369	0.206	0.11	0.0	Mesophyll
+Zm00001d005769	BTB/POZ domain-containing protein NPY1	0.0,0.0,0.0,0.0	-0.795,-0.958,1.98,-0.954	0.103,0.018,0.375,0.009	0.155,0.12,0.095,0.114	0.0,0.0,0.0,0.021	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d005783	Glutamate receptor 2.7	0.0	0.943	0.189	0.05	0.0	Mesophyll
+Zm00001d005785	Pentatricopeptide repeat-containing protein 	0.0,0.0,0.0	-0.479,0.961,0.583	0.089,0.291,0.257	0.175,0.092,0.104	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d005804	Auxin-repressed protein  	0.0,0.0	0.531,-1.021	0.289,0.114	0.206,0.284	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d005812	sterile alpha motif (SAM) domain-containing protein	0.0	0.564	0.943	0.557	0.0	Bundle sheath
+Zm00001d005813	Protein TIFY 10B	0.0,0.0	0.684,-0.674	0.252,0.069	0.152,0.165	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d005814	Photosystem I chlorophyll a/b-binding protein 6 chloroplastic	0.0,0.0	0.998,1.9	0.17,0.981	0.009,0.201	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d005818	Aldehyde dehydrogenase family 7 member B4	0.0,0.0,0.0,0.0,0.0,0.0	-0.631,1.021,0.922,-0.838,0.734,0.529	0.119,0.303,0.259,0.042,0.278,0.623	0.197,0.125,0.125,0.14,0.132,0.154	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d005826	Probable GTP diphosphokinase RSH2 chloroplastic	0.0	0.363	0.134	0.07	0.0	Pavement cells
+Zm00001d005848		0.0	0.358	0.232	0.138	0.0	Mesophyll
+Zm00001d005856	Nuclear pore complex protein NUP58	0.0	0.539	0.358	0.043	0.0	Bundle sheath
+Zm00001d005881		0.0	1.027	0.1	0.005	0.0	Mesophyll
+Zm00001d005892	Ethylene-responsive transcription factor ERF109	0.0	0.748	0.925	0.47	0.0	Bundle sheath
+Zm00001d005902	Sec23/Sec24 protein transport family protein	0.0	0.444	0.161	0.113	0.0	Subsidiary
+Zm00001d005920	 carbonic anhydrase4	0.0,0.0,0.0	0.374,-0.965,-0.822	0.463,0.29,0.317	0.376,0.457,0.448	0.0,0.0,0.016	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d005925	Glucose-6-phosphate isomerase 1 chloroplastic	0.0,0.0	0.368,0.611	0.227,0.66	0.125,0.087	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d005932	Aldose reductase  	0.0,0.0,0.0	0.84,-1.162,-0.828	0.188,0.031,0.059	0.078,0.177,0.175	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d005934	Purine permease 3	0.0,0.0,0.0,0.0	0.964,-1.198,-1.124,0.565	0.282,0.069,0.05,0.491	0.11,0.262,0.262,0.005	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d005944		0.0	0.608	0.623	0.111	0.0	Bundle sheath
+Zm00001d005969	Transcription factor BIM3	0.0,0.0,0.0,0.0	0.765,1.335,2.222,1.074	0.16,0.2,0.364,0.925	0.042,0.047,0.048,0.39	0.0,0.0,0.0,0.0	Pavement cells,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d005973	Serine carboxypeptidase-like 40	0.0	0.937	0.122	0.003	0.0	Mesophyll
+Zm00001d005996	Photosystem I reaction center subunit V  	0.0,0.0	0.763,1.509	0.117,1.0	0.019,0.973	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d005998	Caffeoyl-CoA O-methyltransferase 1	0.0	0.342	0.377	0.04	0.0	Bundle sheath
+Zm00001d006010		0.0	1.031	0.321	0.002	0.0	Bundle sheath
+Zm00001d006022	Transcription factor bHLH130	0.0	1.745	0.216	0.014	0.0	Subsidiary
+Zm00001d006034	DNA binding protein  	0.0,0.0,0.0	0.48,-0.466,-0.933	0.222,0.142,0.065	0.151,0.213,0.218	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d006041	Proton pump-interactor 1	0.0,0.0	-0.38,0.526	0.061,0.13	0.124,0.069	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d006046	 methyl binding domain111	0.0,0.0	0.256,0.529	0.24,0.291	0.157,0.161	0.0,0.002	Mesophyll,Bundle sheath
+Zm00001d006050	Cysteine proteinases superfamily protein	0.0	1.073	0.114	0.0	0.0	Guard cell
+Zm00001d006059	MTD1  	0.0,0.0	0.315,-0.575	0.204,0.108	0.163,0.201	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d006098	Cyclopropane fatty acid synthase  	0.0	0.771	0.129	0.046	0.0	Subsidiary
+Zm00001d006103	Double-stranded RNA-binding protein 3	0.0	-0.59	0.038	0.11	0.0	Mesophyll
+Zm00001d006131	BAG-associated GRAM protein 1	0.0	-0.537	0.081	0.156	0.0	Mesophyll
+Zm00001d006153	1-acylglycerol-3-phosphate O-acyltransferase	0.0	0.632	0.274	0.133	0.0	Bundle sheath
+Zm00001d006158		0.0,0.0	1.854,1.355	0.252,0.377	0.002,0.005	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d006167	P-loop containing nucleoside triphosphate hydrolases superfamily protein	0.0,0.0	0.6,0.341	0.165,0.415	0.048,0.132	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d006198	B-box zinc finger protein 19	0.0	0.371	0.208	0.115	0.0	Mesophyll
+Zm00001d006199	Cytochrome P450 71A26	0.0,0.0,0.0,0.0,0.0	-0.337,0.487,0.876,-0.782,1.027	0.141,0.246,0.309,0.044,0.891	0.192,0.145,0.139,0.158,0.509	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d006211	Protein STAY-GREEN 1 chloroplastic	0.0,0.0,0.0	-1.177,1.902,1.117	0.017,0.233,0.157	0.118,0.022,0.035	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d006212	Two-component response regulator-like APRR9	0.0	0.536	0.132	0.055	0.0	Pavement cells
+Zm00001d006236	 MYB31 transcription factor31	0.0	1.518	0.159	0.012	0.0	Guard cell
+Zm00001d006238	Calcium lipid binding protein-like  	0.0,0.0	-0.551,0.496	0.113,0.247	0.179,0.171	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d006242	3-dehydroquinate synthase chloroplastic	0.0	0.364	0.509	0.143	0.0	Bundle sheath
+Zm00001d006270	Enoyl-CoA hydratase 2 peroxisomal	0.0,0.0	0.533,-0.297	0.381,0.149	0.224,0.238	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d006293	NIN-like protein 1  	0.0	0.64	0.157	0.055	0.0	Mesophyll
+Zm00001d006310		0.0	0.276	0.134	0.076	0.0	Pavement cells
+Zm00001d006336		0.0	0.28	0.604	0.305	0.044	Bundle sheath
+Zm00001d006347	SNARE associated Golgi protein family	0.0	0.348	0.849	0.522	0.005	Bundle sheath
+Zm00001d006368	NEP1-interacting protein-like 1	0.0	0.376	0.247	0.148	0.0	Pavement cells
+Zm00001d006373		0.0	0.31	0.168	0.088	0.0	Mesophyll
+Zm00001d006377		0.0	0.324	0.179	0.098	0.0	Mesophyll
+Zm00001d006401	Cytochrome f	0.0	0.492	0.302	0.162	0.0	Mesophyll
+Zm00001d006402	Ribulose bisphosphate carboxylase large chain  	0.0,0.0,0.0,0.0	-0.449,0.614,1.02,2.08	0.237,0.417,0.457,1.0	0.33,0.243,0.253,0.473	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d006421		0.0	0.851	0.962	0.675	0.0	Bundle sheath
+Zm00001d006428	Protein CHROMATIN REMODELING 4	0.0	0.403	0.519	0.491	0.0	Subsidiary
+Zm00001d006439	 ATP synthase3	0.0	0.405	0.717	0.418	0.005	Bundle sheath
+Zm00001d006446	 salmon silk2	0.0,0.0,0.0	1.107,-1.292,-1.132	0.129,0.039,0.035	0.061,0.122,0.122	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d006493	Protein DETOXIFICATION 40	0.0	1.598	0.173	0.005	0.0	Pavement cells
+Zm00001d006511	Glucose-6-phosphate/phosphate translocator 2 chloroplastic	0.0,0.0	1.169,1.896	0.116,0.278	0.011,0.015	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d006520	 PDK regulatory protein1	0.0,0.0	0.636,2.953	0.141,0.999	0.039,0.245	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d006521		0.0,0.0,0.0	-0.593,0.575,-1.088	0.195,0.41,0.139	0.284,0.27,0.281	0.0,0.0,0.005	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d006534		0.0	-0.34	0.095	0.136	0.048	Mesophyll
+Zm00001d006535	Cysteine-rich receptor-like protein kinase 10	0.0,0.0,0.0	0.967,-0.909,-0.862	0.111,0.018,0.019	0.023,0.1,0.1	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d006539	Beta-amylase  	0.0	0.732	0.152	0.003	0.0	Bundle sheath
+Zm00001d006540	Oxygen-evolving enhancer protein 3-1  	0.0,0.0	1.425,2.07	0.235,0.999	0.03,0.981	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d006547	Histone H2A  	0.0	1.014	0.136	0.009	0.0	Guard cell
+Zm00001d006587	Chlorophyll a-b binding protein CP29.1 chloroplastic	0.0,0.0	1.615,1.082	0.195,0.998	0.014,0.943	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d006588	Protein THYLAKOID FORMATION 1 chloroplastic	0.0,0.0,0.0	-0.449,0.462,0.921	0.049,0.121,0.181	0.104,0.056,0.05	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d006593	Myosin-2	0.0,0.0	-0.311,0.583	0.1,0.161	0.142,0.104	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d006597	B3 domain-containing transcription factor VAL3	0.0	0.857	0.143	0.041	0.0	Subsidiary
+Zm00001d006606	bromodomain 4	0.0,0.0	-0.706,1.56	0.069,0.313	0.155,0.07	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d006626	Remorin family protein	0.0,0.0,0.0,0.0	0.803,-1.049,-0.792,-0.394	0.173,0.059,0.081,0.097	0.081,0.16,0.161,0.159	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d006628	Protein TIME FOR COFFEE	0.0	0.577	0.254	0.14	0.0	Pavement cells
+Zm00001d006651	Tubulin alpha-5 chain  	0.0	1.614	0.159	0.001	0.0	Guard cell
+Zm00001d006657	Homogentisate solanesyltransferase chloroplastic	0.0,0.0,0.0	-0.447,0.98,0.624	0.041,0.225,0.17	0.109,0.041,0.053	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d006663	 light harvesting complex A1	0.0,0.0,0.0	-1.338,2.296,1.713	0.031,0.337,0.243	0.142,0.031,0.05	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d006673	Major facilitator superfamily protein	0.0,0.0	0.989,0.591	0.186,0.152	0.025,0.035	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d006688	Putative polyol transporter 1	0.0	0.643	0.201	0.073	0.0	Mesophyll
+Zm00001d006701	GRAS transcription factor [Source:UniProtKB/TrEMBL;Acc:C0P6K9]	0.0	0.323	0.604	0.283	0.003	Bundle sheath
+Zm00001d006711	Rhodopsin [Source:UniProtKB/TrEMBL;Acc:B6SHT2]	0.0	0.575	0.256	0.178	0.0	Pavement cells
+Zm00001d006738	Cytoplasmic protein of eukaryotic origin (38.3 kD)	0.0	1.466	0.239	0.004	0.0	Mesophyll
+Zm00001d006756	WPP domain-containing protein 2	0.0	0.312	0.509	0.228	0.004	Bundle sheath
+Zm00001d006758	Formin-like protein 20	0.0	0.632	0.285	0.133	0.0	Mesophyll
+Zm00001d006759		0.0,0.0,0.0,0.0	0.754,-0.956,-0.774,-1.042	0.284,0.129,0.119,0.117	0.164,0.27,0.27,0.262	0.0,0.0,0.0,0.006	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d006760	Eukaryotic translation initiation factor 5A  	0.0,0.0	0.675,0.671	0.239,1.0	0.115,0.999	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d006780		0.0	0.345	0.239	0.182	0.0	Pavement cells
+Zm00001d006790	Mitogen-activated protein kinase 16	0.0,0.0,0.0	-0.281,1.117,0.902	0.217,0.396,0.868	0.257,0.223,0.576	0.0,0.0,0.0	Pavement cells,Bundle sheath,Bundle sheath
+Zm00001d006793	Cysteine-rich receptor-like protein kinase 10	0.0	0.594	0.138	0.044	0.0	Pavement cells
+Zm00001d006808	Expressed protein;  protein	0.0	0.265	0.302	0.049	0.0	Bundle sheath
+Zm00001d006823	Peptide transporter PTR2  	0.0,0.0,0.0,0.0,0.0	0.337,-0.771,-0.701,0.736,0.478	0.183,0.08,0.077,0.317,0.472	0.125,0.176,0.178,0.17,0.174	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d006833	Glyceraldehyde-3-phosphate dehydrogenase A	0.0	2.4	1.0	0.381	0.0	Bundle sheath
+Zm00001d006834		0.0	1.401	0.916	0.17	0.0	Mesophyll
+Zm00001d006853	Protein STRICTOSIDINE SYNTHASE-LIKE 6	0.0,0.0	-0.269,0.932	0.063,0.229	0.102,0.059	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d006860	Protein TIFY 10B	0.0,0.0,0.0	-0.333,0.714,0.581	0.056,0.174,0.943	0.101,0.057,0.841	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d006868	Peroxisomal (S)-2-hydroxy-acid oxidase GLO4	0.0,0.0,0.0	0.656,-0.512,0.898	0.238,0.038,0.317	0.118,0.132,0.124	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d006880	glyoxalase I homolog	0.0	0.499	0.102	0.047	0.0	Subsidiary
+Zm00001d006881		0.0	1.314	0.159	0.013	0.0	Guard cell
+Zm00001d006889		0.0	-0.295	0.09	0.158	0.0	Subsidiary
+Zm00001d006900	Phospho-2-dehydro-3-deoxyheptonate aldolase 2 chloroplastic	0.0	1.003	0.259	0.087	0.0	Pavement cells
+Zm00001d006906		0.0	0.346	0.179	0.09	0.0	Mesophyll
+Zm00001d006944	CBL-interacting serine/threonine-protein kinase 1  	0.0,0.0	0.342,-0.489	0.106,0.025	0.063,0.103	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d007027	Ubiquitin-protein ligase CIP8  	0.0	1.231	0.928	0.604	0.0	Mesophyll
+Zm00001d007034	Synaptotagmin-5	0.0	0.5	0.499	0.34	0.0	Mesophyll
+Zm00001d007059		0.0	0.415	0.962	0.925	0.002	Bundle sheath
+Zm00001d007072	Uncharacterised protein family (UPF0114)	0.0,0.0	0.692,1.508	0.197,0.983	0.06,0.358	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d007073	Serine carboxypeptidase-like 40	0.0	-0.408	0.062	0.101	0.005	Mesophyll
+Zm00001d007085	Haloacid dehalogenase-like hydrolase (HAD) superfamily protein	0.0	0.273	0.283	0.088	0.009	Bundle sheath
+Zm00001d007102	RNA-binding protein  	0.0,0.0,0.0	-0.286,-0.449,1.044	0.137,0.094,0.278	0.162,0.145,0.133	0.027,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d007113	Xylose isomerase  	0.0	0.824	0.215	0.085	0.0	Pavement cells
+Zm00001d007118	V-type proton ATPase subunit F  	0.0	0.473	0.981	0.891	0.0	Bundle sheath
+Zm00001d007167	CBL-interacting serine/threonine-protein kinase 15  	0.0,0.0,0.0,0.0	0.618,-1.039,-0.325,-1.098	0.165,0.032,0.102,0.013	0.088,0.159,0.154,0.152	0.0,0.0,0.003,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d007183	Mediator of RNA polymerase II transcription subunit 33A	0.0,0.0	-0.299,0.677	0.085,0.154	0.111,0.085	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d007213	D-alanine--D-alanine ligase family	0.0	0.54	0.135	0.046	0.0	Bundle sheath
+Zm00001d007227	DNA replication complex GINS protein PSF2	0.0,0.0,0.0	-0.433,-0.471,1.22	0.114,0.076,0.307	0.172,0.129,0.113	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d007229	Phosphoinositide phospholipase C 4	0.0,0.0,0.0	-0.31,-0.523,0.956	0.196,0.138,0.343	0.241,0.21,0.196	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d007234	 ascorbate peroxidase2	0.0,0.0	0.311,-0.491	0.393,0.175	0.284,0.297	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d007240	Two-component response regulator-like APRR3	0.0	1.549	0.113	0.005	0.0	Bundle sheath
+Zm00001d007241	Protein NETWORKED 2D	0.0	-0.601	0.123	0.216	0.0	Mesophyll
+Zm00001d007254	Leucine-rich repeat receptor-like serine/threonine-protein kinase BAM3	0.0	0.369	0.415	0.027	0.0	Bundle sheath
+Zm00001d007267	 light harvesting chlorophyll a/b binding protein5	0.0,0.0,0.0	-1.562,2.71,0.722	0.042,0.469,0.213	0.19,0.041,0.069	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d007288		0.0	-0.298	0.085	0.15	0.0	Subsidiary
+Zm00001d007307	Probable magnesium transporter NIPA4	0.0,0.0	-0.381,-0.338	0.122,0.095	0.173,0.175	0.001,0.0	Mesophyll,Subsidiary
+Zm00001d007319	Subtilisin-like serine endopeptidase family protein	0.0	2.122	0.287	0.002	0.0	Bundle sheath
+Zm00001d007339	Zinc finger protein 511  	0.0	0.271	0.377	0.098	0.0	Bundle sheath
+Zm00001d007345	11-beta-hydroxysteroid dehydrogenase-like 5	0.0,0.0,0.0	1.504,-1.517,-1.338	0.247,0.117,0.098	0.127,0.231,0.232	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d007366	Haloacid dehalogenase-like hydrolase domain-containing protein 	0.0	1.578	1.0	0.721	0.0	Bundle sheath
+Zm00001d007383	Probable alpha-mannosidase 	0.0,0.0,0.0	0.388,-0.743,-0.317	0.216,0.099,0.152	0.143,0.207,0.206	0.0,0.0,0.004	Pavement cells,Pavement cells,Mesophyll
+Zm00001d007394	Rubredoxin-like superfamily protein	0.0	1.17	0.159	0.02	0.0	Guard cell
+Zm00001d007397	Metal transporter Nramp6	0.0,0.0	-1.022,2.173	0.042,0.379	0.137,0.039	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d007403	Chalcone synthase WHP1  	0.0	1.437	0.208	0.044	0.0	Pavement cells
+Zm00001d007424	Long chain base biosynthesis protein 1	0.0,0.0	-0.287,0.69	0.136,0.274	0.193,0.138	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d007445	Adagio protein 3	0.0	-0.44	0.075	0.126	0.0	Subsidiary
+Zm00001d007446	14-3-3-like protein  	0.0,0.0	-0.343,0.794	0.2,0.304	0.272,0.207	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d007454	Maf-like protein CV_0124  	0.0	0.387	0.123	0.052	0.0	Mesophyll
+Zm00001d007522	ETO1-like protein 1	0.0	0.295	0.453	0.169	0.001	Bundle sheath
+Zm00001d007581	 harpin binding protein1	0.0	0.557	0.103	0.022	0.0	Mesophyll
+Zm00001d007597	 ABC family1	0.0,0.0	-0.28,0.799	0.163,0.348	0.211,0.16	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d007599	RING/FYVE/PHD zinc finger superfamily protein	0.0,0.0	0.63,0.614	0.125,0.135	0.031,0.037	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d007633		0.0	0.389	1.0	0.942	0.001	Bundle sheath
+Zm00001d007639	GTP-binding family protein	0.0	0.506	0.184	0.082	0.0	Mesophyll
+Zm00001d007687	Tropinone reductase homolog 	0.0,0.0,0.0,0.0	0.76,-0.736,-0.869,-1.085	0.317,0.196,0.12,0.143	0.185,0.298,0.303,0.293	0.0,0.0,0.0,0.003	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d007716	Galactolipid galactosyltransferase SFR2 chloroplastic	0.0	0.633	0.11	0.009	0.0	Mesophyll
+Zm00001d007753	Eukaryotic aspartyl protease family protein	0.0	1.335	0.489	0.151	0.008	Mesophyll
+Zm00001d007763		0.0	0.256	0.178	0.116	0.0	Mesophyll
+Zm00001d007783	P-loop containing nucleoside triphosphate hydrolases superfamily protein	0.0,0.0,0.0,0.0,0.0	-0.276,0.689,-0.337,0.616,0.46	0.195,0.343,0.122,0.352,0.755	0.242,0.194,0.21,0.203,0.423	0.0,0.0,0.0,0.001,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d007857	Oxygen-evolving enhancer protein 2-1 chloroplastic	0.0,0.0,0.0	-0.875,1.788,1.65	0.017,0.26,0.999	0.1,0.016,0.962	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d007858	Pyridoxal reductase chloroplastic	0.0,0.0	0.962,0.581	0.179,0.135	0.019,0.029	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d007865	CSC1-like protein ERD4	0.0,0.0,0.0	-0.302,0.872,-1.171	0.274,0.438,0.126	0.352,0.278,0.29	0.0,0.0,0.001	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d007897	Ubiquitin-conjugating enzyme E2 3	0.0,0.0,0.0	0.475,0.454,0.783	0.523,0.548,1.0	0.347,0.357,0.999	0.0,0.001,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d007901	Cylicin-1  	0.0	-0.852	0.116	0.18	0.0	Mesophyll
+Zm00001d007907	D-lactate dehydrogenase [cytochrome] mitochondrial	0.0	0.569	0.585	0.025	0.0	Bundle sheath
+Zm00001d007915		0.0	0.264	0.175	0.119	0.0	Mesophyll
+Zm00001d007921	Tic62 protein  	0.0	0.906	0.113	0.005	0.0	Mesophyll
+Zm00001d007930	Tobamovirus multiplication protein 1	0.0	0.433	0.736	0.519	0.028	Bundle sheath
+Zm00001d007932	Probable disease resistance protein 	0.0,0.0	-0.376,0.794	0.085,0.192	0.142,0.09	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d007937	 alanine amino transferase8	0.0	0.92	0.943	0.755	0.0	Bundle sheath
+Zm00001d007938		0.0	0.329	0.265	0.171	0.0	Mesophyll
+Zm00001d007945	Urease  	0.0,0.0	0.305,-0.381	0.228,0.081	0.151,0.162	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d007954		0.0	0.654	0.124	0.032	0.0	Mesophyll
+Zm00001d007956		0.0	0.781	0.121	0.001	0.0	Mesophyll
+Zm00001d007962	Myb-like DNA-binding domain%2C SHAQKYF class family protein  	0.0	0.797	0.135	0.015	0.0	Bundle sheath
+Zm00001d007966	 succinate dehydrogenase4	0.0	0.45	0.528	0.145	0.0	Bundle sheath
+Zm00001d008171		0.0	0.303	0.311	0.232	0.0	Pavement cells
+Zm00001d008176		0.0	-0.252	0.079	0.136	0.0	Subsidiary
+Zm00001d008189	Retrotransposon protein SINE subclass%3B Retrotransposon protein SINE subclass isoform 1%3B Retrotransposon protein SINE subclass isoform 2%3B Retrotransposon protein SINE subclass isoform 3  	0.0,0.0,0.0,0.0	-0.419,0.411,0.702,0.488	0.145,0.265,0.256,0.33	0.231,0.154,0.155,0.16	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d008200	Hydrophobic protein LTI6B  	0.0,0.0	-0.378,0.966	0.147,0.282	0.197,0.148	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d008211		0.0	0.578	0.83	0.431	0.0	Bundle sheath
+Zm00001d008222		0.0	0.702	0.249	0.119	0.0	Mesophyll
+Zm00001d008226	Sialin  	0.0,0.0	0.55,0.376	0.156,0.157	0.065,0.071	0.0,0.022	Mesophyll,Bundle sheath
+Zm00001d008230	Magnesium-protoporphyrin IX monomethyl ester [oxidative] cyclase chloroplastic	0.0,0.0,0.0	-1.133,2.082,0.721	0.017,0.324,0.152	0.131,0.019,0.038	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d008237	RING/U-box superfamily protein	0.0,0.0,0.0	0.462,-0.672,-0.38	0.127,0.037,0.052	0.064,0.121,0.119	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d008248	predicted protein	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	-0.692,-0.692,0.525,0.525,1.005,1.005,1.052,1.052	0.107,0.107,0.234,0.234,0.272,0.272,0.291,0.291	0.208,0.208,0.121,0.121,0.117,0.117,0.125,0.125	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Pavement cells,Pavement cells,Subsidiary,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d008268	 cystatin4	0.0	0.824	0.83	0.243	0.0	Bundle sheath
+Zm00001d008303	Electron transfer flavoprotein subunit alpha mitochondrial	0.0,0.0,0.0	-0.638,0.844,-1.053	0.26,0.487,0.204	0.357,0.341,0.352	0.0,0.0,0.001	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d008305	TRAM LAG1 and CLN8 (TLC) lipid-sensing domain containing protein	0.0,0.0,0.0,0.0,0.0	0.74,-0.443,-1.952,-1.764,1.921	0.445,0.359,0.131,0.13,0.818	0.288,0.418,0.435,0.417,0.414	0.0,0.006,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d008306	RING/U-box superfamily protein	0.0	0.378	0.222	0.119	0.0	Mesophyll
+Zm00001d008307		0.0,0.0	0.476,-0.449	0.149,0.075	0.091,0.143	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d008308	Putative NAC domain transcription factor superfamily protein  	0.0,0.0,0.0	0.406,-0.415,-0.333	0.38,0.312,0.275	0.315,0.372,0.374	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d008320	phosphoadenosine phosphosulfate (PAPS) reductase family protein	0.0	0.454	0.244	0.137	0.0	Mesophyll
+Zm00001d008323	Zinc finger CCCH domain-containing protein 58	0.0	0.363	0.182	0.103	0.0	Mesophyll
+Zm00001d008338		0.0	0.272	0.184	0.123	0.0	Pavement cells
+Zm00001d008340	alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0	0.516,0.653,-1.023	0.179,0.217,0.021	0.104,0.1,0.114	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d008357		0.0,0.0	0.28,-0.338	0.137,0.07	0.104,0.135	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d008363		0.0	0.332	0.196	0.094	0.019	Bundle sheath
+Zm00001d008374	Sugar transporter ERD6-like 3	0.0	0.952	0.141	0.063	0.0	Mesophyll
+Zm00001d008389	Sphingosine-1-phosphate lyase	0.0,0.0,0.0	0.411,-0.385,-0.501	0.33,0.277,0.187	0.262,0.32,0.326	0.0,0.039,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d008394	Thylakoid lumenal 17.9 kDa protein chloroplastic	0.0,0.0,0.0,0.0	-0.848,1.708,0.756,1.455	0.004,0.304,0.159,0.959	0.112,0.005,0.025,0.17	0.0,0.0,0.001,0.0	Pavement cells,Mesophyll,Guard cell,Mesophyll
+Zm00001d008399	Putative NAC domain transcription factor superfamily protein  	0.0,0.0,0.0,0.0,0.0	-0.507,1.239,0.54,-1.012,0.669	0.111,0.383,0.259,0.026,0.27	0.211,0.118,0.121,0.138,0.129	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d008428		0.0	0.278	0.167	0.103	0.0	Mesophyll
+Zm00001d008432	Probable acetyl-CoA acetyltransferase cytosolic 2	0.0	0.283	0.396	0.099	0.0	Bundle sheath
+Zm00001d008458	Cysteine-rich receptor-like protein kinase 37	0.0,0.0,0.0	-1.077,1.975,0.965	0.028,0.378,0.226	0.158,0.03,0.051	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d008462	Cysteine-rich receptor-like protein kinase 37	0.0	-0.618	0.229	0.384	0.0	Subsidiary
+Zm00001d008465	PR5-like receptor kinase	0.0,0.0	0.546,-0.319	0.17,0.077	0.117,0.124	0.0,0.004	Mesophyll,Subsidiary
+Zm00001d008467	Cysteine-rich receptor-like protein kinase 37	0.0,0.0,0.0,0.0,0.0	0.559,-0.334,-0.272,-0.801,-1.254	0.481,0.399,0.403,0.232,0.217	0.334,0.456,0.456,0.468,0.455	0.0,0.041,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d008468	PR5-like receptor kinase	0.0,0.0	0.41,-0.382	0.395,0.216	0.312,0.325	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d008488	Cysteine-rich receptor-like protein kinase 37	0.0,0.0,0.0	-0.569,0.525,-0.529	0.091,0.28,0.06	0.155,0.143,0.158	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d008495	Glycosyltransferase family 61 protein	0.0,0.0,0.0,0.0	0.341,0.305,-0.679,-0.501	0.111,0.169,0.025,0.033	0.067,0.099,0.108,0.107	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d008513	Core-2/I-branching beta-16-N-acetylglucosaminyltransferase family protein	0.0,0.0,0.0	0.446,-0.627,-0.29	0.123,0.049,0.056	0.069,0.117,0.116	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d008527		0.0,0.0	0.445,0.606	0.104,0.136	0.04,0.036	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d008529	Endonuclease 2	0.0,0.0,0.0,0.0,0.0,0.0	0.778,0.315,-2.257,-0.91,-1.81,1.93	0.844,0.754,0.167,0.457,0.227,0.992	0.633,0.635,0.676,0.645,0.644,0.509	0.0,0.0,0.0,0.0,0.002,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell,Mesophyll
+Zm00001d008546	Putative AP2/EREBP transcription factor superfamily protein isoform 1%3B Putative AP2/EREBP transcription factor superfamily protein isoform 2  	0.0,0.0	0.477,-0.448	0.129,0.052	0.072,0.122	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d008567	 glucose translocator1	0.0	-0.481	0.04	0.102	0.0	Mesophyll
+Zm00001d008581	LEAF RUST 10 DISEASE-RESISTANCE LOCUS RECEPTOR-LIKE PROTEIN KINASE-like 1.1	0.0	-0.451	0.084	0.132	0.0	Mesophyll
+Zm00001d008587	Class I glutamine amidotransferase-like superfamily protein	0.0	0.275	0.208	0.024	0.0	Bundle sheath
+Zm00001d008602	Duplicated homeodomain-like superfamily protein	0.0,0.0	0.945,0.571	0.165,0.642	0.031,0.182	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d008604	Protein NRT1/ PTR FAMILY 8.1	0.0,0.0	0.353,-0.85	0.164,0.047	0.12,0.163	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d008606		0.0	0.412	0.281	0.179	0.0	Mesophyll
+Zm00001d008619	 triose phosphate isomerase3	0.0	1.841	1.0	0.481	0.0	Bundle sheath
+Zm00001d008620	Metallothionein-like protein 2A	0.0	1.992	0.209	0.006	0.0	Bundle sheath
+Zm00001d008623	Very-long-chain (3R)-3-hydroxyacyl-CoA dehydratase PASTICCINO 2	0.0	-0.776	0.023	0.121	0.0	Mesophyll
+Zm00001d008625	Inner membrane protein ALBINO3 chloroplastic	0.0,0.0	0.892,0.721	0.17,0.161	0.026,0.035	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d008628	Gamma-glutamyltranspeptidase 3	0.0,0.0,0.0	0.396,-0.325,-0.465	0.218,0.095,0.061	0.13,0.138,0.14	0.0,0.027,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d008645	Lectin-like protein  	0.0	2.018	0.135	0.003	0.0	Bundle sheath
+Zm00001d008646	Protein PHLOEM PROTEIN 2-LIKE A2	0.0	0.531	0.174	0.088	0.0	Pavement cells
+Zm00001d008681	Ultraviolet-B-repressible protein  	0.0	1.005	0.997	0.981	0.0	Mesophyll
+Zm00001d008706	Photosystem I reaction center subunit XI chloroplastic	0.0,0.0,0.0,0.0	-1.037,1.943,1.306,0.361	0.032,0.374,0.278,0.962	0.157,0.033,0.053,0.993	0.0,0.0,0.0,0.017	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d008726	DUF4050 family protein	0.0,0.0,0.0	-0.261,0.625,0.739	0.064,0.163,0.196	0.101,0.065,0.07	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d008727	 phospholipase D2	0.0,0.0	0.914,-1.182	0.428,0.122	0.271,0.283	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d008733	ABC transporter C family member 3	0.0,0.0	1.587,1.763	0.2,0.887	0.003,0.097	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d008752	Calcium-dependent lipid-binding (CaLB domain) family protein	0.0	0.707	0.244	0.147	0.0	Subsidiary
+Zm00001d008759		0.0,0.0	-0.262,0.35	0.065,0.133	0.102,0.068	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d008789		0.0	0.544	0.189	0.133	0.0	Subsidiary
+Zm00001d008793	Probable WRKY transcription factor 50	0.0	0.679	0.124	0.051	0.0	Pavement cells
+Zm00001d008795		0.0	0.77	0.83	0.717	0.021	Bundle sheath
+Zm00001d008820	2-oxoglutarate (2OG) and Fe(II)-dependent oxygenase superfamily protein	0.0,0.0	0.538,0.453	0.166,0.157	0.062,0.068	0.0,0.006	Mesophyll,Bundle sheath
+Zm00001d008826	 gigantea1	0.0	-0.428	0.449	0.588	0.0	Subsidiary
+Zm00001d008911	sodium/calcium exchanger family protein / calcium-binding EF hand family protein	0.0,0.0,0.0	0.575,-0.965,-0.575	0.243,0.15,0.172	0.2,0.239,0.239	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d008923		0.0,0.0	-0.255,0.812	0.117,0.245	0.152,0.118	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d008925	GDSL esterase/lipase 	0.0,0.0,0.0,0.0	1.049,-1.565,-1.794,-1.786	0.628,0.305,0.179,0.257	0.363,0.597,0.605,0.581	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d008944		0.0	0.28	0.528	0.246	0.016	Bundle sheath
+Zm00001d008957	Indole-3-acetic acid-amido synthetase GH3.6	0.0,0.0,0.0,0.0	1.37,-1.821,-1.578,-1.941	0.444,0.109,0.126,0.1	0.186,0.415,0.413,0.397	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d008974	Mitochondrial arginine transporter BAC2	0.0,0.0	0.952,0.385	0.174,0.472	0.007,0.201	0.0,0.006	Bundle sheath,Bundle sheath
+Zm00001d008984		0.0,0.0	0.285,-0.265	0.17,0.106	0.131,0.166	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d008993	DUF4378 domain protein	0.0,0.0,0.0	-0.695,1.582,1.209	0.082,0.336,0.962	0.169,0.083,0.394	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d009022	NmrA-like negative transcriptional regulator family protein	0.0	2.225	0.962	0.132	0.0	Mesophyll
+Zm00001d009028	Triose phosphate/phosphate translocator%2C chloroplastic  	0.0,0.0	1.372,1.007	0.196,0.204	0.013,0.024	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d009029	Putative leucine-rich repeat receptor-like protein kinase family protein  	0.0	0.629	0.104	0.031	0.0	Bundle sheath
+Zm00001d009084	S-adenosyl-L-methionine-dependent methyltransferases superfamily protein	0.0,0.0,0.0	0.702,-0.545,0.403	0.218,0.063,0.239	0.119,0.128,0.123	0.0,0.0,0.012	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d009090	Transcription factor MYB12	0.0,0.0,0.0	0.34,0.303,0.453	0.146,0.127,0.17	0.07,0.069,0.072	0.0,0.0,0.001	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d009127	ATP-citrate synthase beta chain protein 2	0.0,0.0	-1.651,3.25	0.055,0.526	0.174,0.055	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d009146	S-adenosylmethionine synthase  	0.0,0.0	0.518,-0.844	0.221,0.031	0.122,0.133	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d009171	Mitochondrial substrate carrier family protein	0.0,0.0	0.679,0.654	0.111,0.113	0.04,0.044	0.0,0.016	Mesophyll,Bundle sheath
+Zm00001d009243	ABC transporter C family member 4	0.0,0.0,0.0	0.324,0.613,-0.809	0.327,0.377,0.091	0.228,0.222,0.242	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d009315	NAD(P)-binding Rossmann-fold superfamily protein	0.0	-0.381	0.046	0.101	0.0	Subsidiary
+Zm00001d009317	Tetratricopeptide repeat protein 5	0.0	0.579	0.265	0.13	0.0	Bundle sheath
+Zm00001d009330	Protein LNK2	0.0,0.0,0.0	-0.366,0.623,0.532	0.244,0.428,0.391	0.326,0.247,0.258	0.0,0.0,0.049	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d009354	3-ketoacyl-CoA synthase  	0.0,0.0	-0.775,0.55	0.016,0.149	0.115,0.106	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d009364		0.0	0.314	0.172	0.104	0.0	Mesophyll
+Zm00001d009365	 sugars will eventually be exported transporter2	0.0,0.0	0.638,0.288	0.1,0.377	0.019,0.093	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d009418	alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0	-0.382,-0.5,0.852	0.089,0.054,0.241	0.141,0.101,0.089	0.0,0.003,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d009439		0.0	0.286	0.118	0.066	0.0	Pavement cells
+Zm00001d009481		0.0,0.0,0.0,0.0,0.0	0.79,-0.759,-0.721,-0.812,0.433	0.321,0.191,0.174,0.134,0.604	0.174,0.298,0.302,0.304,0.211	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d009487	DUF4228 domain protein	0.0	0.43	0.604	0.289	0.001	Bundle sheath
+Zm00001d009497	CDP-diacylglycerol--serine O-phosphatidyltransferase 1	0.0,0.0	0.893,0.808	0.136,0.122	0.023,0.024	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d009503	2-oxoglutarate (2OG) and Fe(II)-dependent oxygenase superfamily protein	0.0	0.27	0.321	0.021	0.0	Bundle sheath
+Zm00001d009555	Hydroxyproline-rich glycoprotein family protein	0.0,0.0,0.0	-0.857,0.635,-0.474	0.108,0.337,0.121	0.203,0.188,0.203	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d009580	Urease accessory protein G	0.0	0.408	0.415	0.092	0.0	Bundle sheath
+Zm00001d009589	Chlorophyll a-b binding protein M9%2C chloroplastic  	0.0	1.471	0.985	0.774	0.0	Mesophyll
+Zm00001d009600	Retrovirus-related Pol polyprotein LINE-1	0.0,0.0,0.0,0.0	0.541,-0.69,-0.926,-0.703	0.497,0.309,0.234,0.296	0.353,0.481,0.485,0.471	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d009603	Solute carrier family 2%2C facilitated glucose transporter member 8  	0.0,0.0,0.0	0.48,-0.764,-0.625	0.184,0.066,0.061	0.101,0.175,0.175	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d009606		0.0,0.0	0.266,-0.279	0.108,0.046	0.066,0.104	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d009613		0.0	0.264	0.139	0.065	0.0	Mesophyll
+Zm00001d009638	Ketol-acid reductoisomerase chloroplastic	0.0	0.714	0.887	0.537	0.0	Bundle sheath
+Zm00001d009667	Polygalacturonase QRT2	0.0	2.207	0.205	0.0	0.0	Guard cell
+Zm00001d009676	serine/threonine protein kinase 3	0.0	0.396	0.161	0.073	0.027	Bundle sheath
+Zm00001d009702	P-loop containing nucleoside triphosphate hydrolases superfamily protein	0.0	0.424	0.149	0.077	0.0	Pavement cells
+Zm00001d009714	Jasmonic acid-amido synthetase JAR1	0.0,0.0,0.0	0.636,-0.975,-0.859	0.218,0.104,0.086	0.138,0.21,0.211	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d009715	Putative HLH DNA-binding domain superfamily protein  	0.0	5.094	0.841	0.003	0.0	Guard cell
+Zm00001d009726	alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0,0.0	0.672,1.431,1.903,0.608	0.125,0.3,0.273,0.679	0.021,0.026,0.028,0.156	0.0,0.0,0.0,0.0	Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d009745	DNA damage-binding protein 1a	0.0,0.0,0.0	-0.293,0.634,0.955	0.101,0.235,0.291	0.152,0.102,0.109	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d009771	Calcium permeable stress-gated cation channel 1	0.0,0.0,0.0,0.0	-0.54,-0.358,1.324,2.345	0.146,0.112,0.348,0.636	0.204,0.16,0.144,0.156	0.0,0.003,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Guard cell
+Zm00001d009795		0.0,0.0	0.272,0.251	0.102,0.141	0.059,0.091	0.0,0.001	Pavement cells,Pavement cells
+Zm00001d009797	Lactoylglutathione lyase / glyoxalase I family protein	0.0	0.382	0.226	0.004	0.0	Bundle sheath
+Zm00001d009814	Putative leucine-rich repeat receptor-like protein kinase family protein  	0.0,0.0,0.0,0.0,0.0	1.286,-1.611,-0.96,-1.025,-1.74	0.236,0.083,0.121,0.102,0.07	0.102,0.217,0.217,0.218,0.212	0.0,0.0,0.0,0.0,0.002	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d009858	Trans-cinnamate 4-monooxygenase	0.0,0.0,0.0	-0.318,1.446,-0.863	0.223,0.544,0.121	0.254,0.212,0.236	0.002,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d009877	Protein plastid transcriptionally active 16 chloroplastic	0.0	1.275	0.996	0.887	0.0	Mesophyll
+Zm00001d009883	40S ribosomal protein S4-3	0.0	0.474	0.35	0.229	0.0	Mesophyll
+Zm00001d009907	alpha/beta-Hydrolases superfamily protein	0.0,0.0	2.356,0.805	0.478,0.66	0.023,0.009	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d009908	UDP-glucuronic acid decarboxylase 4	0.0,0.0,0.0	1.178,-0.788,-0.838	0.542,0.123,0.125	0.226,0.25,0.25	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d009927	oxidoreductase 2OG-Fe(II) oxygenase family protein	0.0,0.0,0.0	-1.015,0.857,1.673	0.064,0.25,0.523	0.187,0.174,0.179	0.0,0.0,0.0	Mesophyll,Subsidiary,Guard cell
+Zm00001d009928	Mog1/PsbP/DUF1795-like photosystem II reaction center PsbP family protein	0.0	0.745	0.13	0.017	0.0	Mesophyll
+Zm00001d009929	Beta-propeller domain of methanol dehydrogenase type%3B Beta-propeller domains of methanol dehydrogenase type  	0.0,0.0	0.761,1.607	0.1,0.999	0.005,0.906	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d009938	alpha/beta-Hydrolases superfamily protein	0.0	-0.373	0.061	0.137	0.0	Subsidiary
+Zm00001d009940	Putative AGC protein kinase family protein  	0.0	0.836	0.136	0.02	0.001	Guard cell
+Zm00001d009983	Binding protein	0.0,0.0,0.0	-0.628,1.042,0.579	0.12,0.368,0.261	0.232,0.125,0.14	0.0,0.0,0.007	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d009990	Superoxide dismutase 	0.0	0.622	0.623	0.071	0.0	Bundle sheath
+Zm00001d010050	Cytosolic endo-beta-N-acetylglucosaminidase 1	0.0	0.675	0.15	0.07	0.0	Subsidiary
+Zm00001d010054		0.0,0.0	0.328,0.275	0.223,0.218	0.148,0.147	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d010061		0.0,0.0	1.067,0.455	0.148,0.566	0.025,0.268	0.0,0.001	Bundle sheath,Bundle sheath
+Zm00001d010079	HXXXD-type acyl-transferase family protein	0.0	0.505	0.509	0.136	0.0	Bundle sheath
+Zm00001d010112	O-fucosyltransferase family protein	0.0	1.255	0.114	0.002	0.0	Guard cell
+Zm00001d010115	Probable anion transporter 3 chloroplastic	0.0	1.112	0.197	0.04	0.0	Pavement cells
+Zm00001d010128	 acidic ribosomal protein P2b (rpp2b)	0.0,0.0	1.561,0.783	0.273,1.0	0.063,0.999	0.0,0.0	Guard cell,Bundle sheath
+Zm00001d010137	Glucan endo-13-beta-glucosidase 14	0.0,0.0,0.0,0.0	0.313,0.281,-0.401,-0.685	0.105,0.159,0.05,0.017	0.068,0.095,0.101,0.103	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d010159		0.0	0.488	0.377	0.079	0.0	Bundle sheath
+Zm00001d010171	Soluble inorganic pyrophosphatase 1	0.0,0.0,0.0,0.0,0.0	0.661,-0.7,-1.172,-0.895,0.586	0.401,0.3,0.193,0.222,0.906	0.282,0.382,0.392,0.38,0.637	0.0,0.0,0.0,0.012,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d010172	Fructose-16-bisphosphatase cytosolic	0.0,0.0,0.0	-1.25,-1.12,2.407	0.238,0.152,0.724	0.385,0.275,0.235	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d010190	 glutamate-oxaloacetate transaminase5	0.0,0.0	0.743,0.293	0.133,0.34	0.034,0.038	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d010201	Transcription repressor MYB6	0.0,0.0	1.192,0.97	0.113,0.83	0.015,0.376	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d010210	Potassium channel2  	0.0,0.0	0.79,0.316	0.198,0.245	0.056,0.003	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d010227	Putative NAC domain transcription factor superfamily protein isoform 1%3B Putative NAC domain transcription factor superfamily protein isoform 2  	0.0,0.0	-0.386,0.308	0.241,0.585	0.382,0.248	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d010235	zinc ion binding;DNA binding	0.0	-0.449	0.152	0.199	0.004	Mesophyll
+Zm00001d010236		0.0	0.523	1.0	0.944	0.0	Bundle sheath
+Zm00001d010314		0.0	0.826	0.128	0.008	0.0	Mesophyll
+Zm00001d010321	 pyruvate orthophosphate dikinase2	0.0	1.585	0.849	0.092	0.0	Bundle sheath
+Zm00001d010399	Putative WRKY DNA-binding domain superfamily protein isoform 1%3B Putative WRKY DNA-binding domain superfamily protein isoform 2  	0.0	-0.369	0.221	0.334	0.0	Subsidiary
+Zm00001d010410	 tonoplast intrinsic protein4	0.0	0.885	0.109	0.018	0.0	Mesophyll
+Zm00001d010411	Auxin-responsive protein IAA27	0.0,0.0	1.091,1.319	0.158,0.85	0.023,0.151	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d010426	CER5  	0.0,0.0,0.0	0.658,-1.811,-1.603	0.396,0.078,0.096	0.241,0.387,0.369	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d010428		0.0	0.425	0.104	0.045	0.0	Pavement cells
+Zm00001d010478	Peroxisomal adenine nucleotide carrier 1	0.0,0.0,0.0	0.561,0.416,-0.398	0.271,0.227,0.083	0.147,0.147,0.157	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d010491	Succinate dehydrogenase subunit 4 mitochondrial	0.0	0.451	0.679	0.298	0.0	Bundle sheath
+Zm00001d010499	Sec14p-like phosphatidylinositol transfer family protein	0.0,0.0,0.0,0.0	1.079,-1.647,-1.183,-1.564	0.276,0.054,0.087,0.052	0.113,0.259,0.256,0.247	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d010523	Sucrose-phosphatase 1  	0.0,0.0,0.0	0.45,0.595,0.364	0.154,0.217,1.0	0.065,0.069,0.911	0.0,0.0,0.001	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d010534	ubiquitin carrier protein 7	0.0	0.874	0.962	0.62	0.0	Bundle sheath
+Zm00001d010535	Riboflavin biosynthesis protein ribAB  	0.0,0.0	1.379,1.288	0.226,0.868	0.005,0.172	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d010536	Protein tyrosine phosphatase-like protein PTPLB  	0.0,0.0	0.364,0.531	0.105,0.148	0.043,0.046	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d010576		0.0	0.252	0.162	0.104	0.0	Pavement cells
+Zm00001d010606	Protein RETICULATA-RELATED 6 chloroplastic	0.0,0.0,0.0	-0.788,0.862,-0.48	0.022,0.268,0.05	0.12,0.105,0.12	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d010632		0.0	0.552	0.167	0.078	0.0	Pavement cells
+Zm00001d010662	SNF1-related protein kinase regulatory subunit beta-1	0.0	0.532	0.133	0.081	0.0	Mesophyll
+Zm00001d010675	Metacaspase-6	0.0	0.57	0.585	0.157	0.0	Bundle sheath
+Zm00001d010700	G-type lectin S-receptor-like serine/threonine-protein kinase B120	0.0	0.431	0.117	0.046	0.0	Pavement cells
+Zm00001d010715		0.0	0.574	0.1	0.009	0.0	Mesophyll
+Zm00001d010723	TRAM LAG1 and CLN8 (TLC) lipid-sensing domain containing protein	0.0	0.493	0.189	0.099	0.0	Pavement cells
+Zm00001d010725		0.0	0.27	0.132	0.084	0.0	Mesophyll
+Zm00001d010755	 trehalose-6-phosphate synthase1	0.0	2.269	0.104	0.001	0.0	Bundle sheath
+Zm00001d010798	oxidative stress 3	0.0,0.0	0.784,0.935	0.12,0.849	0.043,0.686	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d010799		0.0	0.277	0.203	0.14	0.0	Mesophyll
+Zm00001d010821	 starch synthase4	0.0,0.0,0.0	1.169,2.725,0.439	0.209,0.364,0.472	0.012,0.014,0.063	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d010855		0.0	0.251	0.296	0.228	0.0	Mesophyll
+Zm00001d010867	Bifunctional protein FolD 2	0.0	0.374	0.698	0.368	0.001	Bundle sheath
+Zm00001d010871	Thioredoxin F2 chloroplastic	0.0,0.0,0.0	1.106,1.034,0.843	0.199,0.183,0.981	0.012,0.023,0.92	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d010872		0.0	0.706	0.679	0.173	0.0	Bundle sheath
+Zm00001d010899	Os05g0140333 protein	0.0,0.0	-1.163,2.275	0.018,0.33	0.118,0.017	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d010902		0.0	0.719	0.623	0.277	0.0	Bundle sheath
+Zm00001d010908	Peroxisomal nicotinamide adenine dinucleotide carrier	0.0	0.687	0.248	0.085	0.0	Bundle sheath
+Zm00001d010918	Plant IF-like protein  	0.0	1.91	0.318	0.007	0.0	Guard cell
+Zm00001d010920	S-adenosylmethionine synthase  	0.0	0.745	0.755	0.142	0.0	Bundle sheath
+Zm00001d010950	Glutamate--cysteine ligase chloroplastic	0.0,0.0,0.0,0.0,0.0	0.39,0.251,-1.0,-0.307,0.489	0.275,0.341,0.128,0.175,0.604	0.202,0.257,0.271,0.267,0.279	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d010956		0.0	0.536	0.925	0.753	0.009	Bundle sheath
+Zm00001d010970	Isovaleryl-CoA dehydrogenase mitochondrial	0.0,0.0,0.0	0.532,-0.758,0.297	0.248,0.034,0.377	0.145,0.158,0.036	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d010988		0.0,0.0,0.0	0.48,-0.754,-1.314	0.288,0.184,0.085	0.186,0.273,0.282	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d010995	Thylakoid membrane protein TERC chloroplastic	0.0,0.0	0.276,-0.446	0.164,0.105	0.121,0.16	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d011006	ABC transporter G family member 6	0.0	0.333	0.358	0.001	0.0	Bundle sheath
+Zm00001d011049		0.0	0.432	0.566	0.271	0.0	Bundle sheath
+Zm00001d011066	Protein kinase APK1A chloroplastic	0.0,0.0	0.569,2.262	0.177,0.477	0.117,0.12	0.0,0.0	Subsidiary,Guard cell
+Zm00001d011067		0.0,0.0,0.0,0.0,0.0	-0.395,0.574,0.77,-0.561,0.28	0.089,0.186,0.233,0.038,0.213	0.153,0.097,0.092,0.106,0.1	0.0,0.0,0.0,0.0,0.003	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d011073	AT5g02160	0.0	2.23	0.999	0.66	0.0	Mesophyll
+Zm00001d011075	Leukotriene A-4 hydrolase homolog	0.0,0.0,0.0	0.549,-0.513,-0.346	0.274,0.192,0.184	0.193,0.264,0.264	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d011079	Subtilisin-chymotrypsin inhibitor-2A	0.0	0.306	0.132	0.022	0.003	Bundle sheath
+Zm00001d011080	Protease inhibitor%3B Proteinase inhibitor  	0.0,0.0	0.37,-1.3	0.222,0.051	0.169,0.223	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d011081		0.0,0.0,0.0	0.341,-0.329,-0.35	0.137,0.088,0.067	0.091,0.131,0.133	0.0,0.013,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d011093		0.0,0.0,0.0	0.383,0.366,0.537	0.112,0.122,0.981	0.045,0.049,0.936	0.0,0.023,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d011100		0.0	0.316	0.509	0.233	0.005	Bundle sheath
+Zm00001d011119	Peroxisomal membrane protein PEX14	0.0	0.485	0.792	0.427	0.0	Bundle sheath
+Zm00001d011131	Protein phosphatase 2C 16	0.0,0.0	0.419,0.473	0.107,0.113	0.041,0.044	0.0,0.021	Mesophyll,Bundle sheath
+Zm00001d011132		0.0	0.347	0.134	0.07	0.0	Pavement cells
+Zm00001d011147	Ascorbate transporter chloroplastic	0.0	0.405	0.717	0.283	0.0	Bundle sheath
+Zm00001d011152	40S ribosomal protein S4-3	0.0,0.0,0.0	-0.265,0.753,-0.306	0.236,0.408,0.17	0.286,0.234,0.25	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d011154	 glutathione transferase27	0.0,0.0	0.546,2.348	0.135,0.994	0.041,0.208	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d011162		0.0	-0.265	0.196	0.286	0.0	Subsidiary
+Zm00001d011168		0.0	0.398	0.297	0.186	0.0	Mesophyll
+Zm00001d011183	 thiamine biosynthesis1	0.0	0.596	0.13	0.031	0.0	Bundle sheath
+Zm00001d011197	Myosin family protein with Dil domain	0.0,0.0,0.0	0.758,-1.643,-0.433	0.447,0.101,0.28	0.265,0.435,0.421	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d011210	 lycopene epsilon cyclase1	0.0	0.722	0.113	0.002	0.0	Mesophyll
+Zm00001d011231	DUF630 family protein	0.0	0.462	0.126	0.05	0.0	Pavement cells
+Zm00001d011252		0.0	0.264	0.143	0.089	0.0	Pavement cells
+Zm00001d011256	OHP2  	0.0	2.187	0.998	0.34	0.0	Mesophyll
+Zm00001d011278	Mitochondrial ATP synthase subunit G protein	0.0	0.695	0.925	0.498	0.0	Bundle sheath
+Zm00001d011285	photosystem II light harvesting complex gene B1B2	0.0	1.199	0.997	0.906	0.0	Mesophyll
+Zm00001d011297	Putative MYB DNA-binding domain superfamily protein  	0.0	0.892	0.135	0.022	0.0	Bundle sheath
+Zm00001d011330	Cytochrome c oxidase subunit 5b-2 mitochondrial	0.0	0.539	0.698	0.372	0.0	Bundle sheath
+Zm00001d011347	Autophagy 7%3B Autophagy-related 7  	0.0,0.0	0.676,-0.293	0.213,0.057	0.101,0.109	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d011363	Putative oxidoreductase%2C aldo/keto reductase family protein  	0.0,0.0,0.0	0.272,-0.362,0.55	0.127,0.059,0.83	0.095,0.125,0.38	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d011366		0.0	0.36	0.102	0.038	0.0	Mesophyll
+Zm00001d011373	Extra-large G-protein-like;  protein	0.0	0.272	0.302	0.046	0.0	Bundle sheath
+Zm00001d011396	GTPase activating protein%3B Putative calcium-dependent lipid-binding (CaLB domain) family protein  	0.0,0.0,0.0,0.0	0.579,-0.517,-0.554,1.316	0.124,0.068,0.048,0.973	0.063,0.114,0.117,0.962	0.0,0.021,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Mesophyll
+Zm00001d011418	cytochrome P450 family 72 subfamily A polypeptide 8	0.0	-0.694	0.096	0.264	0.0	Subsidiary
+Zm00001d011436		0.0,0.0	-0.488,1.144	0.072,0.292	0.144,0.071	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d011445	Peptide deformylase 1B chloroplastic/mitochondrial	0.0	0.487	0.187	0.084	0.002	Bundle sheath
+Zm00001d011446	NAD(P)-binding Rossmann-fold superfamily protein	0.0	0.928	0.102	0.002	0.0	Mesophyll
+Zm00001d011454	 carbonic anhydrase6	0.0,0.0,0.0	0.313,-0.453,1.885	0.17,0.053,0.983	0.115,0.123,0.17	0.0,0.0,0.0	Mesophyll,Subsidiary,Mesophyll
+Zm00001d011458	Protein kinase superfamily protein	0.0	3.513	0.568	0.001	0.0	Guard cell
+Zm00001d011459	Protein HYPER-SENSITIVITY-RELATED 4	0.0	0.383	0.189	0.003	0.0	Bundle sheath
+Zm00001d011474	Ran GTP binding protein  	0.0,0.0,0.0	0.349,1.41,0.663	0.1,0.159,0.925	0.028,0.028,0.724	0.0,0.005,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d011486	CTP synthase family protein	0.0,0.0,0.0,0.0	0.8,-0.994,-2.265,-1.563	0.53,0.448,0.189,0.309	0.359,0.5,0.52,0.499	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d011487	 isocitrate dehydrogenase1	0.0,0.0	0.727,1.091	0.374,0.962	0.181,0.511	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d011496	Putative WRKY DNA-binding domain superfamily protein  	0.0,0.0,0.0,0.0	0.361,-0.793,-0.865,-1.18	0.16,0.075,0.044,0.03	0.095,0.151,0.155,0.149	0.0,0.0,0.0,0.014	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d011512	AMSH-like ubiquitin thioesterase 2	0.0	0.401	0.2	0.092	0.002	Bundle sheath
+Zm00001d011517	Putative DUF1296 domain containing family protein  	0.0	0.68	0.135	0.064	0.0	Subsidiary
+Zm00001d011525	Mitogen-activated protein kinase 20	0.0,0.0,0.0,0.0	-1.01,-0.612,1.916,2.221	0.074,0.041,0.395,0.432	0.203,0.102,0.078,0.098	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Guard cell
+Zm00001d011543	Grx_I1-glutaredoxin subgroup III  	0.0	0.692	0.943	0.555	0.0	Bundle sheath
+Zm00001d011569	ATP synthase protein I -related	0.0,0.0	0.709,0.719	0.146,0.157	0.027,0.034	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d011572	Protein kinase superfamily protein	0.0	1.863	0.341	0.061	0.0	Guard cell
+Zm00001d011573	Protein kinase superfamily protein	0.0	1.352	0.182	0.023	0.0	Guard cell
+Zm00001d011581	Peroxiredoxin-2B	0.0,0.0,0.0	0.346,-0.484,0.41	0.233,0.159,0.981	0.179,0.228,0.939	0.0,0.0,0.011	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d011595	Two pore calcium channel protein 1	0.0,0.0	-0.261,0.522	0.068,0.178	0.114,0.069	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d011602	evolutionarily conserved C-terminal region 8	0.0	0.369	0.157	0.07	0.028	Bundle sheath
+Zm00001d011604		0.0,0.0,0.0,0.0	-0.393,0.288,0.564,1.244	0.386,0.516,0.479,0.659	0.483,0.397,0.4,0.404	0.0,0.0,0.0,0.042	Pavement cells,Mesophyll,Subsidiary,Guard cell
+Zm00001d011610	Glutamate synthase 1 [NADH] chloroplastic	0.0,0.0	0.318,-0.682	0.133,0.035	0.085,0.13	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d011614	Putative MYB DNA-binding domain superfamily protein  	0.0	0.789	0.472	0.003	0.0	Bundle sheath
+Zm00001d011622		0.0	0.306	0.203	0.122	0.0	Mesophyll
+Zm00001d011624	alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0,0.0	0.445,-0.739,-0.38,0.462	0.218,0.102,0.126,0.604	0.147,0.212,0.21,0.126	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d011625	Putative WAK receptor-like protein kinase family protein  	0.0,0.0	0.458,-0.672	0.281,0.164	0.197,0.272	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d011628	PR5-like receptor kinase	0.0,0.0,0.0	-0.291,0.253,0.609	0.081,0.129,0.145	0.115,0.086,0.084	0.0,0.011,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d011629	 Helminthosporium turcicum resistanceN1	0.0	-0.799	0.026	0.138	0.038	Bundle sheath
+Zm00001d011638	Lipid phosphate phosphatase 2	0.0	0.503	0.151	0.087	0.0	Mesophyll
+Zm00001d011642	Phosphoethanolamine N-methyltransferase 3	0.0,0.0,0.0,0.0	0.862,-0.513,-0.643,-1.266	0.358,0.267,0.219,0.096	0.192,0.329,0.334,0.342	0.0,0.001,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d011649		0.0	0.604	0.887	0.754	0.005	Bundle sheath
+Zm00001d011654	Putative MAPKKK family protein kinase  	0.0	0.338	0.491	0.193	0.0	Bundle sheath
+Zm00001d011655		0.0	0.69	0.66	0.369	0.001	Bundle sheath
+Zm00001d011656		0.0	0.785	1.0	0.896	0.0	Bundle sheath
+Zm00001d011685	Anoctamin-like protein 	0.0	1.303	0.182	0.031	0.0	Guard cell
+Zm00001d011709	S-adenosyl-L-methionine-dependent methyltransferases superfamily protein	0.0	0.844	0.161	0.03	0.0	Bundle sheath
+Zm00001d011713	Myosin family protein with Dil domain	0.0	-0.41	0.463	0.504	0.0	Mesophyll
+Zm00001d011718	zinc knuckle (CCHC-type) family protein	0.0,0.0,0.0	-0.435,0.775,0.392	0.085,0.265,0.217	0.163,0.088,0.098	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d011732	 NADH dehydrogenase2	0.0	0.317	0.981	0.982	0.0	Bundle sheath
+Zm00001d011746	SPA1-related 3	0.0	0.527	0.106	0.017	0.0	Mesophyll
+Zm00001d011750	NADH:ubiquinone oxidoreductase intermediate-associated protein 30	0.0	0.377	0.623	0.305	0.001	Bundle sheath
+Zm00001d011751		0.0	0.338	0.34	0.087	0.0	Bundle sheath
+Zm00001d011760	DNAJ heat shock N-terminal domain-containing protein	0.0,0.0	1.053,0.958	0.214,0.2	0.023,0.034	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d011786	Cytochrome B5 isoform D	0.0	0.26	0.283	0.03	0.0	Bundle sheath
+Zm00001d011790		0.0	-0.309	0.077	0.144	0.0	Subsidiary
+Zm00001d011797	Protein COFACTOR ASSEMBLY OF COMPLEX C SUBUNIT B CCB3 chloroplastic	0.0	0.6	0.102	0.021	0.0	Mesophyll
+Zm00001d011799	Nuclear transport factor 2 (NTF2) family protein	0.0	0.393	0.385	0.271	0.0	Pavement cells
+Zm00001d011813	 bundle sheath strands specific1	0.0	3.498	0.23	0.017	0.0	Bundle sheath
+Zm00001d011819	Chlorophyllide a oxygenase chloroplastic	0.0,0.0	0.951,0.691	0.144,0.139	0.017,0.024	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d011821	Copine (Calcium-dependent phospholipid-binding protein) family	0.0	-0.376	0.059	0.125	0.0	Subsidiary
+Zm00001d011826	NAD(P)H-quinone oxidoreductase subunit O chloroplastic	0.0,0.0	0.972,2.647	0.157,1.0	0.006,0.848	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d011827	Phosphatidylserine decarboxylase proenzyme 3	0.0	0.438	0.509	0.064	0.0	Bundle sheath
+Zm00001d011833	Ferredoxin--NADP reductase leaf isozyme 1 chloroplastic	0.0,0.0,0.0	-0.932,1.858,3.176	0.022,0.354,1.0	0.136,0.022,0.321	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d011845	NADPH:quinone oxidoreductase	0.0,0.0,0.0	0.302,-0.968,-1.434	0.339,0.174,0.096	0.259,0.335,0.326	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d011850		0.0	0.407	0.906	0.843	0.0	Bundle sheath
+Zm00001d011889	 hexokinase9	0.0	0.764	0.104	0.022	0.0	Subsidiary
+Zm00001d011901	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0	0.667	0.131	0.028	0.0	Mesophyll
+Zm00001d011904	Vesicle-associated protein 2-2	0.0,0.0	-0.831,1.674	0.101,0.342	0.202,0.105	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d011913	Potassium transporter 3	0.0,0.0,0.0	-0.497,-0.581,1.348	0.198,0.159,0.422	0.254,0.212,0.195	0.0,0.014,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d011929	Heparan-alpha-glucosaminide N-acetyltransferase	0.0,0.0,0.0,0.0	-0.484,1.291,-0.918,0.492	0.139,0.405,0.032,0.309	0.21,0.134,0.16,0.151	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d011938		0.0,0.0	0.381,0.419	0.172,0.191	0.083,0.088	0.0,0.005	Mesophyll,Bundle sheath
+Zm00001d011953	Auxin response factor 2	0.0,0.0	-0.271,0.534	0.098,0.159	0.138,0.102	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d011965	Aldolase-type TIM barrel family protein	0.0,0.0	0.473,1.087	0.173,0.974	0.088,0.623	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d011969	NAC domain containing protein 84	0.0	0.576	0.158	0.09	0.0	Pavement cells
+Zm00001d012005	Putative histidine kinase family protein  	0.0,0.0	-0.361,0.634	0.073,0.261	0.148,0.142	0.0,0.005	Subsidiary,Bundle sheath
+Zm00001d012007		0.0	-0.294	0.102	0.17	0.0	Subsidiary
+Zm00001d012029	S-adenosyl-L-methionine-dependent methyltransferases superfamily protein	0.0,0.0,0.0,0.0	-0.52,0.293,0.4,0.626	0.065,0.122,0.152,0.161	0.144,0.078,0.075,0.075	0.0,0.003,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d012032	Transcription factor TFIIE alpha subunit	0.0	0.487	0.27	0.155	0.0	Mesophyll
+Zm00001d012034		0.0	-0.318	0.126	0.178	0.0	Pavement cells
+Zm00001d012036	Sucrose-phosphate synthase  	0.0	1.05	0.126	0.004	0.0	Mesophyll
+Zm00001d012044		0.0,0.0	0.281,-0.272	0.255,0.126	0.187,0.196	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d012069	DUF506 family protein	0.0	1.279	0.782	0.132	0.0	Mesophyll
+Zm00001d012083	Thioredoxin F-type chloroplastic	0.0	1.187	0.136	0.014	0.0	Guard cell
+Zm00001d012088		0.0	1.396	0.139	0.002	0.0	Bundle sheath
+Zm00001d012126		0.0	-0.276	0.103	0.172	0.0	Subsidiary
+Zm00001d012127		0.0	0.337	0.887	0.682	0.04	Bundle sheath
+Zm00001d012137		0.0	0.252	0.106	0.067	0.007	Pavement cells
+Zm00001d012160		0.0	0.371	0.585	0.267	0.002	Bundle sheath
+Zm00001d012170	Calreticulin-3	0.0,0.0	-0.698,0.489	0.07,0.231	0.144,0.134	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d012173		0.0	0.333	0.114	0.058	0.0	Mesophyll
+Zm00001d012177	Serine/threonine-protein kinase  	0.0	0.517	0.123	0.069	0.0	Subsidiary
+Zm00001d012199	CLP protease regulatory subunit CLPX3 mitochondrial	0.0,0.0	0.398,0.978	0.152,0.274	0.083,0.086	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d012213	wound-responsive family protein	0.0	0.513	0.176	0.077	0.0	Mesophyll
+Zm00001d012231	Amino acid permease 6	0.0,0.0	1.496,2.279	0.139,0.811	0.001,0.008	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d012263	Putative snRK/SAPK family protein kinase  	0.0,0.0	-1.29,2.354	0.019,0.284	0.119,0.021	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d012287		0.0,0.0,0.0	0.699,0.659,0.571	0.12,0.122,0.943	0.006,0.013,0.943	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d012292	Glucan endo-13-beta-glucosidase 14	0.0	1.472	0.152	0.028	0.0	Bundle sheath
+Zm00001d012295		0.0	0.276	0.157	0.089	0.0	Mesophyll
+Zm00001d012304	Putative cytochrome P450 superfamily protein  	0.0	1.176	0.152	0.009	0.0	Bundle sheath
+Zm00001d012322	cytochrome P450 family 81 subfamily D polypeptide 8	0.0	1.253	0.183	0.025	0.0	Bundle sheath
+Zm00001d012325	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0	0.432	0.358	0.015	0.0	Bundle sheath
+Zm00001d012337	MYB-type transcription factor  	0.0	0.811	0.175	0.037	0.0	Mesophyll
+Zm00001d012339		0.0,0.0	0.32,0.423	0.109,0.139	0.042,0.046	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d012362	O-fucosyltransferase family protein	0.0,0.0	1.673,0.517	0.317,0.528	0.001,0.001	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d012380	Phosphatidylinositol:ceramide inositolphosphotransferase 1	0.0,0.0,0.0	0.426,-0.505,-0.465	0.194,0.118,0.104	0.134,0.187,0.188	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d012382	Adenine nucleotide alpha hydrolases-like superfamily protein	0.0	2.364	0.341	0.0	0.0	Guard cell
+Zm00001d012391	Delta 1-pyrroline-5-carboxylate synthetase isoform 1%3B Delta 1-pyrroline-5-carboxylate synthetase isoform 2  	0.0	1.387	0.136	0.0	0.0	Guard cell
+Zm00001d012394	 phytoene synthase2	0.0	0.541	0.107	0.024	0.0	Mesophyll
+Zm00001d012398	Putative regulator of chromosome condensation (RCC1) family protein  	0.0,0.0	0.449,0.548	0.133,0.139	0.053,0.058	0.0,0.008	Mesophyll,Bundle sheath
+Zm00001d012401	 protein phosphatase homolog4	0.0,0.0,0.0,0.0	0.388,-0.472,0.55,0.37	0.246,0.109,0.2,0.453	0.152,0.161,0.154,0.178	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d012457	Calcium-dependent protein kinase 13	0.0	1.029	0.155	0.028	0.0	Subsidiary
+Zm00001d012464	Internal alternative NAD(P)H-ubiquinone oxidoreductase A1 mitochondrial	0.0	0.287	0.396	0.095	0.0	Bundle sheath
+Zm00001d012479		0.0	0.256	0.21	0.141	0.0	Mesophyll
+Zm00001d012488	Major facilitator superfamily protein	0.0	1.223	0.163	0.029	0.0	Subsidiary
+Zm00001d012505	Putative WRKY DNA-binding domain superfamily protein  	0.0	0.546	0.604	0.137	0.0	Bundle sheath
+Zm00001d012518	2%2C3-bisphosphoglycerate-independent phosphoglycerate mutase  	0.0	1.017	0.735	0.057	0.0	Mesophyll
+Zm00001d012527	NAC domain-containing protein 2	0.0,0.0	0.92,0.556	0.196,0.868	0.062,0.702	0.0,0.011	Bundle sheath,Bundle sheath
+Zm00001d012532		0.0,0.0	-0.292,0.565	0.145,0.266	0.191,0.146	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d012537	ADP-ribosylation factor A1F	0.0,0.0	0.564,0.893	0.2,1.0	0.099,0.999	0.017,0.0	Bundle sheath,Bundle sheath
+Zm00001d012544		0.0	0.257	0.101	0.069	0.0	Pavement cells
+Zm00001d012550	Leucine-rich repeat (LRR) family protein	0.0,0.0	0.424,0.658	0.122,1.0	0.042,0.908	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d012559	Stomatal closure-related actin-binding protein 1	0.0,0.0,0.0	0.383,-0.404,0.944	0.28,0.103,0.443	0.181,0.193,0.185	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d012597		0.0,0.0,0.0,0.0,0.0	0.333,0.431,-0.462,-0.808,-0.898	0.4,0.536,0.337,0.197,0.248	0.335,0.38,0.391,0.401,0.389	0.0,0.0,0.0,0.0,0.003	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d012600	Protein kinase superfamily protein	0.0	0.703	0.109	0.004	0.0	Bundle sheath
+Zm00001d012607	NAD(P)H dehydrogenase (quinone) FQR1	0.0	1.129	0.227	0.053	0.006	Guard cell
+Zm00001d012620	Transducin/WD40 repeat-like superfamily protein	0.0	0.283	0.434	0.18	0.009	Bundle sheath
+Zm00001d012635		0.0	0.498	1.0	0.994	0.0	Bundle sheath
+Zm00001d012660	Regulatory protein NPR1  	0.0	-0.487	0.166	0.232	0.0	Mesophyll
+Zm00001d012672	 protein; Pentatricopeptide (PPR) repeat protein-like	0.0	0.62	0.203	0.084	0.0	Mesophyll
+Zm00001d012674	 chorismate mutase1	0.0,0.0,0.0,0.0	0.33,0.266,-0.632,-0.404	0.166,0.245,0.088,0.087	0.126,0.154,0.164,0.164	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d012675	Glutathione S-transferase 1  	0.0,0.0,0.0,0.0,0.0	0.73,-1.218,-0.514,-1.41,0.381	0.606,0.384,0.455,0.348,1.0	0.455,0.591,0.586,0.579,0.931	0.0,0.0,0.0,0.0,0.041	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d012686		0.0,0.0,0.0,0.0	-0.436,0.864,0.597,0.51	0.056,0.18,0.148,0.981	0.105,0.057,0.064,0.996	0.0,0.0,0.011,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d012689	Protein CURVATURE THYLAKOID 1C chloroplastic	0.0,0.0	0.604,0.443	0.126,0.1	0.031,0.037	0.0,0.018	Mesophyll,Bundle sheath
+Zm00001d012741		0.0	0.463	0.962	0.777	0.0	Bundle sheath
+Zm00001d012743	Putative prolin-rich extensin-like receptor protein kinase family protein  	0.0	-0.455	0.1	0.155	0.0	Mesophyll
+Zm00001d012746	Probable WRKY transcription factor 69	0.0,0.0,0.0	0.278,-0.428,0.268	0.23,0.081,0.321	0.147,0.156,0.047	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d012748	 trehalose-6-phosphate synthase15	0.0,0.0,0.0	0.379,-0.509,-0.55	0.454,0.352,0.274	0.376,0.443,0.45	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d012765		0.0,0.0	0.303,-0.34	0.117,0.071	0.081,0.113	0.0,0.006	Pavement cells,Mesophyll
+Zm00001d012791	BURP domain protein RD22	0.0,0.0,0.0,0.0	1.25,-1.835,-1.17,-1.876	0.34,0.061,0.12,0.048	0.132,0.317,0.312,0.302	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d012797		0.0	0.382	0.764	0.617	0.0	Pavement cells
+Zm00001d012810	 sigma-like factor6	0.0,0.0,0.0,0.0,0.0,0.0	-1.064,-1.064,1.695,1.695,1.04,1.04	0.013,0.013,0.286,0.286,0.196,0.196	0.139,0.139,0.02,0.02,0.036,0.036	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d012812		0.0,0.0	0.281,-0.35	0.109,0.065	0.073,0.105	0.0,0.007	Pavement cells,Mesophyll
+Zm00001d012816	Probable carbohydrate esterase 	0.0	0.458	0.566	0.308	0.006	Bundle sheath
+Zm00001d012830	Protein BCCIP homolog	0.0	0.335	0.528	0.183	0.0	Bundle sheath
+Zm00001d012850	Nucleotide-diphospho-sugar transferase family protein	0.0	0.647	0.154	0.053	0.0	Pavement cells
+Zm00001d012868	carotene isomerase3	0.0,0.0,0.0	0.866,-1.319,-0.75	0.12,0.034,0.062	0.076,0.115,0.114	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d012899	Cell number regulator 9  	0.0,0.0	-0.439,-0.447	0.064,0.046	0.1,0.101	0.043,0.0	Mesophyll,Subsidiary
+Zm00001d012900	Cell number regulator 10  	0.0,0.0,0.0	0.444,-0.789,-0.666	0.18,0.081,0.081	0.117,0.174,0.174	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d012909	soluble epoxide hydrolase	0.0,0.0,0.0,0.0,0.0	0.783,-0.713,-1.501,-1.223,1.644	0.409,0.242,0.106,0.139,0.872	0.239,0.386,0.395,0.379,0.226	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d012937	Thioesterase superfamily protein	0.0,0.0,0.0	0.441,-0.463,-0.305	0.137,0.077,0.075	0.081,0.13,0.13	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d012973	Metal ion binding protein  	0.0,0.0	0.891,1.674	0.124,0.95	0.003,0.113	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d012979		0.0	0.285	0.211	0.135	0.0	Mesophyll
+Zm00001d012982	NAD(P)-binding Rossmann-fold superfamily protein	0.0	0.678	0.906	0.451	0.0	Bundle sheath
+Zm00001d012996	KH domain-containing protein SPIN1	0.0	0.745	0.19	0.053	0.0	Pavement cells
+Zm00001d013003	NAC domain-containing protein 2	0.0,0.0,0.0	-0.376,0.521,0.497	0.184,0.311,0.269	0.244,0.189,0.19	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d013007	 ADP-ribosylation factor homolog1	0.0,0.0	1.029,0.449	0.33,1.0	0.151,0.998	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d013015	 short chain alcohol dehydrogenase1	0.0	-0.386	0.059	0.129	0.0	Subsidiary
+Zm00001d013022	(+)-neomenthol dehydrogenase	0.0,0.0,0.0,0.0	0.572,-0.579,-1.229,-1.074	0.203,0.123,0.03,0.026	0.103,0.187,0.195,0.186	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d013030	Calcium-dependent protein kinase 7	0.0	0.61	0.157	0.059	0.0	Mesophyll
+Zm00001d013033	Chaperonin-like RbcX protein	0.0,0.0,0.0,0.0,0.0	-0.342,0.725,0.749,1.38,0.463	0.074,0.231,0.235,0.295,1.0	0.138,0.076,0.085,0.086,0.999	0.0,0.0,0.0,0.012,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d013047	Serine/threonine-protein phosphatase  	0.0	0.433	0.134	0.09	0.0	Subsidiary
+Zm00001d013049	Exocyst complex component EXO84B	0.0,0.0	-0.29,0.548	0.102,0.159	0.148,0.108	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d013052	Hydroxyproline O-galactosyltransferase GALT4	0.0	0.396	0.283	0.086	0.002	Bundle sheath
+Zm00001d013061	Thioredoxin  	0.0	0.452	0.679	0.243	0.0	Bundle sheath
+Zm00001d013066	Histone H1  	0.0	2.117	0.25	0.01	0.0	Guard cell
+Zm00001d013067	Histone H1  	0.0	1.467	0.25	0.022	0.0	Guard cell
+Zm00001d013071	Auxin-responsive protein IAA4	0.0	0.922	0.453	0.036	0.0	Bundle sheath
+Zm00001d013073	Transcription factor bHLH7	0.0	0.292	0.283	0.001	0.0	Bundle sheath
+Zm00001d013074	Basic leucine zipper 25	0.0	0.438	0.566	0.179	0.0	Bundle sheath
+Zm00001d013093		0.0	-0.462	0.026	0.1	0.0	Subsidiary
+Zm00001d013098	 aldehyde oxidase2	0.0,0.0,0.0,0.0	1.165,-1.329,-1.332,0.484	0.182,0.059,0.042,0.528	0.077,0.17,0.17,0.095	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d013101		0.0	0.28	0.145	0.087	0.0	Pavement cells
+Zm00001d013107		0.0	-0.3	0.07	0.123	0.0	Subsidiary
+Zm00001d013108		0.0,0.0,0.0	0.374,-0.411,-0.537	0.118,0.059,0.032	0.067,0.112,0.113	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d013135	Ribose-5-phosphate isomerase  	0.0,0.0,0.0	0.76,0.615,1.805	0.164,0.117,0.227	0.027,0.035,0.035	0.0,0.0,0.0	Mesophyll,Bundle sheath,Guard cell
+Zm00001d013141	Actin-depolymerizing factor 6	0.0	-0.635	0.155	0.32	0.0	Subsidiary
+Zm00001d013146		0.0	1.149	1.0	0.9	0.0	Bundle sheath
+Zm00001d013156	NADH-ubiquinone oxidoreductase 23 kDa subunit  	0.0	0.401	0.962	0.841	0.0	Bundle sheath
+Zm00001d013185		0.0	0.818	0.792	0.376	0.0	Bundle sheath
+Zm00001d013195	Thylakoidal processing peptidase 1 chloroplastic	0.0	0.524	0.243	0.127	0.007	Bundle sheath
+Zm00001d013202	DNA binding protein  	0.0,0.0,0.0	0.919,0.824,1.841	0.143,0.126,0.25	0.041,0.047,0.048	0.0,0.001,0.0	Mesophyll,Bundle sheath,Guard cell
+Zm00001d013210		0.0,0.0,0.0	-1.024,2.186,0.586	0.035,0.336,0.34	0.126,0.033,0.021	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d013220	Probable protein phosphatase 2C 48	0.0	0.437	0.104	0.031	0.0	Bundle sheath
+Zm00001d013230	 bentazon resistance1	0.0,0.0,0.0	1.14,1.217,0.401	0.152,0.191,0.943	0.012,0.02,0.821	0.0,0.0,0.034	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d013243	Cyclic nucleotide-gated ion channel 2	0.0,0.0,0.0,0.0,0.0,0.0	1.459,-0.835,-1.224,-1.964,-1.476,-1.385	0.77,0.593,0.515,0.212,0.422,0.386	0.428,0.71,0.718,0.738,0.707,0.705	0.0,0.0,0.0,0.0,0.0,0.032	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d013249	Expressed protein; Expressed protein (Having alternative splicing);  protein	0.0	0.33	0.509	0.225	0.005	Bundle sheath
+Zm00001d013254	ABC transporter B family member 27	0.0	0.38	0.182	0.098	0.0	Mesophyll
+Zm00001d013261	Cysteine protease 1  	0.0,0.0	0.314,-0.88	0.133,0.018	0.096,0.133	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d013271	RNA binding (RRM/RBD/RNP motifs) family protein	0.0,0.0,0.0	0.823,-0.868,-0.883	0.252,0.096,0.073	0.117,0.235,0.236	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d013276	Myosin-12	0.0	0.931	0.135	0.012	0.0	Bundle sheath
+Zm00001d013278	Acyl-CoA N-acyltransferase with RING/FYVE/PHD-type zinc finger protein	0.0	0.399	0.235	0.142	0.0	Pavement cells
+Zm00001d013287		0.0,0.0,0.0	0.29,-0.321,0.364	0.123,0.052,0.34	0.084,0.12,0.03	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d013296	ATP sulfurylase 1 chloroplastic	0.0,0.0	1.06,0.967	0.14,0.66	0.037,0.049	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d013317		0.0	0.622	0.811	0.643	0.001	Bundle sheath
+Zm00001d013319	Endoglucanase 25	0.0,0.0,0.0	0.503,-0.61,-0.664	0.133,0.061,0.033	0.075,0.126,0.128	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d013360		0.0	0.276	0.151	0.086	0.0	Mesophyll
+Zm00001d013412	Histidine kinase 4	0.0,0.0,0.0	0.515,0.938,0.473	0.115,0.126,0.126	0.027,0.027,0.032	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d013428	 phosphoglucomutase2	0.0	0.478	0.128	0.045	0.0	Mesophyll
+Zm00001d013443	CCT motif family protein  	0.0,0.0	1.456,0.808	0.227,0.178	0.01,0.023	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d013455	Peptidyl-prolyl cis-trans isomerase  	0.0,0.0	0.825,0.781	0.135,0.925	0.01,0.595	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d013511	Protein DEFECTIVE IN MERISTEM SILENCING 3	0.0	0.371	0.134	0.065	0.0	Mesophyll
+Zm00001d013522	14-dihydroxy-2-naphthoyl-CoA thioesterase 1	0.0	0.44	0.415	0.019	0.0	Bundle sheath
+Zm00001d013527	Calcium-dependent protein kinase 30	0.0,0.0,0.0	0.469,-0.634,-0.44	0.107,0.02,0.043	0.051,0.102,0.1	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d013532	Defense-related protein  	0.0,0.0,0.0	-0.595,0.292,1.28	0.056,0.112,0.266	0.13,0.068,0.056	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d013534	2Fe-2S ferredoxin-like superfamily protein	0.0,0.0,0.0,0.0	-0.508,0.998,0.846,0.442	0.073,0.289,0.287,0.868	0.16,0.075,0.087,0.577	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d013546	Ubiquitin-conjugating enzyme 15	0.0	0.44	0.124	0.079	0.0	Subsidiary
+Zm00001d013547	BEL1-like homeodomain protein 3	0.0	0.578	0.25	0.133	0.0	Mesophyll
+Zm00001d013557		0.0	-0.329	0.099	0.142	0.027	Mesophyll
+Zm00001d013565		0.0	0.633	0.415	0.037	0.0	Bundle sheath
+Zm00001d013568	Glycine-rich RNA-binding%2C abscisic acid-inducible protein  	0.0,0.0,0.0,0.0	0.347,0.365,-0.517,-0.793	0.647,0.711,0.537,0.436	0.553,0.625,0.636,0.642	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d013571	Probable BOI-related E3 ubiquitin-protein ligase 2	0.0,0.0,0.0	0.567,-0.716,-0.921	0.175,0.067,0.042	0.098,0.167,0.168	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d013589	PH domain containing protein  	0.0	0.371	0.149	0.078	0.0	Pavement cells
+Zm00001d013596	Acyl-CoA N-acyltransferases (NAT) superfamily protein	0.0	0.513	0.811	0.297	0.0	Bundle sheath
+Zm00001d013614	Expressed protein;  protein	0.0	0.635	0.127	0.069	0.0	Subsidiary
+Zm00001d013630	Putative DNA-binding protein  	0.0	1.226	0.175	0.018	0.0	Subsidiary
+Zm00001d013635	O-Glycosyl hydrolases family 17 protein	0.0,0.0	0.532,0.71	0.18,0.265	0.077,0.083	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d013648	Eukaryotic translation initiation factor 5A-1	0.0,0.0	0.932,-0.717	0.321,0.057	0.147,0.162	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d013651	Chlorophyll(ide) b reductase NOL chloroplastic	0.0	0.416	0.107	0.045	0.0	Pavement cells
+Zm00001d013667		0.0	-0.251	0.262	0.355	0.0	Subsidiary
+Zm00001d013673	CSL zinc finger domain-containing protein	0.0	1.29	0.136	0.017	0.0	Guard cell
+Zm00001d013678		0.0	-0.286	0.092	0.143	0.003	Subsidiary
+Zm00001d013707	Auxin-responsive protein IAA4	0.0	0.386	0.226	0.001	0.0	Bundle sheath
+Zm00001d013725		0.0	0.298	0.103	0.057	0.0	Pavement cells
+Zm00001d013736	Serine/threonine-protein kinase SRK2E	0.0,0.0	3.343,0.38	0.636,0.472	0.05,0.153	0.0,0.0	Guard cell,Bundle sheath
+Zm00001d013751		0.0	-0.275	0.073	0.12	0.003	Subsidiary
+Zm00001d013755	Thioredoxin superfamily protein	0.0	0.468	0.366	0.216	0.0	Mesophyll
+Zm00001d013757		0.0	0.273	0.282	0.214	0.0	Mesophyll
+Zm00001d013777		0.0,0.0,0.0	0.437,-0.605,-0.487	0.301,0.195,0.171	0.223,0.292,0.293	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d013781	Chloroplast post-illumination chlorophyll fluorescence increase protein  	0.0,0.0	0.736,1.145	0.117,0.925	0.002,0.418	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d013783	Dof zinc finger protein DOF5.7	0.0	1.319	0.182	0.003	0.0	Guard cell
+Zm00001d013785	Whole genome shotgun sequence of line PN40024 scaffold_14.assembly12x (Fragment)	0.0	0.361	0.981	0.921	0.0	Bundle sheath
+Zm00001d013786	transferases;folic acid binding	0.0	1.098	0.114	0.001	0.0	Guard cell
+Zm00001d013795	Peroxisomal membrane 22 kDa (Mpv17/PMP22) family protein	0.0,0.0,0.0	-0.352,0.702,0.553	0.059,0.184,0.2	0.114,0.061,0.068	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d013796	 dicer-like 105	0.0	1.228	0.157	0.012	0.0	Bundle sheath
+Zm00001d013797	Endoribonuclease Dicer homolog 2	0.0	-0.383	0.122	0.186	0.0	Mesophyll
+Zm00001d013798	Cycloartenol synthase  	0.0,0.0,0.0,0.0	1.334,-1.771,-1.465,-1.631	0.175,0.028,0.042,0.022	0.062,0.162,0.161,0.155	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d013804	Probable beta-13-galactosyltransferase 4	0.0,0.0	-0.508,1.431	0.051,0.252	0.102,0.048	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d013809	Protein DETOXIFICATION 40	0.0,0.0,0.0	0.539,-0.909,0.722	0.235,0.019,0.265	0.131,0.147,0.137	0.0,0.0,0.001	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d013810	 multidrug and toxic compound extrusion2	0.0,0.0	0.973,1.064	0.158,0.802	0.025,0.302	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d013836	Protein kinase superfamily protein	0.0	-0.416	0.177	0.235	0.0	Mesophyll
+Zm00001d013845	E2F transcription factor-like E2FE	0.0,0.0,0.0	-0.421,0.755,0.831	0.072,0.236,0.274	0.142,0.074,0.083	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d013858	Probable receptor-like protein kinase 	0.0,0.0,0.0,0.0	0.841,-0.921,-0.93,-0.996	0.157,0.027,0.028,0.009	0.047,0.144,0.143,0.137	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d013862	Cytochrome P450 84A1	0.0	0.256	0.264	0.008	0.0	Bundle sheath
+Zm00001d013863		0.0	0.317	0.306	0.217	0.0	Pavement cells
+Zm00001d013869	Auxin-responsive protein SAUR32	0.0	1.037	0.138	0.012	0.0	Subsidiary
+Zm00001d013879		0.0	0.381	0.528	0.241	0.005	Bundle sheath
+Zm00001d013886	CRP3 - Cysteine-rich family protein precursor expressed	0.0,0.0,0.0	-0.306,0.923,-0.306	0.255,0.451,0.186	0.294,0.252,0.267	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d013887	DNA mismatch repair protein MutS type 2	0.0,0.0,0.0,0.0	-0.649,1.437,-0.407,0.51	0.092,0.388,0.05,0.226	0.188,0.091,0.115,0.11	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d013920		0.0	-0.297	0.102	0.175	0.0	Subsidiary
+Zm00001d013937	Protochlorophyllide reductase C chloroplastic	0.0,0.0,0.0	-1.789,2.99,0.8	0.024,0.472,0.265	0.187,0.026,0.053	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d013947	NHL25  	0.0	0.315	0.34	0.073	0.0	Bundle sheath
+Zm00001d013984		0.0,0.0	0.308,-0.33	0.378,0.189	0.278,0.292	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d014013	Auxin response factor 16	0.0,0.0,0.0	0.288,-0.405,-0.332	0.109,0.047,0.048	0.072,0.106,0.106	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d014029	myb domain protein 15	0.0	0.352	0.245	0.048	0.0	Bundle sheath
+Zm00001d014030	Malate dehydrogenase cytoplasmic 1	0.0	0.652	0.128	0.064	0.0	Subsidiary
+Zm00001d014058		0.0	0.301	0.227	0.152	0.0	Mesophyll
+Zm00001d014070		0.0	0.612	0.321	0.002	0.0	Bundle sheath
+Zm00001d014093	3-ketoacyl-CoA thiolase 2 peroxisomal	0.0,0.0	0.402,-0.272	0.157,0.058	0.095,0.102	0.0,0.002	Mesophyll,Subsidiary
+Zm00001d014108	Ubiquitin-conjugating enzyme E2 4	0.0	-0.414	0.126	0.231	0.0	Subsidiary
+Zm00001d014109	transmembrane protein-related	0.0,0.0	0.43,-0.318	0.198,0.049	0.095,0.104	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d014116	 phosphate transporter protein1	0.0,0.0,0.0	0.293,-0.501,1.081	0.13,0.069,0.822	0.091,0.125,0.17	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d014124	Cell division cycle protein 48  	0.0,0.0,0.0	0.464,-0.386,-0.418	0.256,0.196,0.134	0.183,0.245,0.249	0.0,0.022,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d014140	Trm112p-like protein	0.0	0.287	0.358	0.057	0.0	Bundle sheath
+Zm00001d014150	Starch synthase IIc  	0.0,0.0,0.0	0.395,0.921,0.342	0.194,0.313,0.453	0.102,0.106,0.105	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d014159	Protein NETWORKED 1A	0.0,0.0	0.401,-0.288	0.266,0.095	0.16,0.17	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d014178	Acylamino-acid-releasing enzyme	0.0	1.566	0.258	0.003	0.0	Mesophyll
+Zm00001d014188	Phospholipid-transporting ATPase 3	0.0,0.0	-0.268,0.67	0.184,0.313	0.236,0.193	0.0,0.049	Pavement cells,Bundle sheath
+Zm00001d014192	ACT domain-containing protein ACR11	0.0,0.0,0.0,0.0	-0.561,1.006,1.216,3.157	0.058,0.227,0.3,1.0	0.132,0.061,0.07,0.068	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d014203	F-box/kelch-repeat protein SKIP11	0.0	0.35	0.321	0.034	0.0	Bundle sheath
+Zm00001d014244		0.0	0.482	0.906	0.679	0.002	Bundle sheath
+Zm00001d014271	Caltractin  	0.0,0.0	1.487,1.205	0.291,0.849	0.023,0.128	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d014284	CMV 1a interacting protein 1	0.0	0.94	0.133	0.005	0.0	Mesophyll
+Zm00001d014286		0.0	-0.353	0.222	0.281	0.0	Mesophyll
+Zm00001d014291	Probable protein phosphatase 2C 71	0.0,0.0	0.313,-0.567	0.155,0.071	0.105,0.15	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d014294	Acetyl-CoA carboxylase 1	0.0,0.0,0.0,0.0	2.387,-2.299,-1.381,-2.564	0.909,0.27,0.34,0.248	0.486,0.524,0.518,0.51	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d014297	 histidine kinase3	0.0,0.0	-0.387,0.792	0.05,0.291	0.118,0.112	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d014306	Expressed protein;  protein	0.0	0.498	0.143	0.06	0.006	Bundle sheath
+Zm00001d014317		0.0,0.0,0.0,0.0,0.0	-0.503,-0.825,0.911,0.471,0.607	0.308,0.211,0.542,0.359,0.478	0.392,0.33,0.309,0.322,0.323	0.0,0.0,0.0,0.004,0.003	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d014324	Calcium-binding endonuclease/exonuclease/phosphatase family	0.0,0.0,0.0,0.0	-0.964,-0.571,1.963,-0.341	0.094,0.066,0.494,0.07	0.224,0.122,0.092,0.122	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d014325	Calcium-binding EF-hand family protein	0.0,0.0,0.0	1.438,5.532,0.39	0.213,0.886,0.358	0.007,0.008,0.079	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d014340		0.0	0.331	0.333	0.223	0.0	Pavement cells
+Zm00001d014341	Peroxidase 53	0.0,0.0,0.0	1.612,-1.05,-1.251	0.494,0.078,0.037	0.167,0.19,0.193	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d014349	NAD(P)H-quinone oxidoreductase subunit S chloroplastic	0.0	1.673	1.0	0.825	0.0	Bundle sheath
+Zm00001d014377	Auxin response factor 18  	0.0,0.0	0.433,-0.482	0.328,0.165	0.203,0.212	0.0,0.005	Pavement cells,Mesophyll
+Zm00001d014391	 nramp aluminum transporter1	0.0,0.0	0.531,0.443	0.13,0.604	0.035,0.189	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d014413	ARM repeat superfamily protein	0.0	0.449	0.309	0.174	0.011	Bundle sheath
+Zm00001d014417		0.0	0.646	1.0	0.866	0.0	Bundle sheath
+Zm00001d014423	Probable inactive poly [ADP-ribose] polymerase SRO1	0.0,0.0	0.403,-0.442	0.834,0.542	0.69,0.71	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d014435		0.0	0.359	0.156	0.083	0.0	Pavement cells
+Zm00001d014445	Protein kinase superfamily protein	0.0,0.0,0.0,0.0	-0.632,1.361,-0.711,0.895	0.436,0.691,0.284,0.652	0.512,0.434,0.462,0.449	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d014446	Protein kinase superfamily protein	0.0,0.0,0.0	-0.258,0.714,-0.441	0.136,0.289,0.067	0.184,0.135,0.151	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d014447	Serine carboxypeptidase-like 19	0.0	0.268	0.321	0.024	0.0	Bundle sheath
+Zm00001d014456	Glutamate receptor 3.4	0.0	0.835	0.178	0.024	0.0	Bundle sheath
+Zm00001d014458	Glutamate receptor 3.4	0.0,0.0	0.502,0.618	0.155,0.213	0.067,0.071	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d014463	early nodulin-like protein 9	0.0	0.552	0.102	0.054	0.0	Subsidiary
+Zm00001d014491	EF-hand Ca2+-binding protein CCD1  	0.0	0.774	0.981	0.921	0.0	Bundle sheath
+Zm00001d014493	Wound-responsive family protein	0.0	0.682	0.528	0.149	0.0	Bundle sheath
+Zm00001d014519	Translation machinery associated TMA7	0.0,0.0	0.7,0.785	0.265,1.0	0.139,1.0	0.001,0.0	Bundle sheath,Bundle sheath
+Zm00001d014562	IAA-amino acid hydrolase ILR1-like 6	0.0,0.0,0.0,0.0	0.642,-0.714,-1.256,0.35	0.437,0.317,0.202,0.585	0.298,0.415,0.426,0.216	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d014564	Oxygen-evolving enhancer protein 1-1 chloroplastic	0.0,0.0	1.372,1.053	0.175,0.998	0.014,0.981	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d014600	Putative uncharacterized protein [Source:UniProtKB/TrEMBL;Acc:B6TPR0]	0.0,0.0,0.0	-0.854,1.601,0.65	0.011,0.307,0.143	0.127,0.014,0.032	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d014648	oligopeptide transporter-like protein	0.0	1.339	0.114	0.002	0.0	Guard cell
+Zm00001d014658	Mitogen-activated protein kinase 1	0.0,0.0,0.0,0.0,0.0	-0.628,0.574,0.808,0.532,0.603	0.058,0.136,0.145,0.165,0.868	0.124,0.066,0.066,0.07,0.532	0.0,0.0,0.0,0.001,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d014664	Protein CHLOROPLAST IMPORT APPARATUS 2	0.0,0.0,0.0,0.0	-0.402,0.557,0.75,-0.49	0.145,0.293,0.323,0.068	0.223,0.153,0.148,0.166	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d014669	Cadmium/zinc-transporting ATPase HMA2	0.0,0.0,0.0,0.0	-0.825,1.938,1.652,0.258	0.065,0.374,0.417,0.283	0.146,0.065,0.077,0.006	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Bundle sheath,Bundle sheath
+Zm00001d014680	Sodium transporter HKT1	0.0	1.136	0.126	0.001	0.0	Subsidiary
+Zm00001d014690	Auxin response factor 7	0.0	0.283	0.34	0.033	0.0	Bundle sheath
+Zm00001d014692	AIG2-like protein	0.0,0.0,0.0,0.0	-0.47,1.048,-0.481,0.817	0.234,0.443,0.165,0.47	0.314,0.236,0.256,0.248	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d014696		0.0,0.0	0.273,-0.274	0.122,0.059	0.086,0.119	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d014698	Squamosa promoter-binding-like protein 11  	0.0	0.491	0.143	0.044	0.0	Bundle sheath
+Zm00001d014701	Myb family transcription factor PHL6	0.0,0.0,0.0	0.474,-0.819,-0.453	0.24,0.139,0.132	0.154,0.227,0.229	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d014716	Delta-aminolevulinic acid dehydratase  	0.0,0.0	0.586,1.29	0.242,0.986	0.109,0.528	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d014717		0.0,0.0	0.351,0.354	0.159,0.148	0.088,0.088	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d014726	Mitogen-activated protein kinase 17	0.0,0.0,0.0	0.288,-0.463,-0.494	0.209,0.144,0.104	0.164,0.203,0.207	0.0,0.007,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d014753		0.0,0.0	0.291,-0.518	0.302,0.148	0.207,0.216	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d014772	NADH ubiquinone oxidoreductase B22-like subunit  	0.0	0.969	1.0	0.691	0.0	Bundle sheath
+Zm00001d014780	Probable receptor-like protein kinase 	0.0,0.0	0.302,-0.427	0.123,0.06	0.091,0.121	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d014796	NEP1-interacting protein-like 1	0.0,0.0,0.0	0.437,-1.309,-1.305	0.438,0.168,0.165	0.321,0.433,0.418	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d014804	Eukaryotic aspartyl protease family protein	0.0,0.0	0.314,-0.391	0.121,0.068	0.081,0.116	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d014816	Senescence-associated protein DIN1  	0.0,0.0	1.246,0.402	0.164,0.811	0.004,0.563	0.0,0.022	Mesophyll,Bundle sheath
+Zm00001d014844	14-alpha-glucan-branching enzyme 2-2 chloroplastic/amyloplastic	0.0,0.0,0.0,0.0	0.567,-0.705,-0.53,0.33	0.175,0.063,0.071,0.415	0.091,0.166,0.165,0.086	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d014848	Catalase isozyme 1  	0.0	0.43	0.717	0.32	0.0	Bundle sheath
+Zm00001d014864		0.0	0.303	0.198	0.123	0.0	Mesophyll
+Zm00001d014867		0.0	0.315	0.105	0.042	0.0	Mesophyll
+Zm00001d014876		0.0	-0.274	0.062	0.11	0.0	Subsidiary
+Zm00001d014883	Putative 4-hydroxy-4-methyl-2-oxoglutarate aldolase 2	0.0	0.391	0.623	0.279	0.0	Bundle sheath
+Zm00001d014914	Leucoanthocyanidin dioxygenase  	0.0,0.0	-1.208,2.617	0.005,0.448	0.118,0.005	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d014919	Glycerate dehydrogenase HPR peroxisomal	0.0,0.0	0.644,0.578	0.112,0.887	0.021,0.535	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d014947	Beta-fructofuranosidase 1%3B Invertase  	0.0,0.0,0.0	1.166,-1.088,-1.271	0.173,0.075,0.048	0.078,0.161,0.162	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d014951	TMPIT-like protein	0.0	0.416	0.811	0.574	0.032	Bundle sheath
+Zm00001d014954		0.0	0.563	0.943	0.97	0.0	Bundle sheath
+Zm00001d014957	Translationally-controlled tumor protein homolog  	0.0	0.419	0.165	0.07	0.002	Bundle sheath
+Zm00001d014993	Luminal-binding protein 2  	0.0	0.366	0.114	0.077	0.0	Pavement cells
+Zm00001d015004	Protein LOW PSII ACCUMULATION 3 chloroplastic	0.0,0.0	0.355,1.172	0.167,0.959	0.094,0.453	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d015008	UTP--glucose-1-phosphate uridylyltransferase 1	0.0	0.334	0.151	0.013	0.0	Bundle sheath
+Zm00001d015025	AMP binding protein  	0.0,0.0,0.0	-0.547,0.804,1.255	0.039,0.257,0.925	0.111,0.105,0.506	0.0,0.0,0.0	Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d015032	Serine/threonine-protein kinase STY46	0.0	1.657	0.182	0.0	0.0	Guard cell
+Zm00001d015060	 multidrug and toxic compound extrusion6	0.0	0.429	0.118	0.05	0.0	Mesophyll
+Zm00001d015084	Polyketide cyclase/dehydrase and lipid transport superfamily protein	0.0,0.0,0.0	-0.813,1.625,1.287	0.061,0.311,0.991	0.148,0.061,0.736	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d015091	Bax inhibitor 1	0.0,0.0	1.204,1.431	0.171,0.196	0.034,0.042	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d015095		0.0	0.335	0.148	0.092	0.0	Mesophyll
+Zm00001d015100		0.0	0.335	0.24	0.195	0.04	Subsidiary
+Zm00001d015121	ADP-ribosylation factor B1B	0.0	0.475	0.148	0.06	0.002	Bundle sheath
+Zm00001d015126	response to low sulfur 3	0.0	0.539	0.83	0.504	0.0	Bundle sheath
+Zm00001d015134		0.0	0.573	1.0	0.9	0.0	Bundle sheath
+Zm00001d015135	Anthranilate phosphoribosyltransferase	0.0,0.0	0.415,0.718	0.139,0.717	0.043,0.071	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d015138		0.0,0.0,0.0	1.97,-2.324,1.308	0.818,0.235,0.987	0.603,0.644,0.679	0.0,0.0,0.0	Mesophyll,Subsidiary,Mesophyll
+Zm00001d015182	Bifunctional coenzyme A synthase  	0.0,0.0,0.0	0.406,-0.722,-0.292	0.128,0.028,0.066	0.07,0.123,0.12	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d015183	L-aspartate oxidase chloroplastic	0.0,0.0	0.621,1.823	0.135,0.205	0.033,0.034	0.0,0.0	Bundle sheath,Guard cell
+Zm00001d015195		0.0	0.283	0.547	0.278	0.041	Bundle sheath
+Zm00001d015205	Pheophytinase chloroplastic	0.0,0.0,0.0	-0.352,0.309,0.774	0.059,0.118,0.21	0.116,0.067,0.06	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d015211	Guanine nucleotide-binding protein subunit gamma 2	0.0,0.0	0.742,0.263	0.229,0.415	0.082,0.133	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d015212	ATP-dependent DNA helicase Q-like 4A	0.0,0.0	0.296,-0.407	0.362,0.226	0.301,0.358	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d015215		0.0,0.0	0.974,0.488	0.169,0.109	0.015,0.025	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d015226	Myb family transcription factor PHL6	0.0,0.0,0.0,0.0,0.0	0.773,0.342,-0.851,0.429,0.487	0.241,0.186,0.015,0.23,0.491	0.104,0.105,0.117,0.109,0.03	0.0,0.0,0.0,0.001,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d015234	Cycloartenol synthase	0.0,0.0,0.0,0.0	-0.635,-1.065,1.636,-1.004	0.239,0.11,0.54,0.096	0.312,0.261,0.233,0.255	0.0,0.0,0.0,0.001	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d015239	Camelliol C synthase	0.0,0.0,0.0,0.0,0.0	1.405,-0.454,-2.067,-1.38,-2.01	0.434,0.292,0.089,0.163,0.087	0.167,0.387,0.404,0.398,0.386	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d015242		0.0	0.517	0.736	0.272	0.0	Bundle sheath
+Zm00001d015246		0.0	0.318	0.126	0.063	0.0	Mesophyll
+Zm00001d015265	Pathogenesis-related homeodomain protein	0.0	0.415	0.234	0.128	0.0	Mesophyll
+Zm00001d015289	RING/U-box superfamily protein	0.0	0.52	0.66	0.294	0.0	Bundle sheath
+Zm00001d015292	Endoglucanase 11	0.0,0.0,0.0,0.0	0.252,0.82,-1.085,-0.659	0.193,0.269,0.039,0.077	0.116,0.174,0.188,0.185	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d015297	 protein; Ternary complex factor MIP1-like	0.0,0.0,0.0	0.421,-0.646,-1.206	0.273,0.163,0.083	0.196,0.265,0.26	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d015327	 ubiquitin1	0.0,0.0,0.0	0.407,-0.396,-0.618	0.482,0.427,0.291	0.403,0.47,0.479	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d015328		0.0	0.269	0.809	0.798	0.0	Subsidiary
+Zm00001d015376	Phosphoglycerate kinase  	0.0,0.0	0.416,0.483	0.143,1.0	0.06,0.978	0.007,0.0	Bundle sheath,Bundle sheath
+Zm00001d015377	Pentatricopeptide repeat-containing protein 	0.0	0.335	0.34	0.011	0.0	Bundle sheath
+Zm00001d015385	Chlorophyll a-b binding protein 6 chloroplastic	0.0,0.0,0.0,0.0	-1.029,1.93,1.304,0.271	0.026,0.367,0.261,0.981	0.15,0.027,0.048,0.999	0.0,0.0,0.0,0.048	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d015420	DUF581 domain containing protein expressed	0.0	1.386	0.182	0.004	0.0	Guard cell
+Zm00001d015421	Basic leucine zipper 9	0.0,0.0	0.968,1.729	0.3,0.981	0.101,0.055	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d015446	Calcium-transporting ATPase 9 plasma membrane-type	0.0,0.0,0.0,0.0	-0.738,0.286,1.237,1.18	0.041,0.104,0.188,0.23	0.119,0.053,0.047,0.055	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d015459	4-coumarate--CoA ligase 1	0.0,0.0,0.0	-0.339,1.441,0.405	0.081,0.36,0.377	0.13,0.076,0.063	0.0,0.0,0.0	Pavement cells,Pavement cells,Bundle sheath
+Zm00001d015463	CASP-like protein 9  	0.0,0.0,0.0	-1.214,1.268,-1.105	0.045,0.363,0.039	0.214,0.192,0.204	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d015464	Calmodulin binding protein  	0.0,0.0	-0.639,0.743	0.15,0.301	0.208,0.199	0.001,0.0	Pavement cells,Subsidiary
+Zm00001d015468	Zinc finger protein CONSTANS-LIKE 5	0.0,0.0,0.0,0.0,0.0	0.387,-0.759,-1.104,0.477,-1.596	0.61,0.467,0.375,0.668,0.257	0.492,0.593,0.602,0.582,0.59	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d015477	Protein ECERIFERUM 3	0.0,0.0,0.0	0.374,-1.205,-1.293	0.151,0.037,0.026	0.108,0.15,0.144	0.0,0.0,0.013	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d015484	Metal-dependent phosphohydrolase	0.0	0.881	0.925	0.531	0.0	Bundle sheath
+Zm00001d015504	Protein phosphatase 2C isoform gamma  	0.0,0.0	0.413,-0.385	0.332,0.129	0.214,0.228	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d015513	Dihydroflavonol-4-reductase  	0.0,0.0	-0.616,0.463	0.148,0.249	0.209,0.203	0.0,0.003	Pavement cells,Subsidiary
+Zm00001d015515	Probable WRKY transcription factor 40	0.0,0.0,0.0	0.565,-0.547,-0.615	0.503,0.42,0.323	0.399,0.488,0.494	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d015521	Two-component response regulator ARR12	0.0,0.0,0.0	-0.29,0.527,0.552	0.06,0.171,0.152	0.109,0.062,0.069	0.0,0.0,0.034	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d015568	Nucleolin  	0.0	0.254	0.283	0.048	0.0	Bundle sheath
+Zm00001d015569	Vacuolar H+-translocating inorganic pyrophosphatase  	0.0,0.0,0.0,0.0	0.676,-0.564,-0.28,-1.23	0.415,0.321,0.302,0.141	0.257,0.388,0.39,0.401	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d015570	Sucrose-phosphate synthase 1	0.0,0.0,0.0	0.401,-0.338,0.95	0.339,0.145,0.457	0.236,0.249,0.241	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d015571	Ubiquitin system component Cue protein	0.0	0.645	0.348	0.175	0.0	Bundle sheath
+Zm00001d015579		0.0	1.1	0.158	0.005	0.0	Mesophyll
+Zm00001d015613		0.0	1.006	0.962	0.734	0.0	Bundle sheath
+Zm00001d015618	Probable cinnamyl alcohol dehydrogenase  	0.0,0.0	1.246,1.748	0.157,0.887	0.005,0.052	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d015705		0.0	0.381	0.147	0.071	0.0	Mesophyll
+Zm00001d015743	Transcription factor HY5	0.0,0.0	0.345,1.362	0.129,0.273	0.068,0.072	0.0,0.002	Mesophyll,Guard cell
+Zm00001d015778	EIN3-binding F-box protein 1	0.0	0.375	0.108	0.055	0.0	Mesophyll
+Zm00001d015785	Sec14p-like phosphatidylinositol transfer family protein	0.0,0.0	0.557,0.392	0.164,0.178	0.057,0.063	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d015890	SNARE-interacting protein KEULE	0.0,0.0	0.413,-0.461	0.72,0.436	0.541,0.557	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d015929	GTP-binding protein TypA  	0.0,0.0,0.0	-0.491,1.021,0.515	0.027,0.211,0.139	0.101,0.029,0.04	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d015948		0.0	0.274	0.194	0.134	0.0	Pavement cells
+Zm00001d015956	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0,0.0,0.0	0.434,-0.647,-0.611,0.825	0.172,0.084,0.08,0.774	0.111,0.166,0.166,0.532	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d015985	Probable tocopherol cyclase%2C chloroplastic  	0.0	1.263	0.241	0.022	0.0	Mesophyll
+Zm00001d015992		0.0	0.425	0.243	0.158	0.0	Pavement cells
+Zm00001d016016	Dynein light chain LC6%2C flagellar outer arm  	0.0,0.0	0.651,0.48	0.148,0.358	0.035,0.014	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d016034	 cell division cycle202	0.0	0.467	0.335	0.284	0.0	Subsidiary
+Zm00001d016070	 phosphate regulatory homolog1	0.0,0.0	0.566,2.132	0.107,0.386	0.046,0.049	0.0,0.0	Subsidiary,Guard cell
+Zm00001d016077	Sec20 family protein	0.0,0.0	0.289,-0.657	0.353,0.155	0.242,0.254	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d016080		0.0	0.413	0.206	0.107	0.0	Mesophyll
+Zm00001d016100	Rhodanese-like domain-containing protein 4 chloroplastic	0.0	1.212	0.998	0.83	0.0	Mesophyll
+Zm00001d016105		0.0	0.446	0.925	0.62	0.0	Bundle sheath
+Zm00001d016130	GDSL esterase/lipase 	0.0,0.0	0.344,-0.572	0.173,0.059	0.12,0.127	0.001,0.0	Pavement cells,Subsidiary
+Zm00001d016134	 iron-sulfur protein1	0.0,0.0,0.0	-0.689,1.411,0.777	0.032,0.267,0.183	0.119,0.033,0.047	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d016144	Chalcone isomerase 3  	0.0,0.0,0.0	-0.371,0.568,0.505	0.054,0.213,0.83	0.115,0.11,0.43	0.0,0.016,0.0	Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d016219	receptor like protein 7	0.0,0.0,0.0,0.0	0.998,-0.873,-0.895,-0.868	0.141,0.059,0.047,0.044	0.048,0.126,0.128,0.128	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d016248	Citrate synthase 3 peroxisomal	0.0,0.0,0.0	0.32,-0.369,0.728	0.196,0.059,0.868	0.124,0.132,0.265	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d016255	Heat stress transcription factor C-1	0.0	0.878	0.25	0.035	0.0	Guard cell
+Zm00001d016274	Monosaccharide-sensing protein 2	0.0	-0.433	0.038	0.105	0.0	Subsidiary
+Zm00001d016285	Protein kinase family protein with leucine-rich repeat domain	0.0,0.0	0.395,-0.596	0.151,0.076	0.1,0.145	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d016299		0.0	-0.253	0.119	0.205	0.0	Subsidiary
+Zm00001d016306	Probable F-box protein 	0.0	1.001	0.578	0.151	0.0	Mesophyll
+Zm00001d016322		0.0	0.719	0.182	0.051	0.0	Mesophyll
+Zm00001d016332	Probable protein phosphatase 2C 72	0.0,0.0,0.0,0.0	0.633,-0.898,-0.378,0.733	0.192,0.068,0.108,0.774	0.106,0.184,0.18,0.326	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d016364	Tetraspanin-2	0.0	2.177	0.849	0.034	0.0	Bundle sheath
+Zm00001d016373	Aminopeptidase M1	0.0	0.42	0.135	0.039	0.0	Bundle sheath
+Zm00001d016411	ADPATP carrier protein 1 chloroplastic	0.0,0.0,0.0	-0.371,0.725,1.953	0.096,0.208,0.477	0.146,0.098,0.105	0.0,0.0,0.0	Pavement cells,Mesophyll,Guard cell
+Zm00001d016436		0.0	1.382	0.159	0.006	0.0	Guard cell
+Zm00001d016441	Tyrosine aminotransferase	0.0,0.0,0.0	-1.199,1.348,1.624	0.041,0.259,0.225	0.159,0.053,0.052	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d016442	drought-induced 19	0.0	0.407	0.107	0.042	0.0	Mesophyll
+Zm00001d016444		0.0	1.1	0.11	0.001	0.0	Subsidiary
+Zm00001d016446	Cysteine proteinase 1  	0.0,0.0,0.0,0.0	0.308,0.329,-0.902,1.435	0.463,0.592,0.274,0.935	0.421,0.448,0.467,0.302	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Mesophyll
+Zm00001d016456	High mobility group B protein 15	0.0	-0.584	0.212	0.306	0.0	Pavement cells
+Zm00001d016501	Spotted leaf protein 11  	0.0	-0.45	0.051	0.113	0.0	Mesophyll
+Zm00001d016530	Probable magnesium transporter NIPA2	0.0,0.0,0.0	-0.266,0.449,0.427	0.082,0.187,0.623	0.125,0.089,0.218	0.0,0.013,0.0	Pavement cells,Bundle sheath,Bundle sheath
+Zm00001d016535		0.0	0.354	0.125	0.055	0.0	Mesophyll
+Zm00001d016542	FAD/NAD(P)-binding oxidoreductase	0.0	1.218	0.211	0.045	0.0	Pavement cells
+Zm00001d016552	ubiquitin-associated (UBA)/TS-N domain-containing protein	0.0,0.0	0.301,-0.393	0.475,0.326	0.365,0.374	0.0,0.001	Pavement cells,Mesophyll
+Zm00001d016557	Ankyrin repeat family protein	0.0,0.0	0.688,1.388	0.161,0.136	0.016,0.017	0.0,0.0	Bundle sheath,Guard cell
+Zm00001d016566	Gamma carbonic anhydrase-like 2 mitochondrial	0.0	0.475	0.528	0.092	0.0	Bundle sheath
+Zm00001d016588	Glycerophosphodiester phosphodiesterase GDPD2	0.0,0.0,0.0,0.0,0.0	0.573,-1.556,-1.187,0.431,-1.079	0.543,0.309,0.341,0.55,0.357	0.402,0.527,0.529,0.514,0.518	0.0,0.0,0.0,0.003,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d016606	Protein MEI2-like 1	0.0,0.0,0.0,0.0	0.602,-0.915,-0.674,-1.104	0.53,0.372,0.34,0.317	0.411,0.517,0.519,0.509	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d016619	Ubiquinol-cytochrome c reductase iron-sulfur subunit  	0.0	0.606	0.962	0.83	0.0	Bundle sheath
+Zm00001d016625	Os02g0519800 protein	0.0	3.902	0.717	0.014	0.0	Bundle sheath
+Zm00001d016651		0.0,0.0,0.0,0.0	0.941,-0.921,-0.931,-1.085	0.201,0.06,0.048,0.048	0.077,0.186,0.186,0.178	0.0,0.0,0.0,0.009	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d016662		0.0	0.277	0.208	0.001	0.0	Bundle sheath
+Zm00001d016664	Chaperone protein ClpD chloroplastic	0.0,0.0,0.0,0.0,0.0	-1.008,2.136,0.274,-1.059,1.424	0.144,0.567,0.227,0.058,0.4	0.264,0.147,0.163,0.175,0.165	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d016675	Serine/threonine-protein kinase CTR1	0.0	-0.389	0.083	0.133	0.0	Mesophyll
+Zm00001d016679		0.0	-0.45	0.196	0.254	0.0	Mesophyll
+Zm00001d016684	1%2C4-alpha-glucan-branching enzyme 2%2C chloroplastic/amyloplastic  	0.0	1.173	0.136	0.001	0.0	Guard cell
+Zm00001d016691	Copper transport protein CCH	0.0,0.0	1.916,1.109	0.174,0.623	0.015,0.139	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d016702	Iron-sulphur cluster biosynthesis family protein	0.0	0.385	0.253	0.162	0.0	Mesophyll
+Zm00001d016705	ATPase inhibitor  	0.0	1.072	0.134	0.013	0.0	Mesophyll
+Zm00001d016707	Heme-binding-like protein  chloroplastic	0.0	0.532	0.102	0.026	0.0	Mesophyll
+Zm00001d016708	Beta-fructofuranosidase%2C cell wall isozyme  	0.0	1.843	0.85	0.151	0.0	Mesophyll
+Zm00001d016716	Integrin beta-1-binding protein 2  	0.0,0.0	0.258,-0.724	0.195,0.068	0.158,0.197	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d016720	Serine decarboxylase	0.0,0.0	0.336,0.533	0.17,0.235	0.103,0.106	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d016768		0.0	-0.333	0.057	0.111	0.0	Subsidiary
+Zm00001d016793	WREBP-2 protein	0.0	0.748	0.849	0.325	0.0	Bundle sheath
+Zm00001d016802	L-ascorbate peroxidase S chloroplastic/mitochondrial	0.0,0.0	0.82,1.056	0.122,0.998	0.016,0.868	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d016825	SPla/RYanodine receptor (SPRY) domain-containing protein	0.0,0.0	0.286,-0.417	0.274,0.115	0.193,0.203	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d016826	proline-rich family protein	0.0,0.0,0.0	-0.494,0.978,1.824	0.099,0.304,0.967	0.179,0.101,0.245	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d016832	Protein AIG1  	0.0	0.584	0.146	0.078	0.0	Mesophyll
+Zm00001d016846		0.0,0.0	0.644,0.809	0.122,0.17	0.019,0.025	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d016850		0.0	0.808	0.981	0.595	0.0	Bundle sheath
+Zm00001d016854	Ferrochelatase  	0.0	0.543	0.155	0.053	0.0	Mesophyll
+Zm00001d016855	Chloride channel  	0.0,0.0,0.0,0.0	-0.775,0.847,-0.61,1.378	0.278,0.469,0.206,0.539	0.386,0.29,0.305,0.282	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d016856	 calmodulin binding protein1	0.0,0.0	0.546,0.573	0.309,0.736	0.177,0.32	0.008,0.0	Bundle sheath,Bundle sheath
+Zm00001d016860	Glutathione S-transferase Z1	0.0	0.616	0.981	0.64	0.0	Bundle sheath
+Zm00001d016866	Cyclic pyranopterin monophosphate synthase mitochondrial	0.0,0.0	0.298,0.366	0.136,0.178	0.077,0.08	0.0,0.005	Mesophyll,Bundle sheath
+Zm00001d016874	RING/U-box superfamily protein	0.0,0.0,0.0,0.0	0.496,-0.867,-0.503,-1.067	0.165,0.042,0.063,0.009	0.089,0.158,0.157,0.152	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d016894	Probable protein phosphatase 2C 12	0.0	1.12	0.196	0.039	0.0	Subsidiary
+Zm00001d016896	UDP-glycosyltransferase 85A7	0.0,0.0	0.295,-0.54	0.126,0.052	0.079,0.122	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d016897	Polyadenylate-binding protein RBP47B	0.0	0.377	0.119	0.05	0.0	Mesophyll
+Zm00001d016898	Transposon protein Mutator sub-class  	0.0	0.424	0.101	0.051	0.0	Pavement cells
+Zm00001d016911	C2H2 and C2HC zinc fingers superfamily protein	0.0,0.0	0.301,0.508	0.165,0.209	0.1,0.103	0.0,0.009	Mesophyll,Bundle sheath
+Zm00001d016915	Cryptochrome-1	0.0,0.0	-0.291,0.422	0.136,0.247	0.192,0.14	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d016918	Ubiquitin carboxyl-terminal hydrolase  	0.0	-0.453	0.05	0.124	0.0	Subsidiary
+Zm00001d016922		0.0	0.418	0.109	0.028	0.0	Bundle sheath
+Zm00001d016926	ATATH13  	0.0,0.0,0.0	-0.81,1.614,0.628	0.022,0.312,0.148	0.129,0.023,0.042	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d016928	Somatic embryogenesis receptor kinase 2	0.0,0.0,0.0	-0.276,0.346,0.509	0.075,0.14,0.171	0.118,0.081,0.077	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d016943	Photosynthetic NDH subunit of lumenal location 2 chloroplastic	0.0	1.778	0.925	0.128	0.0	Bundle sheath
+Zm00001d016950	NAC30 NAC type transcription factor  	0.0,0.0	1.606,0.322	0.239,0.34	0.014,0.033	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d016956		0.0,0.0	-0.494,1.041	0.176,0.389	0.257,0.177	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d016982	Protein NRT1/ PTR FAMILY 6.4	0.0,0.0,0.0,0.0	-0.315,1.135,-0.924,0.647	0.148,0.34,0.052,0.296	0.187,0.142,0.162,0.154	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d016988	tRNA pseudouridine synthase  	0.0,0.0	0.443,0.349	0.113,0.109	0.034,0.038	0.0,0.003	Mesophyll,Bundle sheath
+Zm00001d017019	ATFP4  	0.0,0.0,0.0,0.0,0.0,0.0	1.452,-1.374,-1.161,-1.44,-1.474,1.563	0.267,0.089,0.104,0.071,0.096,0.718	0.089,0.24,0.242,0.244,0.234,0.226	0.0,0.0,0.0,0.0,0.006,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d017037	PTB domain-containing engulfment adapter protein 1 isoform 1	0.0	0.828	0.15	0.011	0.0	Mesophyll
+Zm00001d017041		0.0	0.763	0.528	0.003	0.0	Bundle sheath
+Zm00001d017042	Serine/threonine-protein kinase Nek4  	0.0,0.0	-0.505,0.634	0.294,0.434	0.372,0.362	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d017069	Inorganic phosphate transporter 2-1 chloroplastic	0.0	0.7	0.604	0.002	0.0	Bundle sheath
+Zm00001d017072	Protein NBR1 homolog	0.0	0.732	0.811	0.282	0.0	Bundle sheath
+Zm00001d017077	 red aleurone1	0.0,0.0,0.0,0.0	1.031,-1.401,-1.083,-1.456	0.478,0.055,0.064,0.043	0.161,0.185,0.184,0.178	0.0,0.0,0.0,0.002	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d017079	BTB/POZ domain-containing protein 	0.0	0.71	0.109	0.019	0.0	Bundle sheath
+Zm00001d017085	beta-14-N-acetylglucosaminyltransferase family protein	0.0	0.618	0.172	0.099	0.0	Subsidiary
+Zm00001d017092	Elongation factor Tu  	0.0	1.002	0.958	0.774	0.0	Mesophyll
+Zm00001d017106	Actin-related protein 3	0.0,0.0,0.0	0.41,-0.701,-0.321	0.128,0.054,0.079	0.089,0.125,0.123	0.0,0.0,0.013	Pavement cells,Mesophyll,Subsidiary
+Zm00001d017112	B3 domain-containing protein 	0.0,0.0,0.0	0.395,-0.562,-0.571	0.109,0.037,0.023	0.058,0.103,0.104	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d017118		0.0	0.693	0.1	0.008	0.0	Mesophyll
+Zm00001d017139	 hydroxymethylbutenyl diphosphate synthase1	0.0,0.0,0.0	-0.817,1.731,-0.352	0.111,0.321,0.081	0.175,0.109,0.126	0.0,0.0,0.016	Pavement cells,Mesophyll,Subsidiary
+Zm00001d017147		0.0,0.0	-0.56,-0.275	0.267,0.225	0.319,0.323	0.014,0.0	Pavement cells,Subsidiary
+Zm00001d017152	 endochitinase precursor4	0.0,0.0,0.0,0.0,0.0	0.886,-0.724,-0.865,-0.719,1.725	0.161,0.08,0.074,0.065,0.963	0.071,0.147,0.149,0.15,0.887	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d017166		0.0	0.349	0.318	0.217	0.0	Pavement cells
+Zm00001d017167		0.0	0.293	0.121	0.067	0.0	Mesophyll
+Zm00001d017176	CONSTANS-like protein CO5  	0.0,0.0	0.769,0.47	0.126,0.566	0.012,0.225	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d017178		0.0,0.0,0.0	-0.712,1.417,0.793	0.046,0.31,0.209	0.145,0.047,0.063	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d017186	Shikimate O-hydroxycinnamoyltransferase	0.0,0.0,0.0,0.0	0.711,-0.864,-0.636,1.339	0.153,0.062,0.066,0.849	0.083,0.145,0.145,0.179	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d017199	Temperature-induced lipocalin-1	0.0	0.803	0.108	0.004	0.0	Mesophyll
+Zm00001d017203	Regulatory subunit  	0.0,0.0	0.296,0.665	0.172,0.239	0.106,0.109	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d017210	SPla/RYanodine receptor (SPRY) domain-containing protein	0.0	1.728	0.631	0.075	0.0	Mesophyll
+Zm00001d017212	LRR receptor-like serine/threonine-protein kinase EFR	0.0	0.69	0.158	0.043	0.0	Mesophyll
+Zm00001d017215	Serine/threonine protein phosphatase 2A 55 kDa regulatory subunit B beta isoform	0.0,0.0	0.825,0.776	0.121,0.122	0.004,0.01	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d017240	Grx_C2.1-glutaredoxin subgroup I  	0.0,0.0,0.0	0.382,1.045,0.507	0.129,0.278,0.925	0.073,0.075,0.844	0.0,0.0,0.003	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d017274	Phenylalanine ammonia-lyase  	0.0,0.0,0.0	-1.357,2.899,-0.882	0.082,0.702,0.038	0.226,0.079,0.115	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d017275	 phenylalanine ammonia lyase9	0.0,0.0,0.0,0.0	-0.307,1.488,-0.57,-0.586	0.169,0.462,0.129,0.085	0.201,0.16,0.178,0.181	0.001,0.0,0.001,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d017281	Putative cyclic nucleotide-gated ion channel 15	0.0	3.56	0.614	0.001	0.0	Guard cell
+Zm00001d017298	DUF3755 family protein	0.0	0.87	0.139	0.019	0.0	Bundle sheath
+Zm00001d017308		0.0	0.315	0.614	0.499	0.0	Pavement cells
+Zm00001d017333	Serine carboxypeptidase-like 34	0.0,0.0,0.0,0.0,0.0	1.686,-1.339,-1.618,-1.563,-2.28	0.482,0.212,0.138,0.107,0.052	0.144,0.428,0.437,0.438,0.421	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d017364	Ferredoxin-thioredoxin reductase%2C variable chain  	0.0	0.347	0.528	0.235	0.003	Bundle sheath
+Zm00001d017373	RNA polymerase II C-terminal domain phosphatase-like 1	0.0	0.73	0.29	0.151	0.0	Pavement cells
+Zm00001d017379		0.0	0.799	1.0	0.877	0.0	Bundle sheath
+Zm00001d017392		0.0	-0.306	0.177	0.278	0.0	Subsidiary
+Zm00001d017395	Thylakoid lumenal protein TL20.3 chloroplastic	0.0,0.0	-0.411,0.643	0.113,0.261	0.181,0.117	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d017418	Aldehyde dehydrogenase  	0.0	0.539	0.119	0.063	0.0	Pavement cells
+Zm00001d017419	Protein kinase APK1A  	0.0	0.663	0.163	0.039	0.0	Pavement cells
+Zm00001d017424	ATP-dependent zinc metalloprotease FTSH 7 chloroplastic	0.0,0.0,0.0	-0.527,1.132,0.617	0.26,0.547,0.452	0.363,0.261,0.278	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d017435	Encodes a close homolog of the Cauliflower OR (Orange) protein.  The function of OR is to induce the differentiation of proplastids or other noncolored plastids into chromoplasts for carotenoid accumulation.  Both proteins contain a Cysteine-rich zi /.../ger domain that is highly specific to DnaJ-like molecular chaperons.	0.0,0.0,0.0	0.446,0.769,0.822	0.103,0.17,1.0	0.039,0.042,0.96	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d017441	Cyclin-U4-2	0.0,0.0,0.0,0.0	0.664,-0.599,-0.7,0.689	0.249,0.149,0.096,0.717	0.139,0.233,0.237,0.248	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d017448	Vesicle-associated protein 2-1	0.0,0.0,0.0	-0.842,1.592,0.888	0.006,0.256,0.143	0.102,0.008,0.024	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d017456		0.0	0.28	0.17	0.109	0.0	Mesophyll
+Zm00001d017470	alpha/beta-Hydrolases superfamily protein	0.0	-0.54	0.119	0.187	0.0	Mesophyll
+Zm00001d017476	Chaperone protein dnaJ 3	0.0,0.0	0.444,0.331	0.191,0.566	0.078,0.274	0.0,0.014	Bundle sheath,Bundle sheath
+Zm00001d017487		0.0	0.684	0.186	0.102	0.0	Subsidiary
+Zm00001d017502	 trehalose-6-phosphate phosphatase6	0.0,0.0	0.444,-0.828	0.176,0.057	0.121,0.173	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d017522	Tripeptidyl-peptidase 2	0.0,0.0	0.688,-0.564	0.599,0.28	0.407,0.429	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d017525	Mitogen-activated protein kinase kinase kinase YODA	0.0	0.437	0.116	0.047	0.0	Pavement cells
+Zm00001d017526	Aquaporin PIP1-2  	0.0,0.0,0.0	-0.405,0.739,1.264	0.057,0.112,0.579	0.1,0.062,0.038	0.0,0.0,0.0	Pavement cells,Subsidiary,Mesophyll
+Zm00001d017547	Dehydrin COR410	0.0,0.0	1.306,1.169	0.124,0.182	0.033,0.038	0.0,0.041	Subsidiary,Guard cell
+Zm00001d017557		0.0,0.0	0.272,0.272	0.116,0.143	0.058,0.061	0.0,0.025	Mesophyll,Bundle sheath
+Zm00001d017560	 indeterminate domain p10	0.0,0.0,0.0,0.0	-1.018,-1.018,1.968,1.968	0.005,0.005,0.369,0.369	0.133,0.133,0.005,0.005	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll
+Zm00001d017609	Protein REVEILLE 6	0.0,0.0,0.0	-0.469,0.752,0.636	0.151,0.319,0.322	0.234,0.156,0.166	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d017645	RING-H2 finger protein ATL80	0.0	0.455	0.396	0.036	0.0	Bundle sheath
+Zm00001d017649	S-ribonuclease binding protein SBP1  	0.0	-0.645	0.059	0.184	0.0	Subsidiary
+Zm00001d017682	PLATZ transcription factor family protein	0.0	-0.386	0.072	0.119	0.0	Mesophyll
+Zm00001d017685	Chaperone DnaJ-domain superfamily protein	0.0,0.0	-0.339,0.565	0.215,0.373	0.288,0.218	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d017699	Probable xyloglucan endotransglucosylase/hydrolase protein 30	0.0,0.0	1.174,0.816	0.161,1.0	0.015,0.898	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d017708		0.0	0.436	0.792	0.425	0.0	Bundle sheath
+Zm00001d017711	Phosphoribulokinase  	0.0,0.0	1.178,3.737	0.152,0.981	0.004,0.031	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d017717	ADP-ribosylation factor B1B	0.0	0.44	0.174	0.06	0.0	Bundle sheath
+Zm00001d017727	 alternative oxidase1	0.0	0.354	0.34	0.006	0.0	Bundle sheath
+Zm00001d017746	 vitamin E synthesis4	0.0,0.0	0.835,0.457	0.113,0.717	0.01,0.446	0.0,0.002	Bundle sheath,Bundle sheath
+Zm00001d017755	Rop guanine nucleotide exchange factor 14	0.0	2.046	0.227	0.007	0.0	Guard cell
+Zm00001d017756	Syntaxin-22	0.0	-0.425	0.076	0.124	0.0	Mesophyll
+Zm00001d017761		0.0,0.0,0.0,0.0	-0.936,1.384,1.051,3.588	0.1,0.328,0.4,0.636	0.23,0.111,0.122,0.124	0.0,0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath,Guard cell
+Zm00001d017762	 abscisic acid 8'-hydroxylase1	0.0,0.0,0.0	0.653,-0.87,-2.192	0.297,0.176,0.122	0.205,0.286,0.28	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d017770	Soluble inorganic pyrophosphatase 2	0.0,0.0	0.852,2.898	0.122,0.981	0.002,0.4	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d017777		0.0	0.881	0.66	0.373	0.0	Bundle sheath
+Zm00001d017780	Ubiquitin-protein ligase  	0.0,0.0,0.0	0.47,-0.4,0.666	0.197,0.059,0.248	0.119,0.128,0.123	0.0,0.0,0.001	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d017787	Monodehydroascorbate reductase 4 peroxisomal	0.0	0.931	0.962	0.562	0.0	Bundle sheath
+Zm00001d017791	Phosphoribulokinase / Uridine kinase family	0.0	0.534	0.113	0.033	0.0	Bundle sheath
+Zm00001d017810		0.0,0.0	0.439,-0.885	0.424,0.239	0.324,0.416	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d017836		0.0	0.252	0.14	0.08	0.0	Pavement cells
+Zm00001d017847	Outer envelope pore protein 16-3 chloroplastic/mitochondrial	0.0	0.302	0.962	0.845	0.019	Bundle sheath
+Zm00001d017849		0.0	1.21	0.776	0.264	0.0	Mesophyll
+Zm00001d017859	Rho GDP-dissociation inhibitor 1	0.0	1.674	0.273	0.026	0.0	Guard cell
+Zm00001d017866	Aspartyl protease AED1	0.0,0.0,0.0	0.436,-2.518,-2.474	0.602,0.197,0.148	0.452,0.6,0.577	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d017869	Aspartyl protease AED1	0.0,0.0,0.0	0.844,-1.82,-1.925	0.372,0.1,0.087	0.213,0.359,0.344	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d017874	LORELEI-LIKE-GPI ANCHORED PROTEIN 3	0.0,0.0,0.0,0.0	-0.572,-0.525,-0.776,1.663	0.178,0.132,0.101,0.481	0.237,0.192,0.196,0.17	0.0,0.001,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d017880	Probable amino acid permease 7	0.0,0.0,0.0,0.0,0.0	0.558,-0.78,-1.313,1.11,0.482	0.321,0.159,0.06,0.548,0.434	0.192,0.306,0.313,0.294,0.002	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d017882	KH domain-containing protein 	0.0	0.266	0.415	0.151	0.001	Bundle sheath
+Zm00001d017885	Zinc finger protein CONSTANS-LIKE 9	0.0	1.366	0.339	0.071	0.0	Bundle sheath
+Zm00001d017890	Retrotransposon protein Ty1-copia subclass	0.0	0.377	0.311	0.269	0.029	Subsidiary
+Zm00001d017913	Protein NSP-INTERACTING KINASE 1	0.0	2.178	0.335	0.002	0.0	Bundle sheath
+Zm00001d017920	Homeobox-leucine zipper protein HAT5	0.0,0.0,0.0	0.569,-0.497,-0.912	0.533,0.433,0.355	0.406,0.512,0.519	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d017951	Nudix hydrolase 17 mitochondrial	0.0,0.0	0.407,-0.648	0.152,0.022	0.094,0.103	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d017953	Probable peroxygenase 4	0.0	-0.4	0.082	0.159	0.0	Subsidiary
+Zm00001d017958	Glutamine synthetase root isozyme 3  	0.0	-0.44	0.133	0.25	0.0	Subsidiary
+Zm00001d017966	Dihydropyrimidine dehydrogenase (NADP(+)) chloroplastic	0.0,0.0,0.0	0.611,1.164,1.092	0.143,0.209,0.698	0.051,0.054,0.12	0.0,0.0,0.0	Pavement cells,Bundle sheath,Bundle sheath
+Zm00001d017977	 histidine kinase1	0.0,0.0,0.0	0.681,0.307,-0.583	0.203,0.16,0.02	0.093,0.094,0.104	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d017978	Endoglucanase 1  	0.0,0.0	1.023,1.812	0.211,0.409	0.065,0.071	0.0,0.0	Pavement cells,Guard cell
+Zm00001d017982	DExH-box ATP-dependent RNA helicase DExH15 chloroplastic	0.0	0.61	0.116	0.028	0.0	Mesophyll
+Zm00001d017992	Metalloendoproteinase 1  	0.0	1.139	0.856	0.453	0.0	Mesophyll
+Zm00001d017997	Alpha-mannosidase I MNS5	0.0	-0.506	0.061	0.148	0.0	Subsidiary
+Zm00001d018024	 PIN-formed protein2	0.0,0.0,0.0,0.0	0.718,-1.126,-0.943,-1.059	0.204,0.036,0.043,0.039	0.091,0.193,0.192,0.184	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d018030	Photosynthetic NDH subunit of subcomplex B 4 chloroplastic	0.0,0.0,0.0,0.0	1.065,1.002,2.364,2.08	0.16,0.165,0.25,1.0	0.008,0.017,0.018,0.992	0.0,0.0,0.0,0.0	Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d018034	 geranylgeranyl hydrogenase1	0.0	1.107	0.15	0.009	0.0	Mesophyll
+Zm00001d018037	 NOD26-like membrane intrinsic protein2	0.0,0.0	2.825,0.39	0.343,0.264	0.005,0.002	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d018049		0.0	0.337	0.108	0.04	0.0	Mesophyll
+Zm00001d018059	L-type lectin-domain containing receptor kinase IX.1	0.0	0.754	0.755	0.401	0.0	Bundle sheath
+Zm00001d018061	Shikimate kinase  	0.0	0.479	1.0	0.946	0.0	Bundle sheath
+Zm00001d018077	Photosynthetic NDH subunit of lumenal location 4 chloroplastic	0.0	0.901	0.943	0.823	0.0	Bundle sheath
+Zm00001d018096	50S ribosomal protein L29  	0.0	0.311	0.396	0.085	0.0	Bundle sheath
+Zm00001d018107	Protein EXORDIUM	0.0	0.579	0.736	0.488	0.012	Bundle sheath
+Zm00001d018111	F-box protein FBW2	0.0	0.376	0.211	0.143	0.0	Pavement cells
+Zm00001d018112		0.0	0.252	0.245	0.182	0.0	Mesophyll
+Zm00001d018134		0.0	0.535	0.962	0.564	0.0	Bundle sheath
+Zm00001d018145	Presequence protease 2 chloroplastic/mitochondrial	0.0,0.0	-0.382,0.889	0.062,0.213	0.119,0.063	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d018146		0.0	0.312	0.134	0.075	0.0	Mesophyll
+Zm00001d018149	Cyclin-dependent kinase inhibitor 2  	0.0	0.555	0.3	0.114	0.0	Bundle sheath
+Zm00001d018157		0.0,0.0	0.687,2.757	0.1,0.981	0.003,0.553	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d018177		0.0,0.0	-0.768,1.598	0.031,0.225	0.104,0.032	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d018178	ABSCISIC ACID-INSENSITIVE 5-like protein 5	0.0,0.0,0.0	-0.4,0.314,0.483	0.149,0.251,0.202	0.221,0.157,0.16	0.0,0.0,0.007	Pavement cells,Mesophyll,Subsidiary
+Zm00001d018183	 mitochondrial phosphate transporter1	0.0	0.572	0.642	0.208	0.0	Bundle sheath
+Zm00001d018187	Mitochondrial phosphate carrier protein 3 mitochondrial	0.0	0.453	0.585	0.274	0.0	Bundle sheath
+Zm00001d018197	Soluble inorganic pyrophosphatase 6 chloroplastic	0.0,0.0	0.554,0.857	0.157,0.217	0.06,0.065	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d018204		0.0,0.0	0.305,0.462	0.141,0.178	0.077,0.081	0.0,0.004	Mesophyll,Bundle sheath
+Zm00001d018220	 glutathione transferase24	0.0	1.063	0.643	0.132	0.0	Mesophyll
+Zm00001d018230	Bifunctional D-cysteine desulfhydrase/1-aminocyclopropane-1-carboxylate deaminase mitochondrial	0.0	0.73	0.925	0.506	0.0	Bundle sheath
+Zm00001d018246	Kinesin heavy chain-like protein  	0.0	1.616	0.159	0.006	0.0	Guard cell
+Zm00001d018303	Phosphoinositide phosphatase SAC2	0.0,0.0,0.0	-0.986,-0.46,2.049	0.174,0.155,0.543	0.294,0.2,0.173	0.0,0.012,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d018318	Protein kinase superfamily protein with octicosapeptide/Phox/Bem1p domain	0.0	0.802	0.209	0.102	0.0	Subsidiary
+Zm00001d018331	Hsp70-Hsp90 organizing protein 2	0.0,0.0	0.298,-0.932	0.305,0.143	0.24,0.294	0.0,0.005	Pavement cells,Bundle sheath
+Zm00001d018333	Diacylglycerol kinase  	0.0	0.546	0.182	0.126	0.0	Subsidiary
+Zm00001d018336	Transmembrane amino acid transporter family protein	0.0,0.0	0.903,0.913	0.146,0.139	0.006,0.014	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d018342	 trehalose-6-phosphate synthase11	0.0,0.0	0.471,-0.742	0.437,0.179	0.294,0.312	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d018356		0.0	1.377	0.792	0.005	0.0	Bundle sheath
+Zm00001d018358	Protein TIC 55 chloroplastic	0.0	0.665	0.141	0.03	0.0	Mesophyll
+Zm00001d018362	Protein TSS	0.0,0.0,0.0	0.992,1.724,1.153	0.126,0.204,0.887	0.008,0.014,0.336	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d018363	Probable steroid-binding protein 3	0.0	0.617	0.698	0.147	0.0	Bundle sheath
+Zm00001d018364	Snf1-related kinase interacting protein SKI1	0.0	0.518	0.235	0.107	0.0	Mesophyll
+Zm00001d018370	Leucine aminopeptidase 2 chloroplastic	0.0	-0.692	0.039	0.148	0.0	Subsidiary
+Zm00001d018371	Formin-like protein 18	0.0,0.0	0.311,-0.467	0.197,0.085	0.147,0.195	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d018386	Aspartate aminotransferase chloroplastic	0.0,0.0,0.0,0.0	0.796,-0.291,-0.776,1.162	0.333,0.084,0.039,0.888	0.142,0.159,0.156,0.132	0.0,0.0,0.042,0.0	Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d018390	RING/U-box superfamily protein	0.0	0.624	0.566	0.036	0.0	Bundle sheath
+Zm00001d018391		0.0	0.319	0.152	0.066	0.013	Bundle sheath
+Zm00001d018406	MGD2  	0.0,0.0,0.0	0.349,-0.39,-0.461	0.134,0.071,0.046	0.081,0.127,0.129	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d018413		0.0	0.287	0.226	0.15	0.0	Mesophyll
+Zm00001d018421		0.0	0.313	0.394	0.298	0.0	Pavement cells
+Zm00001d018445	 phosphate transporter3	0.0	1.956	0.159	0.001	0.0	Guard cell
+Zm00001d018454	Glutathione reductase cytosolic	0.0,0.0	0.287,-0.655	0.344,0.23	0.285,0.34	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d018460		0.0	-0.299	0.066	0.13	0.0	Subsidiary
+Zm00001d018464		0.0,0.0,0.0	0.976,0.702,0.622	0.18,0.161,0.981	0.027,0.036,0.914	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d018467	homolog of Synechocystis YCF37	0.0	1.442	0.974	0.321	0.0	Mesophyll
+Zm00001d018468	 formaldehyde dehydrogenase homolog1	0.0,0.0,0.0	-0.348,0.806,0.369	0.055,0.206,0.165	0.112,0.056,0.065	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d018479	NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 9 mitochondrial	0.0	0.57	0.906	0.576	0.0	Bundle sheath
+Zm00001d018481		0.0	-0.283	0.134	0.217	0.0	Subsidiary
+Zm00001d018487	3-ketoacyl-CoA thiolase 2 peroxisomal	0.0,0.0,0.0	0.568,0.301,-0.797	0.541,0.486,0.215	0.399,0.4,0.419	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d018498	Cysteine proteinases superfamily protein	0.0,0.0,0.0	-0.361,1.071,-0.353	0.239,0.438,0.157	0.278,0.232,0.252	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d018511		0.0	-0.308	0.079	0.143	0.0	Subsidiary
+Zm00001d018529		0.0	0.848	0.981	0.728	0.0	Bundle sheath
+Zm00001d018535	 brick1	0.0,0.0,0.0	-0.277,0.774,-0.326	0.217,0.431,0.141	0.282,0.215,0.236	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d018541	Inactive leucine-rich repeat receptor-like serine/threonine-protein kinase 	0.0	2.584	0.341	0.003	0.0	Guard cell
+Zm00001d018560	Callose synthase 3	0.0,0.0	0.383,0.727	0.228,0.287	0.12,0.126	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d018562	Callose synthase 3	0.0,0.0,0.0	-0.287,0.501,1.094	0.267,0.404,0.539	0.32,0.268,0.275	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d018565	 tie-dyed2	0.0,0.0	0.417,0.338	0.204,0.472	0.085,0.094	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d018571	BZIP transcription factor  	0.0	0.39	0.83	0.536	0.024	Bundle sheath
+Zm00001d018573	 Rho-related protein from plants 4	0.0,0.0,0.0,0.0	0.325,-0.504,-0.315,0.592	0.192,0.113,0.098,0.849	0.138,0.187,0.187,0.496	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d018575	Epimerase family protein SDR39U1 homolog chloroplastic	0.0,0.0,0.0	0.484,0.783,0.51	0.146,0.23,0.925	0.063,0.067,0.85	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d018596		0.0	-0.353	0.128	0.214	0.0	Subsidiary
+Zm00001d018598	Proline transporter 2	0.0,0.0,0.0	0.317,-0.784,0.658	0.289,0.13,0.547	0.249,0.292,0.136	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d018613	La-related protein 6C	0.0	0.351	0.83	0.545	0.013	Bundle sheath
+Zm00001d018623		0.0	1.07	0.792	0.251	0.0	Bundle sheath
+Zm00001d018626	Outer arm dynein light chain 1 protein	0.0	0.607	0.792	0.145	0.0	Bundle sheath
+Zm00001d018627	 monosaccharide transporter1	0.0,0.0,0.0,0.0,0.0	1.294,-0.842,-1.138,-1.492,-1.618	0.391,0.23,0.184,0.105,0.096	0.166,0.354,0.36,0.365,0.351	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d018636		0.0	0.276	0.434	0.147	0.0	Bundle sheath
+Zm00001d018639	Pentatricopeptide repeat-containing protein ELI1 chloroplastic	0.0,0.0,0.0,0.0	-0.77,1.308,2.438,1.273	0.073,0.339,0.5,0.981	0.171,0.074,0.088,0.865	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d018642	Transducin/WD40 repeat-like superfamily protein	0.0,0.0	-0.297,0.578	0.103,0.23	0.16,0.106	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d018691		0.0	0.439	0.143	0.062	0.016	Bundle sheath
+Zm00001d018699		0.0,0.0	0.646,0.326	0.1,0.302	0.018,0.017	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d018719	Electron transporter	0.0	1.374	0.163	0.005	0.0	Subsidiary
+Zm00001d018729	BZIP transcription factor family protein  	0.0	1.562	0.83	0.023	0.0	Bundle sheath
+Zm00001d018746		0.0,0.0	0.995,0.623	0.174,0.122	0.01,0.02	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d018756	Transcription termination factor MTERF2 chloroplastic	0.0,0.0	0.354,0.605	0.119,0.157	0.047,0.051	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d018758	 succinate dehydrogenase1	0.0,0.0,0.0	0.452,-0.306,0.605	0.182,0.067,0.566	0.099,0.106,0.127	0.0,0.023,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d018779	Oxygen-evolving enhancer protein 2-1 chloroplastic	0.0,0.0,0.0	-1.393,2.583,3.112	0.039,0.501,1.0	0.19,0.037,0.698	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d018781	Seed maturation protein  	0.0	0.406	0.451	0.297	0.0	Mesophyll
+Zm00001d018791	Anther-specific proline-rich protein APG  	0.0,0.0,0.0	0.763,-0.749,-0.68	0.115,0.027,0.026	0.042,0.106,0.106	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d018792	WPP domain-associated protein	0.0	-0.39	0.111	0.161	0.001	Mesophyll
+Zm00001d018795		0.0	0.287	0.109	0.069	0.0	Pavement cells
+Zm00001d018796	High-light-induced protein chloroplastic	0.0,0.0,0.0	0.921,0.541,0.642	0.247,0.183,1.0	0.078,0.088,0.998	0.0,0.038,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d018797	 photosystem I reaction center6	0.0,0.0,0.0,0.0,0.0	-0.419,-1.241,1.366,-0.702,1.048	0.284,0.119,0.585,0.144,0.435	0.309,0.298,0.268,0.299,0.288	0.009,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d018799	CBL-interacting serine/threonine-protein kinase 23	0.0,0.0,0.0	0.387,-0.996,-0.274	0.401,0.206,0.27	0.292,0.393,0.388	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d018803	Probable inositol transporter 2	0.0,0.0,0.0,0.0	0.312,0.361,-0.537,-0.809	0.16,0.222,0.085,0.034	0.108,0.146,0.155,0.158	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d018810	 glycolate oxidase1	0.0,0.0,0.0,0.0,0.0,0.0,0.0	-0.963,-0.963,1.589,1.589,2.189,2.189,2.152	0.01,0.01,0.286,0.286,0.37,0.37,0.981	0.124,0.124,0.013,0.013,0.028,0.028,0.957	0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Bundle sheath,Bundle sheath,Bundle sheath
+Zm00001d018820	FAD-dependent oxidoreductase family protein	0.0,0.0	-0.619,0.597	0.05,0.906	0.163,0.549	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d018825	Protein kinase superfamily protein	0.0,0.0,0.0,0.0,0.0	0.574,0.429,-1.109,-0.93,-1.047	0.209,0.327,0.039,0.052,0.035	0.117,0.184,0.202,0.201,0.193	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d018831		0.0	0.502	0.109	0.025	0.0	Bundle sheath
+Zm00001d018838		0.0	0.83	0.126	0.007	0.0	Bundle sheath
+Zm00001d018867		0.0	0.564	0.566	0.323	0.024	Bundle sheath
+Zm00001d018868		0.0,0.0,0.0	-0.316,0.479,0.935	0.127,0.246,0.304	0.191,0.132,0.138	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d018869	 aldehyde oxidase5	0.0	0.421	0.117	0.034	0.0	Bundle sheath
+Zm00001d018872	ankyrin repeat family protein / regulator of chromosome condensation (RCC1) family protein	0.0	1.093	0.417	0.151	0.0	Bundle sheath
+Zm00001d018884	Ubiquitin-conjugating enzyme E2 2	0.0,0.0,0.0,0.0	-0.287,0.66,0.794,0.441	0.42,0.592,0.648,1.0	0.475,0.419,0.429,0.984	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d018895	HNH endonuclease	0.0	0.534	0.113	0.013	0.0	Bundle sheath
+Zm00001d018901	protein containing PDZ domain a K-box domain and a TPR region	0.0,0.0,0.0	-0.766,1.638,2.257	0.179,0.554,0.999	0.303,0.178,0.491	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d018908		0.0	0.323	0.509	0.151	0.0	Bundle sheath
+Zm00001d018911		0.0	0.347	0.102	0.07	0.028	Subsidiary
+Zm00001d018929	Type IV inositol polyphosphate 5-phosphatase 7	0.0	0.858	0.116	0.024	0.0	Subsidiary
+Zm00001d018936	Probable ribose-5-phosphate isomerase 3 chloroplastic	0.0	3.671	1.0	0.1	0.0	Bundle sheath
+Zm00001d018940	 early light inducible protein2	0.0	1.396	0.159	0.001	0.0	Guard cell
+Zm00001d018959	ABC transporter F family member 4	0.0	0.379	0.528	0.166	0.0	Bundle sheath
+Zm00001d018962	Whole genome shotgun sequence of line PN40024 scaffold_179.assembly12x (Fragment)	0.0	0.863	0.115	0.029	0.0	Subsidiary
+Zm00001d018965	Xylanase inhibitor protein 1  	0.0	0.251	0.226	0.024	0.0	Bundle sheath
+Zm00001d018967	Transcription factor bHLH7	0.0	0.459	0.509	0.163	0.0	Bundle sheath
+Zm00001d018973	IAA24-auxin-responsive Aux/IAA family member  	0.0,0.0,0.0	-0.525,-0.405,1.371	0.183,0.141,0.436	0.257,0.2,0.181	0.0,0.018,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d018981	 histone1a	0.0	2.358	0.341	0.019	0.0	Guard cell
+Zm00001d018983	Serine/threonine-protein kinase WNK2	0.0,0.0,0.0,0.0	0.854,-1.218,-0.852,1.104	0.519,0.331,0.308,0.755	0.385,0.505,0.506,0.185	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d019034	 thioredoxin h homolog2	0.0	1.019	0.239	0.092	0.0	Bundle sheath
+Zm00001d019052	Peptidyl-prolyl cis-trans isomerase  	0.0	1.404	0.97	0.226	0.0	Mesophyll
+Zm00001d019054	Methylmalonate-semialdehyde dehydrogenase [acylating] mitochondrial	0.0	-0.421	0.039	0.103	0.0	Subsidiary
+Zm00001d019060	 deoxy xylulose synthase 2	0.0	0.902	0.112	0.033	0.0	Mesophyll
+Zm00001d019062	 membrane H(+)-ATPase3	0.0,0.0	1.676,1.628	0.204,0.83	0.014,0.03	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d019078	AAA-ATPase ASD mitochondrial	0.0,0.0	1.587,1.048	0.213,0.736	0.002,0.112	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d019091	Vesicle-associated membrane protein 722	0.0	1.257	0.905	0.434	0.0	Mesophyll
+Zm00001d019117		0.0,0.0	0.406,-0.37	0.359,0.166	0.255,0.268	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d019123	Survival protein SurE-like phosphatase/nucleotidase	0.0,0.0	0.664,0.368	0.2,0.509	0.049,0.145	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d019124	 viviparous9	0.0,0.0,0.0	-0.492,1.032,1.477	0.173,0.431,0.5	0.265,0.173,0.19	0.0,0.0,0.001	Pavement cells,Mesophyll,Guard cell
+Zm00001d019163	Stachyose synthase  	0.0,0.0,0.0,0.0	0.997,-1.268,-1.692,-1.585	0.254,0.155,0.066,0.096	0.168,0.243,0.249,0.239	0.0,0.0,0.0,0.005	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d019170	Transcription factor TT8	0.0	1.838	0.164	0.003	0.0	Pavement cells
+Zm00001d019177	Chloroplast stem-loop binding protein of 41 kDa a chloroplastic	0.0	0.912	0.792	0.036	0.0	Bundle sheath
+Zm00001d019186	Acyl carrier protein  	0.0	0.503	0.849	0.54	0.0	Bundle sheath
+Zm00001d019191	ADP-ribosylation factor A1F	0.0	1.381	0.994	0.604	0.0	Mesophyll
+Zm00001d019194		0.0	0.592	0.106	0.04	0.0	Subsidiary
+Zm00001d019217	ABC2 homolog 13	0.0,0.0	0.377,0.485	0.13,0.161	0.054,0.058	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d019225	Amino acid transporter ANT1	0.0,0.0	1.478,0.352	0.205,0.377	0.04,0.092	0.001,0.0	Guard cell,Bundle sheath
+Zm00001d019237	L-ascorbate peroxidase 2 cytosolic	0.0,0.0	1.011,-1.338	0.152,0.041	0.085,0.145	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d019260		0.0	1.3	0.717	0.002	0.0	Bundle sheath
+Zm00001d019279	Cytidine/deoxycytidylate deaminase family protein%3B Putative cytidine deaminase  	0.0	0.888	0.114	0.015	0.002	Guard cell
+Zm00001d019311	IAA-amino acid hydrolase ILR1	0.0,0.0	1.774,0.255	0.227,0.566	0.011,0.24	0.0,0.003	Guard cell,Bundle sheath
+Zm00001d019312	 beta glucosidase aggregating factor1	0.0	3.158	0.736	0.026	0.0	Bundle sheath
+Zm00001d019354		0.0,0.0,0.0,0.0	-1.281,1.22,1.524,0.403	0.09,0.413,0.376,0.252	0.314,0.113,0.116,0.132	0.0,0.0,0.0,0.01	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d019358	B12D protein  	0.0	-0.616	0.134	0.264	0.0	Subsidiary
+Zm00001d019376	Aldehyde oxidase/xanthine dehydrogenase molybdopterin binding protein	0.0	0.468	0.453	0.005	0.0	Bundle sheath
+Zm00001d019397	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0,0.0	0.457,0.594	0.122,0.17	0.046,0.05	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d019398	ABC transporter G family member 11	0.0	0.719	0.134	0.045	0.0	Subsidiary
+Zm00001d019414	Cytochrome P450 71B10	0.0	0.665	0.126	0.021	0.0	Mesophyll
+Zm00001d019415	Cytochrome P450 71B10	0.0	0.98	0.194	0.025	0.0	Mesophyll
+Zm00001d019439	Dehydrogenase/reductase SDR family member 2  	0.0,0.0	0.547,0.434	0.113,0.849	0.06,0.502	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d019454	PGR5-like protein 1B chloroplastic	0.0,0.0,0.0	-1.255,2.284,2.925	0.025,0.479,0.999	0.188,0.026,0.302	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d019457	CASP-like protein 1D1	0.0,0.0,0.0	0.628,-0.781,-0.727	0.109,0.014,0.022	0.038,0.101,0.1	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d019479	 granule-bound starch synthase1b	0.0	1.674	0.981	0.526	0.0	Bundle sheath
+Zm00001d019501	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0,0.0,0.0,0.0	-2.067,3.059,2.366,1.569	0.015,0.643,0.557,0.295	0.266,0.021,0.058,0.062	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d019507	Cellulose synthase-7  	0.0,0.0,0.0,0.0,0.0	0.451,0.774,-1.275,-1.051,-1.118	0.238,0.32,0.066,0.065,0.065	0.131,0.212,0.228,0.228,0.219	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d019518	Photosystem I reaction center subunit IV A  	0.0,0.0,0.0,0.0	-0.926,1.689,1.725,0.753	0.041,0.292,0.296,1.0	0.139,0.043,0.058,0.999	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d019534	Serine carboxypeptidase-like 19	0.0,0.0,0.0	-0.461,1.029,0.39	0.153,0.28,0.287	0.214,0.157,0.163	0.0,0.0,0.044	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d019563	Aquaporin PIP2-1  	0.0,0.0,0.0,0.0,0.0	1.297,-0.91,-1.484,-1.098,-1.11	0.582,0.409,0.316,0.335,0.37	0.348,0.543,0.553,0.551,0.538	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d019573	 crs2 associated factor1	0.0,0.0	0.496,-0.257	0.191,0.055	0.093,0.103	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d019587		0.0	0.391	0.126	0.049	0.005	Bundle sheath
+Zm00001d019591	Ubiquinone biosynthesis protein ubiB  	0.0	0.409	0.287	0.179	0.0	Mesophyll
+Zm00001d019595	Regulator of chromosome condensation (RCC1) family protein	0.0,0.0	0.409,0.473	0.229,0.623	0.181,0.292	0.006,0.0	Subsidiary,Bundle sheath
+Zm00001d019605	NAD(P)H-quinone oxidoreductase subunit 6 chloroplastic	0.0	1.028	0.317	0.124	0.0	Bundle sheath
+Zm00001d019613	Probable O-methyltransferase 2	0.0,0.0	-1.682,2.998	0.059,0.571	0.212,0.054	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d019627	ABC transporter B family member 28	0.0,0.0,0.0	-0.464,0.943,0.49	0.081,0.266,0.235	0.15,0.082,0.093	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d019629	Dehydrodolichyl diphosphate synthase 1	0.0,0.0	0.711,-1.268	0.453,0.071	0.269,0.292	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d019631	Potassium transporter 10	0.0	-0.481	0.068	0.162	0.0	Subsidiary
+Zm00001d019670	Kinesin-like protein KIN-4A	0.0,0.0,0.0	0.673,-1.113,0.489	0.409,0.05,0.585	0.227,0.249,0.254	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d019672	Type I inositol polyphosphate 5-phosphatase 2	0.0,0.0	2.389,0.642	0.409,0.377	0.002,0.003	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d019698	Cyclase family protein	0.0,0.0,0.0,0.0	0.932,-1.471,-1.396,-1.027	0.697,0.373,0.36,0.396	0.477,0.675,0.675,0.657	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d019700	Protein LONGIFOLIA 2	0.0	1.7	0.136	0.001	0.0	Guard cell
+Zm00001d019703	Na+/H+ antiporter%2C probable CP0838  	0.0	0.491	0.126	0.045	0.0	Mesophyll
+Zm00001d019721	Triacylglycerol lipase 1	0.0	-0.699	0.054	0.164	0.0	Subsidiary
+Zm00001d019724		0.0,0.0,0.0,0.0	0.668,-1.032,-0.867,-1.708	0.706,0.475,0.42,0.339	0.531,0.687,0.69,0.676	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d019850	Fatty acyl-CoA reductase 1	0.0,0.0	1.953,1.355	0.339,0.906	0.005,0.003	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d019899	Rhodanese-like domain-containing protein 9 chloroplastic	0.0,0.0	0.878,1.001	0.134,0.885	0.006,0.264	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d019920	Protein SMG7	0.0,0.0	-0.334,0.674	0.23,0.394	0.296,0.232	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d019936	Heavy metal-associated domain containing protein [Source:UniProtKB/TrEMBL;Acc:B4FT05]	0.0,0.0,0.0	1.055,-0.705,-0.968	0.281,0.068,0.045	0.132,0.144,0.146	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d019944	BTB/POZ domain-containing protein 	0.0,0.0,0.0,0.0	0.741,-0.587,-0.544,-0.783	0.212,0.143,0.146,0.075	0.118,0.197,0.198,0.202	0.0,0.011,0.001,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d019976	phosphoglucosamine mutase family protein	0.0,0.0	1.581,0.306	0.248,0.34	0.002,0.001	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d019978	Sodium/hydrogen exchanger  	0.0	-0.471	0.236	0.301	0.0	Mesophyll
+Zm00001d019985	GDSL esterase/lipase 	0.0	1.168	0.765	0.17	0.0	Mesophyll
+Zm00001d020002	Chlorophyll A-B binding family protein	0.0	0.384	0.13	0.061	0.0	Mesophyll
+Zm00001d020003	Ubiquitin-conjugating enzyme E2 variant 1C	0.0	0.619	0.981	0.955	0.0	Bundle sheath
+Zm00001d020008	Indole-3-glycerol phosphate synthase chloroplastic	0.0	1.296	0.129	0.012	0.0	Mesophyll
+Zm00001d020030	Probable NAD(P)H dehydrogenase subunit CRR3 chloroplastic	0.0	0.385	0.472	0.184	0.0	Bundle sheath
+Zm00001d020036	Embryonic flower 2%3B VEF family protein  	0.0,0.0	0.283,0.49	0.412,0.491	0.316,0.321	0.0,0.002	Mesophyll,Bundle sheath
+Zm00001d020108	Galactose mutarotase-like superfamily protein	0.0	2.871	1.0	0.574	0.0	Bundle sheath
+Zm00001d020117		0.0,0.0	-0.3,0.319	0.071,0.142	0.116,0.075	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d020136	WRKY74-superfamily of TFs having WRKY and zinc finger domains  	0.0,0.0,0.0	0.386,-0.34,-0.372	0.13,0.083,0.05	0.077,0.123,0.125	0.0,0.041,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d020137	Probable WRKY transcription factor 30	0.0,0.0,0.0	-0.663,0.437,-0.58	0.288,0.516,0.242	0.394,0.379,0.399	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d020140		0.0	0.4	0.39	0.281	0.0	Mesophyll
+Zm00001d020170	Sulfite exporter TauE/SafE family protein	0.0,0.0,0.0	-1.169,2.017,1.818	0.041,0.4,0.4	0.185,0.045,0.066	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d020171	Leucine-rich repeat (LRR) family protein	0.0,0.0,0.0	0.97,-0.943,-1.05	0.155,0.048,0.026	0.053,0.142,0.143	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d020172	Probable LRR receptor-like serine/threonine-protein kinase 	0.0,0.0,0.0,0.0	0.917,-0.72,-0.744,-0.95	0.165,0.082,0.08,0.031	0.062,0.148,0.15,0.153	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d020208	ABC transporter A family member 7	0.0	0.651	0.187	0.062	0.0	Bundle sheath
+Zm00001d020209		0.0	0.32	0.121	0.059	0.0	Mesophyll
+Zm00001d020227		0.0	-0.318	0.227	0.343	0.0	Subsidiary
+Zm00001d020233		0.0,0.0,0.0	0.62,-0.274,0.595	0.338,0.111,0.317	0.166,0.183,0.177	0.0,0.0,0.002	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d020272	 trehalose-6-phosphate phosphatase8	0.0,0.0	1.131,0.871	0.196,0.868	0.031,0.538	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d020283		0.0	0.316	0.142	0.094	0.001	Pavement cells
+Zm00001d020306	Strictosidine synthase 3  	0.0,0.0,0.0,0.0,0.0	1.573,-0.529,-2.005,-1.825,-2.293	0.541,0.409,0.15,0.145,0.109	0.214,0.482,0.502,0.501,0.482	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d020315		0.0	0.355	0.133	0.084	0.0	Pavement cells
+Zm00001d020325	Putative potassium transporter 12	0.0,0.0,0.0	0.492,-0.487,-0.507	0.142,0.066,0.05	0.071,0.133,0.134	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d020329	Remorin family protein	0.0,0.0	0.257,-0.445	0.115,0.054	0.082,0.113	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d020343	Probable acyl-activating enzyme 17 peroxisomal	0.0,0.0	0.45,0.295	0.126,0.321	0.042,0.038	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d020345	Nucleobase-ascorbate transporter 6	0.0,0.0,0.0,0.0,0.0	0.844,-0.513,-1.562,-0.317,-1.138	0.339,0.248,0.063,0.205,0.104	0.162,0.308,0.323,0.312,0.307	0.0,0.002,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d020371	Endoglucanase 11	0.0,0.0	-0.798,1.667	0.16,0.409	0.256,0.163	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d020380	alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0,0.0	0.616,-0.566,-0.731,-0.331	0.227,0.158,0.112,0.138	0.134,0.212,0.216,0.214	0.0,0.012,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d020381		0.0	0.28	0.118	0.085	0.0	Pavement cells
+Zm00001d020383		0.0	1.132	0.1	0.002	0.0	Subsidiary
+Zm00001d020392	Probable xyloglucan endotransglucosylase/hydrolase protein 28	0.0	1.157	0.136	0.001	0.0	Guard cell
+Zm00001d020402	Probable cinnamyl alcohol dehydrogenase 6	0.0,0.0,0.0,0.0,0.0	0.71,-0.597,-0.754,-0.501,-0.774	0.818,0.748,0.67,0.621,0.661	0.671,0.792,0.799,0.802,0.791	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d020409	Protein TIFY 6B	0.0	0.433	0.216	0.174	0.025	Subsidiary
+Zm00001d020429		0.0,0.0,0.0	-0.318,0.29,0.298	0.063,0.111,0.11	0.103,0.068,0.068	0.0,0.001,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d020434	NAD(P)H-quinone oxidoreductase subunit L chloroplastic	0.0	1.377	0.981	0.99	0.0	Bundle sheath
+Zm00001d020438	Peptidyl-prolyl cis-trans isomerase NIMA-interacting 4  	0.0	0.476	0.186	0.083	0.0	Mesophyll
+Zm00001d020457	Transcription factor MYB30	0.0,0.0,0.0	0.436,-0.925,-0.829	0.152,0.018,0.017	0.076,0.146,0.138	0.0,0.0,0.005	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d020463	Sugar transport protein 7	0.0,0.0,0.0,0.0	1.121,-0.947,-1.795,-1.623	0.531,0.33,0.15,0.204	0.306,0.499,0.511,0.49	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d020486	Probable CCR4-associated factor 1 homolog 11	0.0	0.312	0.566	0.236	0.0	Bundle sheath
+Zm00001d020492	Probable WRKY transcription factor 40	0.0	1.898	0.981	0.574	0.0	Bundle sheath
+Zm00001d020500		0.0,0.0,0.0,0.0	-0.618,1.279,-0.394,1.138	0.105,0.364,0.067,0.339	0.196,0.105,0.126,0.12	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d020510	Cytochrome c oxidase copper chaperone  	0.0,0.0	0.629,0.583	0.143,0.774	0.044,0.359	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d020511	Ubiquitin-NEDD8-like protein RUB1	0.0,0.0	0.621,0.492	0.178,0.981	0.07,0.928	0.0,0.001	Bundle sheath,Bundle sheath
+Zm00001d020524	Zinc finger protein 346	0.0	0.911	0.174	0.038	0.0	Bundle sheath
+Zm00001d020530	 hydroxycinnamoyltransferase11	0.0,0.0,0.0,0.0	0.458,-0.62,-0.446,-0.312	0.153,0.085,0.095,0.087	0.094,0.145,0.146,0.146	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d020538	Tsi1-interacting protein TSIP1  	0.0	0.458	0.185	0.104	0.0	Mesophyll
+Zm00001d020541		0.0	0.253	0.107	0.083	0.021	Pavement cells
+Zm00001d020552		0.0	0.708	1.0	0.907	0.001	Bundle sheath
+Zm00001d020556	WAT1-related protein 	0.0,0.0	0.831,0.808	0.141,0.157	0.033,0.039	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d020557	Glossy1  	0.0,0.0,0.0,0.0,0.0	1.13,-0.573,-2.412,-0.434,-2.335	0.633,0.437,0.143,0.471,0.13	0.329,0.582,0.606,0.582,0.579	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d020572	Pentatricopeptide repeat-containing protein 	0.0,0.0,0.0	-0.467,0.379,0.625	0.119,0.213,0.194	0.193,0.128,0.129	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d020589	DUF581 family protein	0.0	1.124	0.144	0.035	0.0	Subsidiary
+Zm00001d020595	Ethylene response factor  	0.0,0.0	0.557,0.794	0.112,0.868	0.039,0.464	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d020602	alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0,0.0	-0.415,0.429,0.471,0.557	0.096,0.199,0.147,0.248	0.164,0.102,0.106,0.108	0.0,0.0,0.001,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d020603	Eukaryotic initiation factor 4F subunit p150 isoform 1	0.0,0.0	-0.458,0.285	0.061,0.434	0.147,0.187	0.0,0.02	Subsidiary,Bundle sheath
+Zm00001d020607	Dormancy-associated protein homolog 3	0.0	0.496	0.241	0.146	0.0	Pavement cells
+Zm00001d020614	 ZIM-transcription factor 28	0.0,0.0,0.0,0.0	0.731,-1.148,-0.942,1.065	0.207,0.072,0.067,0.976	0.109,0.194,0.196,0.736	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Mesophyll
+Zm00001d020622	BRCT domain-containing DNA repair protein	0.0,0.0,0.0	0.47,-0.392,-0.645	0.195,0.139,0.08	0.131,0.185,0.189	0.0,0.017,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d020623	Copper transporter 5	0.0	0.543	0.114	0.047	0.0	Mesophyll
+Zm00001d020636	Cysteine proteinase 2  	0.0,0.0,0.0,0.0	0.298,0.287,-0.278,-0.761	0.586,0.715,0.525,0.386	0.526,0.567,0.578,0.587	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d020639	Probable GTP diphosphokinase RSH2 chloroplastic	0.0,0.0,0.0	-0.424,0.566,0.817	0.139,0.242,0.291	0.197,0.145,0.149	0.0,0.0,0.0	Pavement cells,Pavement cells,Bundle sheath
+Zm00001d020670		0.0	0.354	0.1	0.054	0.0	Pavement cells
+Zm00001d020685	65-kDa microtubule-associated protein 6	0.0,0.0,0.0,0.0,0.0	1.203,-1.031,-1.113,-1.071,-1.188	0.233,0.11,0.059,0.068,0.074	0.076,0.208,0.213,0.212,0.204	0.0,0.0,0.0,0.0,0.024	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d020686	 1-aminocyclopropane-1-carboxylate oxidase2	0.0,0.0	0.764,0.991	0.122,0.604	0.021,0.014	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d020692	Beta-13-galactosyltransferase 7	0.0,0.0,0.0	-0.775,0.414,1.271	0.031,0.1,0.193	0.113,0.043,0.037	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d020694	Thylakoidal processing peptidase 1 chloroplastic	0.0,0.0	0.402,-0.427	0.228,0.169	0.169,0.22	0.0,0.002	Pavement cells,Mesophyll
+Zm00001d020707	Probable carboxylesterase 2	0.0	0.475	0.453	0.03	0.0	Bundle sheath
+Zm00001d020714	Heat shock factor protein 4  	0.0,0.0	1.163,0.423	0.157,0.566	0.018,0.249	0.0,0.004	Pavement cells,Bundle sheath
+Zm00001d020717	 abscisic acid 8'-hydroxylase4	0.0,0.0	-3.235,4.467	0.036,0.728	0.323,0.048	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d020727	ARP protein (REF)	0.0	0.511	0.294	0.178	0.0	Mesophyll
+Zm00001d020760		0.0	0.288	0.23	0.156	0.0	Pavement cells
+Zm00001d020764	 carbonic anhydrase5	0.0,0.0	0.489,-1.65	0.52,0.12	0.399,0.523	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d020773	FIP1  	0.0	1.186	0.242	0.047	0.0	Pavement cells
+Zm00001d020780	 glutathione transferase23	0.0,0.0,0.0	0.411,-0.557,1.156	0.106,0.022,0.83	0.048,0.1,0.297	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d020781	Purine permease 3	0.0	0.254	0.245	0.015	0.0	Bundle sheath
+Zm00001d020804	Homeobox-leucine zipper protein ATHB-6	0.0,0.0,0.0	0.641,-0.613,-0.983	0.248,0.172,0.073	0.153,0.233,0.241	0.0,0.001,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d020807	Signal transducer	0.0	0.384	0.132	0.094	0.013	Subsidiary
+Zm00001d020808	Peroxidase 17	0.0	0.646	0.109	0.021	0.0	Bundle sheath
+Zm00001d020811	ABC transporter G family member 11	0.0,0.0,0.0	0.554,-0.924,-1.1	0.179,0.032,0.017	0.096,0.172,0.165	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d020834	Transcription factor BIM2	0.0,0.0,0.0	0.381,-0.413,1.967	0.176,0.047,0.5	0.101,0.109,0.104	0.0,0.0,0.0	Pavement cells,Subsidiary,Guard cell
+Zm00001d020835	Prolyl oligopeptidase family protein	0.0	0.665	0.196	0.123	0.0	Subsidiary
+Zm00001d020838	movement protein binding protein 2C	0.0	0.254	0.264	0.052	0.0	Bundle sheath
+Zm00001d020852	Cellulose synthase-like protein E1	0.0,0.0,0.0,0.0	-2.108,3.443,-1.361,2.406	0.097,0.773,0.035,0.995	0.321,0.094,0.147,0.208	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d020867	Subtilisin-like protease SBT5.3	0.0	0.896	0.137	0.002	0.0	Mesophyll
+Zm00001d020877	Photosystem I reaction center subunit V chloroplastic	0.0,0.0	0.761,0.384	0.141,0.104	0.018,0.026	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d020892	Sodium/hydrogen exchanger 6	0.0	1.221	0.159	0.009	0.0	Guard cell
+Zm00001d020902		0.0	0.488	0.906	0.789	0.0	Bundle sheath
+Zm00001d020910	Induced stolen tip protein TUB8  	0.0,0.0	1.379,2.305	0.17,0.604	0.008,0.006	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d020932	Helix-loop-helix DNA-binding domain containing protein  	0.0,0.0,0.0,0.0	-2.273,-1.206,-0.883,3.676	0.099,0.058,0.083,0.755	0.303,0.142,0.142,0.096	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d020936		0.0	0.705	0.127	0.027	0.0	Mesophyll
+Zm00001d020950		0.0	0.485	0.811	0.485	0.0	Bundle sheath
+Zm00001d020957	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0	0.66,1.125	0.11,0.811	0.014,0.075	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d020965	Proton pump-interactor 1	0.0,0.0	0.415,-0.581	0.25,0.058	0.148,0.16	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d020967	TMV response-related protein  	0.0	0.375	0.472	0.13	0.0	Bundle sheath
+Zm00001d020989		0.0	0.26	0.315	0.22	0.0	Mesophyll
+Zm00001d021000	ATPase 4 plasma membrane-type	0.0,0.0,0.0	-0.353,0.641,0.513	0.644,0.78,0.783	0.715,0.649,0.657	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d021032		0.0	0.275	0.241	0.178	0.002	Pavement cells
+Zm00001d021050	Ribulose-phosphate 3-epimerase  	0.0	0.597	0.906	0.52	0.0	Bundle sheath
+Zm00001d021069		0.0,0.0	-1.185,2.325	0.028,0.315	0.119,0.027	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d021071	hydroxyproline-rich glycoprotein family protein	0.0	0.511	0.112	0.062	0.0	Subsidiary
+Zm00001d021073	transferases transferring acyl groups other than amino-acyl groups;acyltransferases	0.0,0.0	1.164,-1.047	0.362,0.02	0.129,0.148	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d021119	Beta-glucosidase 11	0.0,0.0,0.0,0.0,0.0	-1.151,0.277,1.875,-0.499,1.671	0.279,0.462,0.739,0.213,0.678	0.484,0.311,0.288,0.325,0.315	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d021138		0.0	0.27	0.233	0.186	0.0	Pavement cells
+Zm00001d021160		0.0	0.65	0.585	0.19	0.0	Bundle sheath
+Zm00001d021180	BAG-associated GRAM protein 1	0.0,0.0,0.0	0.522,-0.552,-0.581	0.292,0.181,0.143	0.198,0.281,0.283	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d021196	DEAD-box ATP-dependent RNA helicase 7	0.0	-0.414	0.102	0.148	0.003	Mesophyll
+Zm00001d021224	F-box protein PP2-A13	0.0	-0.51	0.085	0.181	0.0	Subsidiary
+Zm00001d021225		0.0	0.333	0.397	0.29	0.0	Mesophyll
+Zm00001d021231	RHOMBOID-like protein 3	0.0,0.0	0.617,0.377	0.178,0.943	0.084,0.882	0.019,0.041	Bundle sheath,Bundle sheath
+Zm00001d021241		0.0	0.391	0.139	0.057	0.0	Mesophyll
+Zm00001d021245	Rhodanese-like domain containing protein  	0.0,0.0	1.212,1.838	0.222,0.996	0.024,0.679	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d021246	Ras-related protein RABA3	0.0,0.0,0.0,0.0	-1.421,1.178,-0.864,0.356	0.16,0.594,0.257,0.528	0.402,0.372,0.387,0.194	0.0,0.0,0.023,0.0	Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d021248	NC domain-containing protein-related	0.0	0.391	0.185	0.112	0.0	Pavement cells
+Zm00001d021249	Bifunctional UDP-glucose 4-epimerase and UDP-xylose 4-epimerase 1	0.0,0.0	0.67,0.308	0.101,0.126	0.041,0.044	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d021278	B-box zinc finger protein 19	0.0	0.749	0.906	0.491	0.0	Bundle sheath
+Zm00001d021291	Two-component response regulator-like APRR9	0.0,0.0	-0.285,0.414	0.111,0.188	0.148,0.115	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d021295	DNA photolyases;DNA photolyases	0.0,0.0,0.0	-0.523,1.059,0.843	0.058,0.254,0.257	0.131,0.059,0.07	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d021301	 LON peptidase1	0.0,0.0,0.0,0.0	0.631,-0.48,-0.708,-0.538	0.382,0.297,0.261,0.226	0.265,0.363,0.366,0.368	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d021310	Triosephosphate isomerase  	0.0,0.0,0.0	1.037,2.549,2.538	0.187,0.455,0.998	0.026,0.036,0.189	0.0,0.0,0.0	Mesophyll,Guard cell,Mesophyll
+Zm00001d021318	DNA-(apurinic or apyrimidinic site) lyase 2	0.0	0.528	0.265	0.223	0.004	Subsidiary
+Zm00001d021342	Protein kinase superfamily protein	0.0	0.361	0.396	0.012	0.0	Bundle sheath
+Zm00001d021351	Probable plastid-lipid-associated protein 12 chloroplastic	0.0,0.0	-0.335,0.804	0.092,0.259	0.147,0.091	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d021370	Protein CURVATURE THYLAKOID 1B chloroplastic	0.0	0.995	0.121	0.01	0.0	Mesophyll
+Zm00001d021371	ALA-interacting subunit 1	0.0	-0.557	0.032	0.127	0.0	Subsidiary
+Zm00001d021375		0.0	0.314	0.981	0.839	0.02	Bundle sheath
+Zm00001d021379		0.0	0.353	0.126	0.051	0.02	Bundle sheath
+Zm00001d021396	Probable anion transporter 6 chloroplastic	0.0,0.0,0.0,0.0	-0.573,1.342,-0.306,0.587	0.201,0.535,0.149,0.391	0.302,0.198,0.225,0.219	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d021403	 indeterminate1 domain7	0.0	1.442	0.23	0.005	0.0	Mesophyll
+Zm00001d021407		0.0	0.336	0.112	0.046	0.0	Mesophyll
+Zm00001d021410	Phytoene synthase chloroplastic	0.0,0.0,0.0,0.0	-2.034,3.207,1.239,0.621	0.008,0.407,0.178,0.642	0.162,0.012,0.036,0.255	0.0,0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d021413	Protein PIN-LIKES 7	0.0,0.0,0.0	1.001,-1.226,-1.43	0.51,0.338,0.247	0.372,0.494,0.5	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d021417		0.0	0.276	0.472	0.202	0.013	Bundle sheath
+Zm00001d021420	Nudix hydrolase 23 chloroplastic	0.0,0.0,0.0,0.0	0.363,0.383,-0.938,-0.419	0.445,0.543,0.268,0.291	0.35,0.421,0.438,0.436	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d021450	Cytokinin riboside 5'-monophosphate phosphoribohydrolase LOG5	0.0,0.0,0.0	-2.134,3.283,0.66	0.02,0.643,0.472	0.265,0.028,0.153	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d021473	ATP binding protein  	0.0,0.0	0.568,-0.319	0.294,0.098	0.153,0.167	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d021512		0.0	-0.257	0.094	0.158	0.0	Subsidiary
+Zm00001d021515	Photosynthetic NDH subunit of subcomplex B 3 chloroplastic	0.0,0.0	1.464,2.301	0.222,0.962	0.007,0.452	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d021516	Calmodulin-binding transcription activator 5	0.0,0.0	-0.423,1.205	0.247,0.432	0.302,0.246	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d021524	Protein VASCULAR ASSOCIATED DEATH 1 chloroplastic	0.0	-0.389	0.052	0.102	0.0	Mesophyll
+Zm00001d021526	Nucleoside diphosphate kinase family protein	0.0,0.0	0.359,1.878	0.214,1.0	0.131,0.981	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d021528	MATH domain containing protein; Os10g0478500 protein	0.0,0.0	-0.337,0.866	0.085,0.229	0.13,0.084	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d021558	(S)-ureidoglycine aminohydrolase	0.0,0.0,0.0	-0.492,1.057,0.932	0.057,0.266,0.239	0.129,0.057,0.069	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d021565	Disease resistance protein RPM1	0.0,0.0,0.0,0.0,0.0	0.753,0.356,-1.402,-1.153,-1.199	0.446,0.562,0.223,0.191,0.283	0.302,0.411,0.433,0.434,0.42	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d021569	Transparent testa 12 protein  	0.0,0.0	0.25,-0.513	0.109,0.027	0.082,0.109	0.001,0.0	Pavement cells,Subsidiary
+Zm00001d021574	Protein LAZ1	0.0,0.0,0.0	0.726,-1.152,-0.261	0.322,0.183,0.229	0.225,0.312,0.308	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d021584	Protein kinase superfamily protein	0.0	0.368	0.122	0.05	0.0	Mesophyll
+Zm00001d021592		0.0	0.351	0.126	0.045	0.0	Bundle sheath
+Zm00001d021596	 adenosine 5'-phosphosulfate reductase-like1	0.0,0.0	0.418,-0.868	0.444,0.326	0.37,0.437	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d021598	Glucan endo-1%2C3-beta-glucosidase 3  	0.0,0.0	0.768,-0.413	0.395,0.106	0.182,0.202	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d021615	Cathepsin B-like cysteine proteinase 3  	0.0,0.0	0.744,-0.683	0.437,0.139	0.257,0.275	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d021621		0.0	0.36	0.117	0.061	0.0	Pavement cells
+Zm00001d021653	Glucose-6-phosphate/phosphate translocator 2  	0.0	0.703	0.109	0.009	0.0	Bundle sheath
+Zm00001d021668	Protein translation factor SUI1 homolog  	0.0,0.0,0.0,0.0	-0.498,0.93,-0.308,1.102	0.186,0.353,0.145,0.413	0.264,0.19,0.205,0.199	0.0,0.0,0.002,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d021672	Pyruvate phosphate dikinase regulatory protein 2	0.0	1.534	0.943	0.008	0.0	Bundle sheath
+Zm00001d021686	Receptor-like serine-threonine protein kinase  	0.0,0.0	-0.482,0.666	0.079,0.225	0.146,0.135	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d021703	 oxygen evolving complex2	0.0,0.0,0.0,0.0	-0.935,1.837,0.268,1.01	0.013,0.3,0.126,0.999	0.117,0.013,0.032,0.981	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Mesophyll
+Zm00001d021708	Pentatricopeptide repeat-containing protein  chloroplastic	0.0,0.0	0.541,0.55	0.155,0.152	0.051,0.057	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d021729	 kinase interacting kinase1	0.0,0.0,0.0	0.341,-0.626,-0.379	0.184,0.09,0.099	0.131,0.18,0.179	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d021739	PLAC8 family protein	0.0,0.0	-0.337,0.421	0.091,0.304	0.158,0.152	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d021752	Equilibrative nucleotide transporter 2	0.0,0.0	0.5,0.355	0.18,0.159	0.078,0.077	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d021753	Equilibrative nucleotide transporter 2	0.0	0.954	0.214	0.044	0.0	Pavement cells
+Zm00001d021762		0.0	0.291	0.155	0.097	0.0	Mesophyll
+Zm00001d021763	 photosystem II subunit29	0.0,0.0,0.0,0.0	-1.212,2.284,0.357,1.516	0.042,0.379,0.17,0.994	0.158,0.042,0.063,0.962	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Mesophyll
+Zm00001d021764	Protein THYLAKOID FORMATION 1 chloroplastic	0.0,0.0	0.381,0.382	0.159,0.134	0.09,0.09	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d021770	Peroxisomal isocitrate dehydrogenase [NADP]	0.0	0.467	0.319	0.203	0.0	Mesophyll
+Zm00001d021773		0.0	0.292	0.34	0.12	0.019	Bundle sheath
+Zm00001d021775	Sugar carrier protein C  	0.0,0.0	0.843,3.611	0.104,0.568	0.024,0.024	0.0,0.0	Bundle sheath,Guard cell
+Zm00001d021784	Chlorophyll a-b binding protein of LHCII type III  	0.0,0.0	1.423,1.547	0.213,0.999	0.037,1.0	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d021785	Myosin-2	0.0,0.0	-1.503,2.656	0.086,0.572	0.268,0.09	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d021788	Elongation factor 1-alpha  	0.0,0.0,0.0	0.506,0.575,0.613	0.112,0.157,0.925	0.048,0.051,0.791	0.0,0.0,0.007	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d021806	HOPM interactor 7	0.0,0.0	0.321,-0.508	0.185,0.046	0.108,0.116	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d021810	Protein STRUBBELIG-RECEPTOR FAMILY 1	0.0,0.0,0.0	-1.356,0.611,2.12	0.144,0.364,0.563	0.372,0.175,0.162	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d021817	Probable protein phosphatase 2C 1	0.0	0.311	0.377	0.092	0.0	Bundle sheath
+Zm00001d021823	alpha 14-glycosyltransferase family protein	0.0	0.49	0.123	0.04	0.0	Pavement cells
+Zm00001d021829		0.0	0.332	0.147	0.089	0.0	Pavement cells
+Zm00001d021846	Insulin-degrading enzyme-like 1 peroxisomal	0.0,0.0	-0.657,0.362	0.336,0.547	0.556,0.285	0.0,0.036	Subsidiary,Bundle sheath
+Zm00001d021850	Cupredoxin superfamily protein	0.0,0.0,0.0	1.234,0.733,1.017	0.167,0.126,0.182	0.007,0.016,0.017	0.0,0.0,0.0	Mesophyll,Bundle sheath,Guard cell
+Zm00001d021858		0.0	0.298	0.186	0.108	0.0	Mesophyll
+Zm00001d021861	Vacuole membrane protein KMS1	0.0	0.531	0.117	0.027	0.0	Bundle sheath
+Zm00001d021881		0.0,0.0	0.348,-0.357	0.162,0.042	0.095,0.103	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d021890	SURP and G-patch domain-containing protein 1-like protein	0.0,0.0,0.0	-0.253,-0.487,0.756	0.567,0.524,0.693	0.629,0.581,0.571	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d021906	Chlorophyll a-b binding protein  	0.0,0.0,0.0,0.0,0.0	-1.15,2.096,1.085,1.083,0.666	0.015,0.33,0.191,0.182,1.0	0.132,0.016,0.036,0.037,0.999	0.0,0.0,0.0,0.016,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d021935	Putative polyol transporter 1	0.0,0.0,0.0,0.0,0.0	0.784,-0.812,-0.983,-1.232,1.101	0.195,0.085,0.046,0.035,0.547	0.094,0.18,0.184,0.177,0.057	0.0,0.0,0.0,0.001,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d021936	Putative polyol transporter 1	0.0	-0.838	0.02	0.127	0.0	Subsidiary
+Zm00001d021946		0.0	0.452	0.1	0.019	0.0	Bundle sheath
+Zm00001d021948	Probable serine/threonine-protein kinase WNK11	0.0,0.0	1.022,0.419	0.114,0.509	0.006,0.101	0.0,0.0	Guard cell,Bundle sheath
+Zm00001d021951	Spotted leaf protein 11  	0.0,0.0,0.0	-0.402,-0.511,1.279	0.135,0.079,0.332	0.174,0.147,0.13	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d021955		0.0	0.292	0.422	0.316	0.0	Pavement cells
+Zm00001d021956	Probable amino-acid acetyltransferase NAGS1 chloroplastic	0.0	0.39	0.566	0.113	0.0	Bundle sheath
+Zm00001d021958	NADH-ubiquinone oxidoreductase 18 kDa subunit  	0.0	0.61	0.943	0.698	0.0	Bundle sheath
+Zm00001d021962	Threonine--tRNA ligase chloroplastic/mitochondrial 2	0.0,0.0	0.728,0.495	0.167,0.143	0.031,0.039	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d021978	ARM repeat superfamily protein	0.0,0.0	0.945,0.498	0.13,0.698	0.035,0.297	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d021979	interferon-related developmental regulator family protein / IFRD protein family	0.0,0.0	0.345,0.512	0.143,0.174	0.075,0.079	0.0,0.005	Mesophyll,Bundle sheath
+Zm00001d021985	Formin-like protein 6	0.0	0.384	0.104	0.071	0.014	Subsidiary
+Zm00001d021995	LOB domain-containing protein 38	0.0	1.441	0.868	0.237	0.0	Bundle sheath
+Zm00001d022000		0.0,0.0	-0.809,-0.766	0.455,0.461	0.59,0.582	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d022005		0.0,0.0,0.0	1.043,-0.503,-0.931	0.263,0.072,0.026	0.117,0.128,0.131	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d022042	Eukaryotic translation initiation factor 5A  	0.0,0.0	0.843,1.871	0.348,1.0	0.188,0.998	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d022043	Saccharopine dehydrogenase  	0.0	0.369	0.415	0.054	0.0	Bundle sheath
+Zm00001d022045	tRNA/rRNA methyltransferase (SpoU) family protein	0.0	0.266	0.302	0.039	0.0	Bundle sheath
+Zm00001d022060	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0,0.0,0.0	1.021,-1.187,-0.916,-1.332	0.287,0.082,0.086,0.048	0.114,0.266,0.265,0.256	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d022062		0.0	0.643	0.566	0.236	0.0	Bundle sheath
+Zm00001d022106	Acidic leucine-rich nuclear phosphoprotein 32-related protein	0.0	1.597	0.341	0.077	0.0	Guard cell
+Zm00001d022107	Glyceraldehyde-3-phosphate dehydrogenase A	0.0,0.0	0.843,1.386	0.204,1.0	0.04,0.998	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d022111		0.0	0.355	0.102	0.06	0.0	Pavement cells
+Zm00001d022112	Stress-response A/B barrel domain-containing protein UP3	0.0	0.401	0.491	0.122	0.0	Bundle sheath
+Zm00001d022122	Probable GTP diphosphokinase RSH2 chloroplastic	0.0,0.0,0.0,0.0,0.0	0.458,0.668,-0.816,-1.284,-1.29	0.272,0.414,0.117,0.055,0.057	0.169,0.244,0.262,0.266,0.254	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d022126	root-specific kinase 1	0.0,0.0	-0.837,1.574	0.016,0.236	0.11,0.02	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d022139	Protein TIFY 10B	0.0,0.0,0.0,0.0	0.422,-0.346,0.699,0.479	0.164,0.06,0.222,1.0	0.097,0.104,0.1,0.981	0.0,0.002,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d022161	Putative paramyosin  	0.0	0.39	0.109	0.045	0.0	Mesophyll
+Zm00001d022189	Serine/arginine-rich splicing factor SC35	0.0,0.0	0.317,0.415	0.271,0.3	0.167,0.173	0.0,0.048	Mesophyll,Bundle sheath
+Zm00001d022200	Chaperone DnaJ-domain superfamily protein	0.0,0.0,0.0,0.0	-0.411,0.622,1.174,1.109	0.21,0.383,0.496,1.0	0.295,0.215,0.224,0.688	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d022227	 fused leaves1	0.0,0.0	0.51,-0.756	0.105,0.018	0.049,0.1	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d022229	Malate dehydrogenase chloroplastic	0.0	0.624	0.736	0.191	0.0	Bundle sheath
+Zm00001d022230	Probable mannan synthase 7	0.0	0.559	0.131	0.035	0.0	Mesophyll
+Zm00001d022239	VH1-interacting kinase	0.0,0.0	0.361,-0.665	0.177,0.111	0.128,0.17	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d022240	Pseudouridine synthase family protein	0.0	0.611	0.12	0.067	0.0	Subsidiary
+Zm00001d022241	DUF1997 family protein	0.0,0.0	-0.534,1.143	0.087,0.258	0.165,0.092	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d022242	PLASMODESMATA CALLOSE-BINDING PROTEIN 5	0.0	-0.485	0.194	0.254	0.0	Mesophyll
+Zm00001d022250	SNARE associated Golgi protein family	0.0,0.0	0.594,0.442	0.104,0.491	0.007,0.082	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d022254	Haloacid dehalogenase-like hydrolase (HAD) superfamily protein	0.0	0.459	0.17	0.001	0.0	Bundle sheath
+Zm00001d022264	 proteolipid membrane potential regulator5	0.0,0.0,0.0,0.0	0.846,-0.933,-1.367,-1.202	0.228,0.119,0.049,0.065	0.099,0.208,0.214,0.205	0.0,0.0,0.0,0.005	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d022272	CBL-interacting serine/threonine-protein kinase 1	0.0	0.367	0.205	0.11	0.0	Mesophyll
+Zm00001d022274	 pyruvate orthophosphate dikinase4	0.0,0.0,0.0	0.695,-0.812,-0.813	0.479,0.354,0.307	0.366,0.465,0.468	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d022308		0.0	0.506	0.774	0.304	0.0	Bundle sheath
+Zm00001d022324	Gamma carbonic anhydrase 2 mitochondrial	0.0	0.547	0.849	0.511	0.0	Bundle sheath
+Zm00001d022327	Probable carboxylesterase 18	0.0	0.505	1.0	0.906	0.0	Bundle sheath
+Zm00001d022354	cytochrome-c oxidases;electron carriers	0.0	0.391	0.887	0.666	0.002	Bundle sheath
+Zm00001d022373	S-adenosyl-L-methionine-dependent methyltransferases superfamily protein	0.0,0.0,0.0	0.421,-0.842,0.348	0.269,0.089,0.66	0.199,0.267,0.391	0.0,0.0,0.044	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d022374	Serine carboxypeptidase-like 40	0.0,0.0,0.0	-1.087,-0.501,2.234	0.096,0.075,0.42	0.192,0.117,0.094	0.0,0.005,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d022384		0.0	-0.39	0.187	0.238	0.006	Mesophyll
+Zm00001d022387	Rho GTPase-activating protein 7	0.0,0.0,0.0	0.61,-0.52,-0.594	0.344,0.251,0.176	0.239,0.329,0.334	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d022388	Ferredoxin-dependent glutamate synthase%2C chloroplastic  	0.0,0.0,0.0,0.0	0.259,-0.547,0.284,-0.747	0.372,0.298,0.453,0.194	0.325,0.367,0.357,0.375	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d022403	Glutaredoxin family protein	0.0	0.959	0.132	0.026	0.0	Subsidiary
+Zm00001d022406	Probable mitochondrial adenine nucleotide transporter BTL1	0.0,0.0	-0.395,0.976	0.089,0.264	0.145,0.088	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d022421	hydroxyproline-rich glycoprotein family protein	0.0,0.0	1.871,0.796	0.152,0.377	0.003,0.038	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d022424	NAC domain transcription factor  	0.0,0.0	0.636,0.378	0.184,0.148	0.078,0.079	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d022427		0.0	0.291	0.118	0.081	0.0	Pavement cells
+Zm00001d022428	Probable galacturonosyltransferase 7	0.0	1.757	0.205	0.001	0.0	Guard cell
+Zm00001d022434	Ribosomal protein S6 kinase  	0.0,0.0,0.0	0.265,0.303,0.497	0.143,0.148,0.209	0.095,0.094,0.097	0.004,0.0,0.001	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d022435	Expressed protein;  protein	0.0	0.507	0.679	0.432	0.016	Bundle sheath
+Zm00001d022437	Probable WRKY transcription factor 30	0.0,0.0	-0.598,1.504	0.126,0.306	0.187,0.127	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d022449	Potassium transporter 2	0.0,0.0	1.189,0.254	0.174,0.283	0.002,0.047	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d022450		0.0	-0.303	0.063	0.12	0.0	Subsidiary
+Zm00001d022456	Peroxidase 42  	0.0,0.0,0.0,0.0	1.038,-1.561,-1.475,-1.374	0.321,0.1,0.084,0.1	0.131,0.298,0.298,0.286	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d022464	Ultraviolet-B-repressible protein  	0.0	1.91	0.999	0.962	0.0	Mesophyll
+Zm00001d022468	Retrotransposon-like protein	0.0	1.121	0.196	0.04	0.0	Pavement cells
+Zm00001d022475		0.0	0.25	0.297	0.194	0.0	Pavement cells
+Zm00001d022485	Potassium transporter 3	0.0,0.0	0.373,-0.363	0.151,0.077	0.097,0.145	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d022489	V-type proton ATPase subunit F  	0.0	1.009	0.943	0.542	0.0	Bundle sheath
+Zm00001d022491	DNA polymerase zeta catalytic subunit	0.0,0.0	-0.28,0.569	0.098,0.155	0.136,0.102	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d022492	Protein kinase superfamily protein	0.0	0.8	0.139	0.059	0.0	Subsidiary
+Zm00001d022502	Exocyst complex component SEC8	0.0,0.0,0.0	-0.328,0.606,0.465	0.378,0.539,0.543	0.45,0.381,0.39	0.0,0.0,0.044	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d022504	Sodium/hydrogen exchanger  	0.0,0.0,0.0	-1.732,2.863,3.319	0.02,0.49,0.614	0.192,0.023,0.052	0.0,0.0,0.0	Pavement cells,Subsidiary,Guard cell
+Zm00001d022510	4-alpha-glucanotransferase DPE2	0.0,0.0	0.76,0.837	0.174,0.811	0.045,0.354	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d022525	Dof-type zinc finger DNA-binding family protein	0.0	0.495	0.163	0.124	0.007	Subsidiary
+Zm00001d022546		0.0,0.0,0.0,0.0	-0.965,2.739,-1.413,-1.223	0.306,0.8,0.22,0.192	0.358,0.291,0.323,0.325	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d022561	Negatively light-regulated protein  	0.0,0.0,0.0	0.898,1.386,2.047	0.178,0.313,0.962	0.032,0.039,0.114	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d022569		0.0	1.535	1.0	0.709	0.0	Bundle sheath
+Zm00001d022584	transducin family protein / WD-40 repeat family protein	0.0,0.0	0.383,-0.672	0.394,0.204	0.313,0.391	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d022590		0.0,0.0	2.669,0.67	0.513,0.566	0.039,0.053	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d022600		0.0	-0.303	0.057	0.108	0.0	Subsidiary
+Zm00001d022622	3-dehydroquinate synthase chloroplastic	0.0,0.0,0.0	0.333,-0.431,0.974	0.323,0.169,0.925	0.205,0.214,0.542	0.0,0.018,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d022630	 knotted1 induced1	0.0	2.545	0.9	0.208	0.0	Mesophyll
+Zm00001d022845		0.0	0.381	0.717	0.45	0.01	Bundle sheath
+Zm00001d022965		0.0	3.626	0.981	0.267	0.0	Bundle sheath
+Zm00001d023145		0.0	0.262	0.208	0.016	0.0	Bundle sheath
+Zm00001d023208	Protein SMAX1-LIKE 7	0.0	0.818	0.17	0.055	0.0	Bundle sheath
+Zm00001d023223	Ferritin-2 chloroplastic	0.0	0.468	0.13	0.053	0.011	Bundle sheath
+Zm00001d023238		0.0,0.0	0.253,-0.303	0.393,0.219	0.31,0.32	0.001,0.0	Pavement cells,Subsidiary
+Zm00001d023240	Serine/threonine-protein kinase BLUS1	0.0	1.719	0.227	0.0	0.0	Guard cell
+Zm00001d023241	Excinuclease ABC C subunit N-terminal	0.0	1.669	0.227	0.033	0.0	Guard cell
+Zm00001d023243	2-isopropylmalate synthase 1 chloroplastic	0.0,0.0,0.0,0.0	-0.453,1.812,-0.814,-0.539	0.125,0.464,0.037,0.055	0.154,0.113,0.137,0.135	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d023265		0.0,0.0,0.0	-0.435,0.97,0.655	0.071,0.27,0.252	0.143,0.071,0.083	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d023277	Protein DETOXIFICATION 21	0.0,0.0,0.0,0.0,0.0	-2.376,4.303,-1.658,-1.623,-1.967	0.293,0.893,0.164,0.135,0.126	0.339,0.271,0.312,0.313,0.304	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d023292	Trigger factor-like protein TIG Chloroplastic	0.0	0.44	0.679	0.3	0.0	Bundle sheath
+Zm00001d023294		0.0	0.342	0.108	0.047	0.0	Pavement cells
+Zm00001d023305	Protein LURP-one-related 2	0.0,0.0,0.0,0.0	-0.665,-0.655,1.65,-1.13	0.349,0.285,0.657,0.161	0.436,0.372,0.346,0.368	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d023311	Os01g0112866 protein	0.0,0.0,0.0,0.0,0.0	-0.785,-0.729,0.754,3.271,0.435	0.213,0.154,0.303,0.713,0.396	0.275,0.229,0.22,0.22,0.077	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d023314	Putative phototropic-resoponsive NPH3 family protein  	0.0,0.0	-0.725,1.771	0.06,0.308	0.12,0.055	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d023317		0.0	-0.462	0.042	0.126	0.0	Subsidiary
+Zm00001d023318		0.0,0.0	0.785,-0.631	0.381,0.086	0.192,0.213	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d023320		0.0	0.543	0.261	0.146	0.0	Pavement cells
+Zm00001d023343	 phospholipid transfer protein homolog1	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	0.977,0.977,-0.463,-0.463,-1.916,-1.916,-0.392,-0.392,-1.926,-1.926,-1.515,-1.515	0.887,0.887,0.786,0.786,0.464,0.464,0.713,0.713,0.452,0.452,0.455,0.455	0.629,0.629,0.84,0.84,0.864,0.864,0.846,0.846,0.841,0.841,0.838,0.838	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Pavement cells,Pavement cells,Mesophyll,Mesophyll,Subsidiary,Subsidiary,Bundle sheath,Bundle sheath,Guard cell,Guard cell
+Zm00001d023371		0.0	0.277	0.182	0.131	0.027	Pavement cells
+Zm00001d023376	aluminum-induced protein homolog1	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	-1.521,-1.521,1.349,1.349,-1.112,-1.112,2.074,2.074,0.555	0.186,0.186,0.653,0.653,0.184,0.184,0.783,0.783,1.0	0.408,0.408,0.379,0.379,0.412,0.412,0.394,0.394,0.993	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Subsidiary,Subsidiary,Bundle sheath,Bundle sheath,Bundle sheath
+Zm00001d023379	 pyruvate kinase2	0.0	1.188	0.985	0.981	0.0	Mesophyll
+Zm00001d023384	Phytosulfokines 2	0.0	1.416	0.139	0.003	0.0	Bundle sheath
+Zm00001d023395	Stress-response A/B barrel domain-containing protein 	0.0,0.0	0.782,1.648	0.157,0.962	0.021,0.644	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d023423	ACT domain-containing protein ACR12	0.0,0.0	0.358,1.113	0.196,0.962	0.093,0.673	0.01,0.0	Bundle sheath,Bundle sheath
+Zm00001d023431		0.0	0.258	0.122	0.069	0.0	Mesophyll
+Zm00001d023437	 glycine decarboxylase1	0.0,0.0,0.0	0.739,1.663,1.765	0.131,0.343,0.981	0.016,0.019,0.013	0.0,0.0,0.0	Pavement cells,Bundle sheath,Bundle sheath
+Zm00001d023472	Exocyst complex component EXO70A1	0.0	1.229	0.136	0.009	0.0	Guard cell
+Zm00001d023492	RING/FYVE/PHD zinc finger superfamily protein	0.0,0.0	-0.287,0.4	0.099,0.187	0.153,0.103	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d023494		0.0,0.0	-0.259,0.335	0.106,0.194	0.152,0.109	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d023510	Serine/threonine-protein kinase STY46	0.0	0.741	0.3	0.116	0.0	Bundle sheath
+Zm00001d023516	Salt stress-induced protein	0.0	1.654	0.122	0.002	0.0	Bundle sheath
+Zm00001d023529	 abscisic acid stress ripening1	0.0,0.0,0.0,0.0,0.0,0.0	0.258,-0.511,-1.788,0.775,-1.493,1.468	0.763,0.668,0.393,0.843,0.461,0.618	0.62,0.739,0.76,0.728,0.738,0.113	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d023534	 5-formyltetrahydrofolate cyclo-ligase1	0.0	0.524	0.193	0.089	0.0	Mesophyll
+Zm00001d023538	Long chain acyl-CoA synthetase 9 chloroplastic	0.0,0.0	0.408,-0.371	0.185,0.055	0.102,0.111	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d023559	Fructose-bisphosphate aldolase  	0.0,0.0	4.329,5.307	0.6,0.981	0.028,0.13	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d023564	Polynucleotide adenylyltransferase family protein	0.0	0.63	0.114	0.042	0.0	Subsidiary
+Zm00001d023587	DNA-directed RNA polymerases II IV and V subunit 10	0.0,0.0	-0.392,-0.313	0.176,0.135	0.227,0.23	0.003,0.0	Mesophyll,Subsidiary
+Zm00001d023593	Amino acid permease 2	0.0	1.27	0.183	0.024	0.0	Bundle sheath
+Zm00001d023608	Putative leucine-rich repeat receptor-like protein kinase family protein  	0.0	0.435	0.125	0.049	0.0	Mesophyll
+Zm00001d023636	Zinc finger CCCH domain-containing protein 67	0.0	0.263	0.396	0.102	0.0	Bundle sheath
+Zm00001d023652	Putative oxidoreductase%2C aldo/keto reductase family protein  	0.0	0.454	0.887	0.6	0.0	Bundle sheath
+Zm00001d023669	Putative NAC domain transcription factor superfamily protein  	0.0,0.0,0.0	-0.451,1.253,-0.964	0.384,0.58,0.243	0.423,0.378,0.393	0.0,0.0,0.01	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d023673	 sugars will eventually be exported transporter13b	0.0	1.589	0.396	0.002	0.0	Bundle sheath
+Zm00001d023677	 sugars will eventually be exported transporter13a	0.0,0.0	2.475,4.061	0.191,0.377	0.004,0.011	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d023689		0.0	0.252	0.236	0.152	0.0	Mesophyll
+Zm00001d023694	2-oxoisovalerate dehydrogenase subunit alpha 2 mitochondrial	0.0,0.0,0.0,0.0,0.0	0.366,0.735,-0.627,-1.845,1.49	0.499,0.657,0.383,0.129,0.943	0.379,0.467,0.483,0.5,0.236	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d023699	 glycine cleavage system protein H1	0.0,0.0,0.0	1.886,1.318,3.938	0.287,0.136,1.0	0.003,0.006,0.036	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d023707	Thioredoxin M-type%2C chloroplastic  	0.0,0.0,0.0	1.156,1.237,1.411	0.206,0.243,0.981	0.018,0.029,0.973	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d023713	Photosystem I reaction center subunit N  	0.0,0.0	1.17,0.554	0.189,0.117	0.012,0.023	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d023715	Melibiase family protein	0.0,0.0	1.095,0.722	0.184,0.174	0.035,0.043	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d023735	Nitrilase-associated protein  	0.0	1.148	0.88	0.151	0.0	Mesophyll
+Zm00001d023757		0.0	2.623	1.0	0.786	0.0	Bundle sheath
+Zm00001d023759	Peroxisomal (S)-2-hydroxy-acid oxidase GLO4	0.0	0.777	0.717	0.176	0.0	Bundle sheath
+Zm00001d023792	Phosphoglucan water dikinase chloroplastic	0.0,0.0,0.0,0.0	0.302,0.922,1.207,0.51	0.53,0.617,0.727,0.736	0.408,0.414,0.415,0.348	0.0,0.0,0.01,0.0	Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d023838	Auxilin-related protein 1	0.0	-0.378	0.068	0.142	0.0	Subsidiary
+Zm00001d023843	Calmodulin-binding protein 60 G	0.0,0.0,0.0,0.0	0.357,0.282,-0.685,-0.566	0.107,0.148,0.042,0.048	0.074,0.098,0.105,0.104	0.0,0.002,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d023874	E3 ubiquitin-protein ligase MIEL1	0.0	0.661	0.102	0.029	0.0	Subsidiary
+Zm00001d023887	Acyl carrier protein  	0.0,0.0	1.152,1.098	0.139,0.981	0.009,0.858	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d023910	Adaptor complexe medium subunit family protein  	0.0	0.383	0.126	0.047	0.001	Bundle sheath
+Zm00001d023929	 oxo-glutarate/malate transporter1	0.0	1.496	0.926	0.17	0.0	Mesophyll
+Zm00001d023939	Putative polyol transporter 1	0.0,0.0,0.0,0.0	0.745,-0.672,-1.031,-1.137	0.351,0.196,0.104,0.104	0.197,0.33,0.336,0.324	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d023968	Glutathione S-transferase  	0.0	0.594	0.83	0.468	0.0	Bundle sheath
+Zm00001d023994	Beta-glucosidase%2C chloroplastic  	0.0,0.0,0.0	0.991,-1.078,-1.064	0.132,0.045,0.042	0.055,0.122,0.122	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d023995	Sec14p-like phosphatidylinositol transfer family protein	0.0,0.0,0.0	0.531,0.36,-0.696	0.153,0.158,0.028	0.1,0.099,0.108	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d024009	Chaperone protein ClpC1 chloroplastic	0.0,0.0,0.0,0.0	-0.459,0.975,-0.542,1.683	0.148,0.379,0.073,0.539	0.228,0.148,0.17,0.16	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d024016	zinc finger (Ran-binding) family protein	0.0	0.413	0.175	0.092	0.0	Mesophyll
+Zm00001d024018	P-loop containing nucleoside triphosphate hydrolases superfamily protein	0.0	0.468	0.347	0.216	0.0	Mesophyll
+Zm00001d024027	 proline rich cell wall protein1	0.0,0.0	1.664,1.173	0.219,0.25	0.045,0.056	0.0,0.001	Subsidiary,Guard cell
+Zm00001d024041		0.0	-0.346	0.078	0.118	0.015	Mesophyll
+Zm00001d024148	Photosynthetic NDH subunit of subcomplex B 1 chloroplastic	0.0,0.0,0.0,0.0	0.87,2.345,1.245,1.769	0.115,0.313,0.136,0.981	0.01,0.014,0.017,0.97	0.0,0.0,0.0,0.0	Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d024258	Probable 2-oxoacid dependent dioxygenase	0.0	0.534	0.177	0.082	0.0	Pavement cells
+Zm00001d024268	NAC domain-containing protein 21/22	0.0,0.0	0.356,-0.797	0.122,0.02	0.073,0.119	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d024314	Putative cinnamyl-alcohol dehydrogenase family protein  	0.0,0.0,0.0,0.0	0.999,-1.242,-1.423,-1.514	0.314,0.138,0.091,0.065	0.156,0.294,0.297,0.285	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d024323	Putative WRKY DNA-binding domain superfamily protein  	0.0	1.241	0.193	0.002	0.0	Pavement cells
+Zm00001d024324	Putative AP2/EREBP transcription factor superfamily protein  	0.0	0.487	0.981	0.903	0.003	Bundle sheath
+Zm00001d024343		0.0	0.264	0.137	0.088	0.0	Pavement cells
+Zm00001d024421	Phosphopantothenate--cysteine ligase 1	0.0,0.0,0.0	0.297,-0.456,-0.383	0.118,0.046,0.044	0.073,0.114,0.114	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d024425		0.0	0.26	0.21	0.179	0.021	Pavement cells
+Zm00001d024492	Valine--tRNA ligase mitochondrial 1	0.0,0.0	0.302,0.531	0.247,0.304	0.17,0.174	0.0,0.014	Mesophyll,Bundle sheath
+Zm00001d024493	Valine--tRNA ligase mitochondrial 1	0.0,0.0	0.263,0.433	0.203,0.265	0.132,0.136	0.0,0.003	Mesophyll,Bundle sheath
+Zm00001d024499	Nuclear factor 1 A-type isoform 2	0.0,0.0,0.0,0.0,0.0	0.663,-0.373,-0.508,-0.936,0.391	0.659,0.634,0.571,0.443,0.528	0.545,0.637,0.642,0.65,0.215	0.0,0.025,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d024507	 sigma factor 1A	0.0,0.0	1.293,0.706	0.2,0.135	0.005,0.017	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d024519	rubredoxin family protein	0.0,0.0	0.279,1.724	0.165,0.995	0.104,0.66	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d024522	Putative HLH DNA-binding domain superfamily protein  	0.0,0.0,0.0,0.0	1.114,-1.103,1.112,0.463	0.195,0.035,0.226,0.981	0.094,0.105,0.099,0.933	0.0,0.0,0.0,0.001	Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d024531	Putative cellulose synthase-like family protein  	0.0,0.0,0.0	1.155,-0.807,-0.832	0.281,0.042,0.031	0.115,0.129,0.129	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d024546	 circadian clock associated2	0.0,0.0,0.0	-0.874,0.642,1.502	0.428,0.698,0.864	0.55,0.533,0.544	0.0,0.0,0.0	Pavement cells,Mesophyll,Guard cell
+Zm00001d024547	Putative MYB DNA-binding domain superfamily protein  	0.0	0.646	0.162	0.055	0.0	Mesophyll
+Zm00001d024568	Putative MAP kinase family protein  	0.0,0.0,0.0	-2.536,3.775,4.233	0.04,0.743,0.977	0.281,0.041,0.085	0.0,0.0,0.0	Pavement cells,Subsidiary,Guard cell
+Zm00001d024572	Putative glycerol-3-phosphate transporter 1	0.0,0.0	-0.611,1.537	0.064,0.252	0.117,0.062	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d024587	Protein NRT1/ PTR FAMILY 6.3	0.0,0.0	1.59,4.063	0.165,0.727	0.02,0.02	0.0,0.0	Bundle sheath,Guard cell
+Zm00001d024594	Monocopper oxidase  	0.0	1.461	0.159	0.03	0.013	Guard cell
+Zm00001d024627	myb-like transcription factor family protein	0.0	0.513	0.117	0.027	0.0	Bundle sheath
+Zm00001d024635	Chaperone protein dnaJ A6 chloroplastic	0.0,0.0	-0.466,0.976	0.077,0.198	0.148,0.084	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d024637	L-type lectin-domain containing receptor kinase V.9	0.0	1.733	0.227	0.005	0.0	Subsidiary
+Zm00001d024676		0.0,0.0,0.0,0.0	-1.22,-0.376,1.334,-1.547	0.53,0.631,0.915,0.452	0.717,0.714,0.694,0.711	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d024678	Calcium/calmodulin-regulated receptor-like kinase 1	0.0	1.189	0.114	0.01	0.0	Guard cell
+Zm00001d024691	Uclacyanin-3	0.0,0.0,0.0,0.0,0.0	0.873,-0.664,-1.531,-0.255,-1.582	0.305,0.192,0.052,0.187,0.057	0.134,0.277,0.288,0.278,0.275	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d024718	Beta-carotene isomerase D27 chloroplastic	0.0,0.0	-0.267,0.518	0.111,0.172	0.162,0.117	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d024723	Long chain acyl-CoA synthetase 1	0.0	0.544	0.109	0.069	0.0	Subsidiary
+Zm00001d024729	Shaggy-related protein kinase alpha	0.0,0.0	0.382,-0.513	0.142,0.075	0.091,0.136	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d024767	Aspartic proteinase A1	0.0,0.0	0.325,-0.788	0.584,0.332	0.51,0.586	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d024783		0.0	0.476	0.1	0.019	0.0	Bundle sheath
+Zm00001d024796	Phosphoglycerate mutase-like protein AT74H	0.0	0.254	0.208	0.039	0.0	Bundle sheath
+Zm00001d024804		0.0,0.0,0.0	-0.671,1.225,1.256	0.107,0.372,0.357	0.217,0.111,0.126	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d024807	 MAP kinase6	0.0,0.0	2.488,0.33	0.659,0.528	0.176,0.167	0.0,0.0	Guard cell,Bundle sheath
+Zm00001d024835	Putative thioredoxin superfamily protein  	0.0,0.0,0.0	1.028,0.849,0.531	0.169,0.178,0.981	0.011,0.02,0.999	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d024839	 glutathione S-transferase2	0.0,0.0,0.0,0.0	1.02,-1.931,-0.537,-1.567	0.516,0.184,0.338,0.191	0.298,0.495,0.483,0.477	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d024853	 1-aminocyclopropane-1-carboxylate oxidase15	0.0	0.542	0.642	0.209	0.0	Bundle sheath
+Zm00001d024854	Lipopolysaccharide-modifying protein  	0.0,0.0	0.969,0.397	0.278,0.491	0.07,0.153	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d024908		0.0	0.27	0.137	0.085	0.0	Pavement cells
+Zm00001d024927	RING/U-box superfamily protein	0.0,0.0,0.0	0.385,-0.905,-0.511	0.173,0.047,0.083	0.109,0.169,0.166	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d024936	Fatty acid amide hydrolase	0.0,0.0	0.285,-0.716	0.215,0.102	0.161,0.212	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d024952	 aconitase2	0.0,0.0,0.0	0.53,-1.093,-1.256	0.507,0.244,0.278	0.367,0.497,0.482	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d024960	Bowman-Birk type trypsin inhibitor	0.0	1.424	0.54	0.17	0.004	Mesophyll
+Zm00001d024963	Glutathione S-transferase GSTU6  	0.0,0.0,0.0,0.0,0.0	0.565,-0.909,-0.445,-0.601,1.169	0.523,0.342,0.352,0.37,0.86	0.393,0.509,0.508,0.499,0.377	0.0,0.0,0.0,0.043,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d024965	Phosphoglycerate mutase-like protein	0.0,0.0	0.574,1.204	0.126,1.0	0.02,0.439	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d025011	Polyketide cyclase/dehydrase and lipid transport superfamily protein	0.0,0.0,0.0,0.0,0.0	-0.394,0.885,-0.261,0.71,0.889	0.115,0.319,0.083,0.239,0.981	0.184,0.114,0.131,0.127,0.896	0.0,0.0,0.008,0.014,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d025023	Probable 2-oxoacid dependent dioxygenase	0.0,0.0,0.0,0.0	0.814,-1.167,-0.729,0.27	0.264,0.059,0.089,0.264	0.115,0.248,0.245,0.007	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d025024		0.0,0.0	0.291,-0.416	0.298,0.11	0.192,0.205	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d025025	Electron transfer flavoprotein subunit beta mitochondrial	0.0	0.608	0.887	0.668	0.0	Bundle sheath
+Zm00001d025031	ABC transporter G family member 24	0.0	0.587	0.115	0.016	0.0	Mesophyll
+Zm00001d025043		0.0	0.269	0.131	0.091	0.005	Mesophyll
+Zm00001d025044		0.0,0.0	-0.295,0.322	0.289,0.408	0.352,0.294	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d025057	NAD(P)-linked oxidoreductase superfamily protein	0.0	1.136	0.114	0.003	0.0	Guard cell
+Zm00001d025103		0.0	0.701	0.1	0.002	0.0	Bundle sheath
+Zm00001d025128	 methyl binding domain113	0.0,0.0	0.288,-0.597	0.488,0.414	0.443,0.484	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d025129	Short-chain dehydrogenase TIC 32 chloroplastic	0.0,0.0,0.0,0.0	1.059,-2.139,-1.15,-2.139	0.479,0.109,0.245,0.148	0.279,0.464,0.454,0.443	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d025130	Metal tolerance protein C4	0.0,0.0,0.0,0.0	-0.443,0.467,1.801,0.534	0.045,0.143,0.396,0.679	0.104,0.05,0.053,0.128	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d025141	basic helix-loop-helix (bHLH) DNA-binding superfamily protein	0.0,0.0	1.155,1.321	0.109,0.174	0.042,0.046	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d025166	Putative quinone-oxidoreductase homolog chloroplastic	0.0,0.0	0.704,-0.52	0.261,0.082	0.158,0.171	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d025195	Serine carboxypeptidase-like 20	0.0	0.855	0.13	0.003	0.0	Mesophyll
+Zm00001d025218	MYND finger family protein  	0.0	1.006	0.159	0.024	0.0	Guard cell
+Zm00001d025235	Calmodulin-binding transcription activator 4	0.0,0.0,0.0	-1.324,2.866,-0.699	0.134,0.626,0.093	0.238,0.129,0.158	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d025263	hydroxyproline-rich glycoprotein family protein	0.0,0.0,0.0	0.624,-0.501,-0.775	0.213,0.129,0.077	0.127,0.2,0.205	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d025273		0.0	0.278	0.174	0.114	0.0	Pavement cells
+Zm00001d025278		0.0	0.336	0.128	0.068	0.0	Mesophyll
+Zm00001d025310	Putative RING zinc finger domain superfamily protein  	0.0	0.427	0.377	0.008	0.0	Bundle sheath
+Zm00001d025322	predicted protein	0.0	0.914	0.143	0.047	0.0	Subsidiary
+Zm00001d025323		0.0	0.336	0.117	0.051	0.0	Mesophyll
+Zm00001d025326		0.0	1.263	0.114	0.004	0.0	Guard cell
+Zm00001d025340	Calcineurin-like metallo-phosphoesterase superfamily protein	0.0,0.0	-0.625,1.306	0.024,0.243	0.104,0.024	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d025362		0.0	0.259	0.104	0.052	0.0	Mesophyll
+Zm00001d025401	Abscisic acid stress ripening5	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	0.726,0.726,-0.826,-0.826,-0.594,-0.594,-0.596,-0.596,-1.27,-1.27,1.227,1.227	0.538,0.538,0.385,0.385,0.441,0.441,0.321,0.321,0.322,0.322,0.841,0.841	0.384,0.384,0.515,0.515,0.513,0.513,0.521,0.521,0.51,0.51,0.508,0.508	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Pavement cells,Pavement cells,Mesophyll,Mesophyll,Subsidiary,Subsidiary,Bundle sheath,Bundle sheath,Guard cell,Guard cell
+Zm00001d025412	Nicotinate phosphoribosyltransferase-like protein  	0.0,0.0	-0.332,0.635	0.06,0.248	0.111,0.107	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d025414		0.0	1.21	0.141	0.001	0.0	Subsidiary
+Zm00001d025431	OSJNBa0088K19.7 protein	0.0,0.0	0.371,-0.582	0.151,0.061	0.098,0.147	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d025449	Putative MAPKKK family protein kinase  	0.0,0.0	0.356,0.629	0.271,0.326	0.165,0.171	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d025474	Chloride channel protein CLC-c	0.0,0.0,0.0,0.0,0.0	-0.624,-0.379,1.276,1.334,0.289	0.092,0.068,0.295,0.341,0.321	0.179,0.111,0.095,0.108,0.043	0.0,0.001,0.0,0.006,0.0	Pavement cells,Mesophyll,Subsidiary,Guard cell,Bundle sheath
+Zm00001d025507		0.0,0.0	-0.27,0.543	0.273,0.328	0.336,0.283	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d025509	RmlC-like cupins superfamily protein	0.0,0.0,0.0	0.983,0.505,1.061	0.162,0.122,1.0	0.023,0.032,0.996	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d025526	 serine carboxypeptidase1	0.0,0.0	-0.401,1.105	0.183,0.441	0.261,0.18	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d025528	NAD(P)-linked oxidoreductase superfamily protein	0.0,0.0	0.568,-1.59	0.254,0.091	0.215,0.257	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d025533	NAD(P)-linked oxidoreductase superfamily protein	0.0,0.0	0.479,-0.623	0.211,0.031	0.11,0.12	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d025545	 zeaxanthin epoxidase2	0.0	0.491	0.148	0.056	0.0	Mesophyll
+Zm00001d025572	Sugar transport protein 5	0.0,0.0,0.0,0.0	1.264,-1.575,-0.923,-1.315	0.504,0.044,0.1,0.07	0.2,0.227,0.223,0.216	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d025623	Vacuolar iron transporter 1	0.0,0.0	1.175,3.523	0.104,0.705	0.003,0.003	0.0,0.0	Bundle sheath,Guard cell
+Zm00001d025644	Agmatine deiminase	0.0	0.655	0.981	0.839	0.0	Bundle sheath
+Zm00001d025663	Protein FATTY ACID EXPORT 1 chloroplastic	0.0	0.394	0.623	0.307	0.0	Bundle sheath
+Zm00001d025665	Probable amino acid permease 7	0.0,0.0,0.0,0.0	0.712,-0.919,0.87,0.378	0.623,0.215,0.63,0.377	0.402,0.426,0.411,0.066	0.0,0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d025690	Isocitrate dehydrogenase [NAD] regulatory subunit 3 mitochondrial	0.0	0.272	0.358	0.06	0.0	Bundle sheath
+Zm00001d025706		0.0	0.297	0.155	0.097	0.0	Mesophyll
+Zm00001d025707	BTB/POZ and TAZ domain-containing protein 2	0.0,0.0,0.0	-1.029,0.551,0.621	0.154,0.478,0.925	0.323,0.311,0.637	0.0,0.001,0.0	Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d025712		0.0	0.628	0.157	0.09	0.0	Subsidiary
+Zm00001d025717	F-box protein SKIP14	0.0,0.0	-0.297,0.47	0.157,0.275	0.214,0.16	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d025735	Serine/threonine-protein kinase OXI1	0.0,0.0,0.0	0.551,-0.697,-0.577	0.107,0.019,0.032	0.048,0.101,0.1	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d025747	Phosphoglycolate phosphatase 1A chloroplastic	0.0,0.0,0.0,0.0,0.0	-0.783,1.522,1.546,1.338,0.687	0.039,0.301,0.313,0.227,1.0	0.132,0.039,0.054,0.057,0.988	0.0,0.0,0.0,0.032,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d025751	S-adenosyl-L-methionine-dependent methyltransferases superfamily protein	0.0,0.0,0.0	0.52,-0.92,-0.382	0.159,0.03,0.079	0.085,0.153,0.15	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d025752	Transcription factor bHLH68	0.0,0.0,0.0	0.494,-0.771,-1.194	0.213,0.098,0.061	0.136,0.206,0.2	0.0,0.0,0.003	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d025757	Protein NLP8	0.0,0.0	-0.343,1.039	0.218,0.385	0.268,0.217	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d025761	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0	-0.346,0.914	0.061,0.168	0.1,0.062	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d025770	Zinc finger protein CONSTANS-LIKE 5	0.0,0.0	1.112,1.124	0.148,0.114	0.005,0.014	0.0,0.001	Mesophyll,Guard cell
+Zm00001d025771		0.0	0.46	0.302	0.001	0.0	Bundle sheath
+Zm00001d025773	 S-adenosylmethionine decarboxylase1	0.0,0.0	0.473,-0.7	0.363,0.204	0.298,0.361	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d025799	Calmodulin-binding receptor-like cytoplasmic kinase 3	0.0	-0.472	0.07	0.142	0.0	Subsidiary
+Zm00001d025816		0.0	0.311	0.102	0.048	0.0	Mesophyll
+Zm00001d025825	Putative RING zinc finger and VWF domain family protein  	0.0	2.539	0.273	0.001	0.0	Guard cell
+Zm00001d025827	triglyceride lipases;triglyceride lipases	0.0,0.0	0.756,-0.778	0.439,0.109	0.249,0.273	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d025830	 dicer-like 103	0.0,0.0,0.0,0.0	-0.862,0.976,0.822,0.972	0.246,0.518,0.396,0.561	0.421,0.262,0.271,0.277	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d025847	Beta-glucosidase 47	0.0	1.6	0.155	0.027	0.0	Mesophyll
+Zm00001d025860	predicted protein	0.0,0.0,0.0,0.0,0.0,0.0	-1.186,-1.186,2.103,2.103,1.117,1.117	0.009,0.009,0.386,0.386,0.243,0.243	0.154,0.154,0.012,0.012,0.035,0.035	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d025864	myb domain protein 15	0.0	0.839	0.585	0.138	0.0	Bundle sheath
+Zm00001d025887	Probable metal-nicotianamine transporter YSL7	0.0	0.514	0.162	0.06	0.0	Mesophyll
+Zm00001d025892	ATPase  	0.0,0.0,0.0	-0.671,1.045,0.688	0.094,0.461,1.0	0.222,0.211,0.862	0.0,0.0,0.0	Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d025901	FIP1  	0.0,0.0	1.429,1.199	0.13,0.962	0.009,0.522	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d025903	Endosomal targeting BRO1-like domain-containing protein	0.0,0.0,0.0	-0.419,1.185,-0.342	0.213,0.46,0.177	0.277,0.213,0.229	0.0,0.0,0.03	Pavement cells,Pavement cells,Mesophyll
+Zm00001d025914		0.0	0.34	0.312	0.217	0.0	Mesophyll
+Zm00001d025919		0.0	0.316	0.363	0.25	0.0	Mesophyll
+Zm00001d025922	(+)-neomenthol dehydrogenase	0.0,0.0	-0.586,0.411	0.061,0.158	0.123,0.116	0.0,0.004	Mesophyll,Subsidiary
+Zm00001d025923	(+)-neomenthol dehydrogenase	0.0,0.0,0.0	0.251,0.46,-0.809	0.289,0.255,0.083	0.212,0.214,0.218	0.0,0.006,0.017	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d025933	downstream target of AGL15 2	0.0,0.0	0.468,0.347	0.122,0.321	0.046,0.023	0.002,0.0	Bundle sheath,Bundle sheath
+Zm00001d025943	Acid beta-fructofuranosidase 3 vacuolar	0.0	1.498	0.273	0.073	0.008	Guard cell
+Zm00001d025951		0.0	-0.344	0.123	0.192	0.0	Subsidiary
+Zm00001d025964	Putative homeobox DNA-binding and leucine zipper domain family protein  	0.0	-0.59	0.04	0.104	0.0	Mesophyll
+Zm00001d025977	Metal-nicotianamine transporter YSL2	0.0,0.0	-0.351,1.015	0.066,0.22	0.107,0.063	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d025980	RNA-metabolising metallo-beta-lactamase family protein	0.0,0.0,0.0	-0.513,0.771,0.882	0.177,0.345,0.352	0.258,0.182,0.191	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d026012	OSJNBa0088A01.13 protein;  protein	0.0,0.0	0.4,0.466	0.102,0.161	0.065,0.066	0.001,0.001	Subsidiary,Bundle sheath
+Zm00001d026018	 calcium dependent protein kinase4	0.0,0.0	-0.576,0.375	0.096,0.698	0.156,0.3	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d026047	PLATZ transcription factor family protein	0.0,0.0,0.0,0.0	-0.368,-0.518,-0.629,1.342	0.148,0.1,0.084,0.374	0.186,0.158,0.16,0.14	0.0,0.001,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d026056	 hydroxylase3	0.0	0.621	0.184	0.093	0.0	Mesophyll
+Zm00001d026060	 1-aminocyclopropane-1-carboxylate synthase7	0.0,0.0,0.0	0.654,-0.996,-0.65	0.123,0.023,0.043	0.06,0.117,0.116	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d026079		0.0	-0.278	0.058	0.106	0.0	Subsidiary
+Zm00001d026096	Dof zinc finger protein DOF2.5	0.0	0.704	0.491	0.04	0.0	Bundle sheath
+Zm00001d026097	Transcription factor bHLH157	0.0,0.0,0.0,0.0	-1.099,-0.896,-0.571,2.297	0.075,0.035,0.062,0.459	0.191,0.1,0.1,0.072	0.0,0.0,0.01,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d026127	Patched family protein	0.0,0.0,0.0,0.0	-0.784,0.547,1.413,-0.435	0.089,0.217,0.383,0.054	0.216,0.108,0.094,0.118	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d026137	OSJNBa0084K11.10 protein;  protein	0.0	1.902	0.981	0.035	0.0	Bundle sheath
+Zm00001d026144	Acyl-CoA thioesterase family protein	0.0,0.0	0.256,-0.404	0.187,0.096	0.148,0.185	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d026147	 plant color component at R1	0.0,0.0,0.0,0.0	2.82,-1.985,-1.594,-1.961	0.616,0.049,0.065,0.035	0.182,0.214,0.212,0.205	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d026156	Putative glycerol-3-phosphate transporter 1	0.0	-0.583	0.081	0.129	0.012	Pavement cells
+Zm00001d026165	Putative glucuronosyltransferase PGSIP7	0.0	0.649	0.167	0.058	0.0	Pavement cells
+Zm00001d026194	SNARE associated Golgi protein family	0.0,0.0,0.0	0.477,-0.366,-0.882	0.227,0.159,0.063	0.145,0.215,0.222	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d026200	S-norcoclaurine synthase	0.0,0.0,0.0,0.0	0.334,-0.329,-0.511,0.407	0.124,0.071,0.042,0.585	0.077,0.118,0.12,0.131	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d026203	Putative MYB DNA-binding domain superfamily protein  	0.0	0.406	0.377	0.028	0.0	Bundle sheath
+Zm00001d026248	Putative RING zinc finger domain superfamily protein isoform 1%3B Putative RING zinc finger domain superfamily protein isoform 2  	0.0,0.0,0.0	-0.404,0.584,0.577	0.066,0.179,0.132	0.12,0.069,0.072	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d026263	Nuclear pore complex protein NUP88	0.0	0.38	0.113	0.035	0.0	Bundle sheath
+Zm00001d026288	 methyl binding domain123	0.0,0.0,0.0	0.318,-0.561,-0.452	0.212,0.129,0.104	0.166,0.209,0.21	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d026289	Potassium transporter 10	0.0,0.0,0.0,0.0	1.07,-1.103,-1.537,-1.324	0.365,0.142,0.075,0.1	0.166,0.341,0.345,0.33	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d026293	Gamma-aminobutyrate transaminase POP2 mitochondrial	0.0,0.0,0.0	-0.409,0.258,0.6	0.044,0.104,0.165	0.108,0.054,0.048	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d026295		0.0,0.0,0.0,0.0	0.395,0.45,-0.772,-0.862	0.123,0.172,0.033,0.024	0.07,0.11,0.119,0.119	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d026312		0.0,0.0	0.274,-0.347	0.154,0.067	0.105,0.11	0.005,0.002	Pavement cells,Mesophyll
+Zm00001d026331	SIT4 phosphatase-associated family protein	0.0	0.524	0.215	0.159	0.0	Subsidiary
+Zm00001d026334		0.0,0.0,0.0	0.347,-0.697,0.252	0.261,0.085,0.226	0.179,0.19,0.06	0.0,0.0,0.009	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d026336	Putative polyphenol oxidase family protein  	0.0	1.806	0.15	0.001	0.0	Pavement cells
+Zm00001d026337	Starch synthase IIIb-1  	0.0,0.0,0.0,0.0	-0.391,0.94,0.998,0.596	0.147,0.333,0.378,0.717	0.215,0.151,0.158,0.367	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Bundle sheath,Bundle sheath
+Zm00001d026351	Homeodomain leucine zipper family IV protein%3B Putative homeobox/lipid-binding domain family protein  	0.0,0.0,0.0	0.491,-1.208,-1.192	0.224,0.037,0.026	0.133,0.219,0.209	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d026360	Cyclin-dependent protein kinase  	0.0	0.725	0.157	0.039	0.0	Mesophyll
+Zm00001d026368	Thioredoxin-like protein CXXS1	0.0,0.0,0.0	0.253,-0.33,0.441	0.155,0.05,0.204	0.094,0.102,0.097	0.0,0.0,0.005	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d026369	Anthocyanidin reductase	0.0,0.0,0.0	0.485,-1.033,-1.142	0.239,0.064,0.065	0.139,0.231,0.222	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d026370	Leucoanthocyanidin reductase  	0.0,0.0,0.0	0.547,-0.766,-0.553	0.204,0.063,0.081	0.109,0.195,0.193	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d026382	G-type lectin S-receptor-like serine/threonine-protein kinase B120	0.0,0.0,0.0,0.0	0.72,-1.003,-0.759,-1.037	0.209,0.039,0.049,0.022	0.087,0.196,0.195,0.187	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d026383	Serine/threonine-protein kinase  	0.0,0.0,0.0,0.0	0.851,-1.204,-0.815,-1.236	0.225,0.039,0.069,0.035	0.095,0.212,0.209,0.202	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d026387	hAT transposon superfamily protein	0.0,0.0,0.0	-0.318,0.739,0.648	0.125,0.287,0.287	0.178,0.125,0.134	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d026398	Transcription factor TGA4	0.0,0.0,0.0,0.0,0.0	0.339,-0.665,-0.579,1.235,0.479	0.127,0.049,0.035,0.391,0.396	0.085,0.124,0.124,0.116,0.005	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d026405	Glutamyl-tRNA reductase  	0.0,0.0	1.128,0.702	0.142,0.122	0.02,0.027	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d026437	alpha/beta-Hydrolases superfamily protein	0.0,0.0	0.856,1.205	0.131,0.927	0.004,0.264	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d026439	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0,0.0,0.0,0.0	-1.086,1.906,1.452,2.094	0.051,0.418,0.33,0.409	0.195,0.054,0.076,0.078	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d026452	Filament-like plant protein 7	0.0,0.0	0.279,-0.481	0.252,0.136	0.211,0.252	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d026458	Cysteine protease 1  	0.0,0.0	0.709,-0.629	0.612,0.325	0.445,0.461	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d026483	NADPH--cytochrome P450 reductase  	0.0	0.459	0.266	0.166	0.0	Pavement cells
+Zm00001d026485	Protein FAR1-RELATED SEQUENCE 6	0.0	-0.499	0.214	0.277	0.0	Mesophyll
+Zm00001d026490	 proton-exporting ATPase4	0.0,0.0	0.416,-0.972	0.458,0.282	0.415,0.461	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d026511	MAP3K epsilon protein kinase 1	0.0,0.0,0.0	0.708,-0.829,-1.767	0.304,0.217,0.143	0.246,0.298,0.294	0.0,0.0,0.002	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d026514	Inositol-pentakisphosphate 2-kinase	0.0	0.393	0.604	0.297	0.005	Bundle sheath
+Zm00001d026522	Oligouridylate-binding protein 1C	0.0,0.0	-0.297,0.499	0.204,0.258	0.252,0.21	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d026541		0.0	0.276	0.109	0.065	0.0	Mesophyll
+Zm00001d026542	Myb family transcription factor PHL5	0.0	1.386	0.184	0.018	0.0	Mesophyll
+Zm00001d026560	OSJNBa0043A12.15 protein;  protein; Thioredoxin-like protein	0.0	0.434	0.119	0.049	0.0	Mesophyll
+Zm00001d026567		0.0,0.0	0.723,0.319	0.148,0.113	0.038,0.045	0.0,0.048	Mesophyll,Bundle sheath
+Zm00001d026573	Methylthioribose kinase  	0.0,0.0	0.256,0.682	0.193,0.811	0.125,0.347	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d026584	Adenylate kinase 1 chloroplastic	0.0	0.438	0.201	0.101	0.0	Mesophyll
+Zm00001d026586	Lysine-specific histone demethylase 1  	0.0,0.0,0.0	0.633,-0.798,0.645	0.108,0.026,0.217	0.061,0.104,0.098	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d026593	Putative homeodomain-like transcription factor superfamily protein  	0.0,0.0	-0.261,0.714	0.094,0.283	0.142,0.137	0.015,0.0	Subsidiary,Bundle sheath
+Zm00001d026599	 light harvesting chlorophyll a/b binding protein6	0.0,0.0	1.551,2.922	0.186,1.0	0.028,0.887	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d026603	Magnesium-chelatase subunit ChlH chloroplastic	0.0,0.0	1.484,1.125	0.182,0.152	0.012,0.023	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d026619	Pyruvate kinase  	0.0	1.065	0.517	0.075	0.0	Mesophyll
+Zm00001d026633	Putative RING zinc finger domain superfamily protein  	0.0	0.503	0.528	0.075	0.0	Bundle sheath
+Zm00001d026642	 DNA binding activity3	0.0	0.469	0.396	0.014	0.0	Bundle sheath
+Zm00001d026645	K(+) efflux antiporter 2 chloroplastic	0.0,0.0,0.0,0.0	-0.636,0.779,0.496,1.858	0.103,0.297,0.174,0.477	0.214,0.112,0.121,0.124	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Guard cell
+Zm00001d026652	DNA binding protein  	0.0,0.0,0.0,0.0	0.655,-0.88,-0.691,-0.294	0.311,0.148,0.194,0.207	0.189,0.295,0.295,0.293	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d026677	Serine/threonine-protein kinase STY46	0.0	0.587	0.262	0.196	0.0	Subsidiary
+Zm00001d026695	Protein NRT1/ PTR FAMILY 5.10	0.0,0.0,0.0	0.379,-0.502,-0.329	0.255,0.164,0.157	0.178,0.246,0.246	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d026702		0.0	0.251	0.136	0.105	0.0	Pavement cells
+Zm00001d027265	ATPase 7 plasma membrane-type	0.0,0.0	0.314,-0.368	0.221,0.115	0.167,0.217	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d027266	DeSI-like protein 	0.0,0.0	-0.257,0.635	0.093,0.172	0.138,0.097	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d027268	Sugar transport protein 3	0.0	0.387	0.245	0.012	0.0	Bundle sheath
+Zm00001d027271	50S ribosomal protein L35  	0.0,0.0,0.0	-0.287,0.475,0.741	0.083,0.195,0.235	0.137,0.086,0.092	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d027291	extensin-like protein	0.0	1.164	0.607	0.038	0.0	Mesophyll
+Zm00001d027293	 signal recognition particle protein subunit 9	0.0,0.0,0.0	-0.322,0.623,0.584	0.254,0.374,0.487	0.314,0.257,0.263	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d027309	Phosphoglucan phosphatase DSP4 chloroplastic	0.0	0.49	0.343	0.204	0.0	Mesophyll
+Zm00001d027321		0.0	0.577	0.102	0.024	0.0	Mesophyll
+Zm00001d027340		0.0	-0.255	0.182	0.236	0.0	Pavement cells
+Zm00001d027351	Signal transducer  	0.0	0.656	0.194	0.072	0.0	Pavement cells
+Zm00001d027353	Retinol dehydrogenase 12  	0.0,0.0	0.577,0.38	0.115,0.104	0.032,0.037	0.0,0.006	Mesophyll,Bundle sheath
+Zm00001d027355	RHOMBOID-like protein 3	0.0,0.0,0.0,0.0	-0.256,0.96,0.659,1.061	0.066,0.248,0.161,0.672	0.105,0.065,0.073,0.283	0.0,0.0,0.016,0.0	Pavement cells,Pavement cells,Bundle sheath,Mesophyll
+Zm00001d027361	F-box protein PP2-A13	0.0,0.0,0.0	-0.329,0.599,0.665	0.067,0.179,0.204	0.119,0.069,0.076	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d027366	 peroxisomal membrane protein homolog1	0.0,0.0,0.0,0.0	-0.32,0.766,0.593,0.831	0.05,0.201,0.187,0.906	0.105,0.05,0.059,0.519	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d027392	Callose synthase 9	0.0,0.0	-0.279,0.363	0.344,0.472	0.418,0.35	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d027401	ALA-interacting subunit 1	0.0	0.699	0.136	0.013	0.0	Mesophyll
+Zm00001d027404		0.0	0.513	0.128	0.066	0.0	Subsidiary
+Zm00001d027411	Peroxidase 64	0.0,0.0,0.0	-0.998,1.971,1.003	0.005,0.281,0.136	0.1,0.005,0.023	0.0,0.0,0.018	Pavement cells,Subsidiary,Guard cell
+Zm00001d027412	 dicer-like 101	0.0	1.336	0.322	0.098	0.0	Bundle sheath
+Zm00001d027415	Serine/threonine-protein kinase ATG1a	0.0	1.157	0.136	0.003	0.0	Guard cell
+Zm00001d027422	PsbP-like protein 1 chloroplastic	0.0	1.822	0.998	0.679	0.0	Mesophyll
+Zm00001d027434	Alpha/beta hydrolase related protein	0.0,0.0	0.318,-0.673	0.14,0.044	0.104,0.139	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d027435	 Homeobox-transcription factor 30	0.0,0.0,0.0,0.0,0.0,0.0	0.655,0.655,-0.852,-0.852,-0.834,-0.834	0.568,0.568,0.395,0.395,0.311,0.311	0.423,0.423,0.551,0.551,0.556,0.556	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Subsidiary,Subsidiary
+Zm00001d027443	 hydroxylase8	0.0	0.542	0.528	0.168	0.0	Bundle sheath
+Zm00001d027454	Heavy metal transport/detoxification superfamily protein	0.0,0.0	0.958,1.082	0.157,0.698	0.003,0.011	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d027455	CBL-interacting serine/threonine-protein kinase 9	0.0,0.0,0.0,0.0,0.0	1.024,-0.946,-0.893,-1.127,1.864	0.319,0.217,0.184,0.104,1.0	0.176,0.295,0.299,0.304,0.252	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d027456	 PBA1 homolog1	0.0,0.0	0.772,2.229	0.104,0.996	0.006,0.528	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d027472	Callose synthase 3	0.0,0.0,0.0,0.0,0.0	1.6,-2.564,-2.029,-1.65,-1.517	0.834,0.316,0.342,0.396,0.341	0.457,0.794,0.791,0.766,0.763	0.0,0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d027486	 barley mlo defense gene homolog1	0.0,0.0,0.0,0.0,0.0	1.28,-0.358,-1.349,-1.807,-1.702	0.414,0.305,0.136,0.06,0.07	0.151,0.367,0.38,0.384,0.366	0.0,0.049,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d027487	Exosome complex exonuclease RRP44 homolog A	0.0	0.446	0.221	0.117	0.0	Mesophyll
+Zm00001d027488	 glyceraldehyde phosphate dehydrogenase B1	0.0,0.0,0.0	-1.231,2.34,2.098	0.038,0.414,1.0	0.164,0.037,1.0	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d027489	Nucleotide-diphospho-sugar transferase family protein	0.0	1.017	0.114	0.0	0.0	Guard cell
+Zm00001d027502	Adenylate kinase 1 chloroplastic	0.0	0.425	0.491	0.139	0.0	Bundle sheath
+Zm00001d027509	Probable serine/threonine-protein kinase Cx32 chloroplastic	0.0,0.0	-1.412,2.59	0.048,0.517	0.205,0.048	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d027510	Protein NLP2	0.0	0.418	0.13	0.048	0.0	Bundle sheath
+Zm00001d027511	Catalase isozyme 2  	0.0,0.0	1.629,1.298	0.235,0.849	0.009,0.112	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d027520	 expansin-like6	0.0,0.0,0.0	0.594,-0.555,-0.963	0.225,0.151,0.09	0.143,0.212,0.218	0.0,0.002,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d027530	 NAC-transcription factor 53	0.0,0.0,0.0,0.0,0.0	0.795,-0.633,-1.023,-0.417,0.54	0.188,0.092,0.062,0.11,0.566	0.085,0.172,0.176,0.172,0.195	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d027532		0.0	0.83	0.472	0.03	0.0	Bundle sheath
+Zm00001d027536	Serine acetyltransferase 4	0.0,0.0	0.483,1.533	0.174,0.364	0.083,0.083	0.033,0.0	Bundle sheath,Guard cell
+Zm00001d027556	Heat shock protein binding protein  	0.0,0.0,0.0,0.0	0.868,-1.51,-1.121,-1.33	0.28,0.066,0.091,0.104	0.146,0.268,0.265,0.256	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d027557	glutathione transferase31	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	0.934,0.934,-1.726,-1.726,-0.691,-0.691,-0.62,-0.62	0.837,0.837,0.487,0.487,0.645,0.645,0.691,0.691	0.645,0.645,0.823,0.823,0.811,0.811,0.802,0.802	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Subsidiary,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d027613	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0,0.0,0.0	1.869,2.105,1.782	0.291,0.227,1.0	0.017,0.02,0.196	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d027619	 beta amylase2	0.0,0.0,0.0,0.0	0.756,1.533,3.5,0.82	0.148,0.274,0.591,0.887	0.035,0.04,0.041,0.461	0.0,0.0,0.0,0.0	Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d027625	 multidrug resistance-associated protein 4	0.0,0.0	0.838,-0.478	0.202,0.041	0.089,0.101	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d027633	Protein PIR	0.0	0.379	0.128	0.057	0.0	Mesophyll
+Zm00001d027649	CHY-type/CTCHY-type/RING-type Zinc finger protein	0.0	0.36	0.208	0.001	0.0	Bundle sheath
+Zm00001d027652	Aquaporin TIP1-1	0.0,0.0,0.0	0.996,-1.4,-1.338	0.311,0.148,0.105	0.201,0.297,0.303	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d027656	Lethal leaf-spot 1  	0.0,0.0	0.576,0.41	0.138,0.148	0.051,0.056	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d027667	citrate transporter1	0.0,0.0,0.0,0.0,0.0,0.0	0.585,0.585,-0.409,-0.409,-0.949,-0.949	0.623,0.623,0.516,0.516,0.405,0.405	0.493,0.493,0.604,0.604,0.611,0.611	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Subsidiary,Subsidiary
+Zm00001d027708	Metal ion binding protein  	0.0	0.998	0.196	0.052	0.0	Bundle sheath
+Zm00001d027723	ABC-2 type transporter family protein	0.0,0.0,0.0,0.0	-1.539,2.757,-1.313,1.386	0.267,0.806,0.113,0.705	0.44,0.266,0.302,0.3	0.0,0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath,Guard cell
+Zm00001d027729	Photosynthetic NDH subunit of subcomplex B 2 chloroplastic	0.0	0.925	0.679	0.031	0.0	Bundle sheath
+Zm00001d027731	evolutionarily conserved C-terminal region 2	0.0,0.0	0.671,-0.802	0.609,0.226	0.403,0.426	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d027734	Probable receptor-like protein kinase 	0.0,0.0,0.0,0.0,0.0	-0.703,-0.775,1.366,2.079,1.167	0.158,0.069,0.365,0.574,0.906	0.227,0.179,0.158,0.168,0.123	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d027749	Sulfate transporter 3.1	0.0,0.0,0.0	-0.581,1.957,-1.267	0.138,0.582,0.036	0.231,0.134,0.164	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d027756	12-dihydroxy-3-keto-5-methylthiopentene dioxygenase 3	0.0,0.0,0.0	-0.258,0.395,0.936	0.099,0.278,1.0	0.162,0.157,0.979	0.0,0.038,0.0	Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d027768	Putative ion channel POLLUX-like 2	0.0	0.733	0.13	0.021	0.0	Bundle sheath
+Zm00001d027794		0.0	0.374	0.467	0.436	0.0	Subsidiary
+Zm00001d027816		0.0	1.295	0.129	0.003	0.0	Pavement cells
+Zm00001d027841	Ribulose-phosphate 3-epimerase  	0.0,0.0,0.0,0.0	-0.518,0.984,1.249,2.76	0.107,0.313,0.396,1.0	0.186,0.108,0.119,0.963	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d027846	Dof-type zinc finger DNA-binding family protein	0.0,0.0	0.272,-0.544	0.267,0.208	0.228,0.262	0.0,0.01	Pavement cells,Pavement cells
+Zm00001d027851		0.0	-0.355	0.067	0.136	0.0	Subsidiary
+Zm00001d027854	 sucrose transporter1	0.0	3.642	0.283	0.005	0.0	Bundle sheath
+Zm00001d027861	Alanine--glyoxylate aminotransferase 2 homolog 1 mitochondrial	0.0,0.0	0.318,-0.471	0.243,0.107	0.161,0.169	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d027884		0.0	0.277	0.32	0.23	0.0	Mesophyll
+Zm00001d027892	root-specific kinase 1	0.0	0.447	0.226	0.01	0.0	Bundle sheath
+Zm00001d027900	Protein TIFY 10B	0.0,0.0	0.613,0.837	0.138,0.981	0.059,0.931	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d027904	3-ketoacyl-CoA synthase  	0.0,0.0,0.0,0.0,0.0	0.363,-1.06,-1.414,0.713,-1.555	0.248,0.14,0.057,0.396,0.052	0.192,0.242,0.25,0.226,0.239	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d027916	Phosphoinositide phosphatase SAC2	0.0,0.0,0.0	-0.522,0.632,-0.94	0.347,0.479,0.261	0.418,0.409,0.415	0.0,0.0,0.001	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d027921	Protein DETOXIFICATION 12	0.0	0.443	0.142	0.052	0.0	Mesophyll
+Zm00001d027929	AP2-EREBP transcription factor [Source:UniProtKB/TrEMBL;Acc:C0PJT2]	0.0,0.0	-0.279,0.642	0.081,0.158	0.129,0.086	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d027934	 leucine-rich transmembrane protein kinase1	0.0,0.0,0.0	0.552,-0.786,-0.921	0.323,0.199,0.125	0.217,0.31,0.315	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d027936		0.0	0.253	0.103	0.05	0.0	Mesophyll
+Zm00001d027946	 hydroxycinnamoyltransferase1	0.0	0.64	0.151	0.003	0.0	Bundle sheath
+Zm00001d027948	 hydroxycinnamoyltransferase2	0.0	0.413	0.113	0.007	0.0	Bundle sheath
+Zm00001d027982	Protein DETOXIFICATION 27	0.0,0.0,0.0,0.0,0.0,0.0	-0.388,1.004,0.404,-0.855,0.927,0.459	0.112,0.303,0.162,0.022,0.291,0.925	0.157,0.111,0.117,0.127,0.119,0.608	0.0,0.0,0.002,0.0,0.0,0.001	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d028007	Calmodulin-binding transcription activator 2	0.0	0.467	0.158	0.077	0.0	Pavement cells
+Zm00001d028054	Syntaxin/t-SNARE family protein	0.0,0.0,0.0	-0.287,0.432,0.993	0.126,0.216,0.383	0.175,0.129,0.133	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d028055	Probable E3 ubiquitin-protein ligase RHY1A	0.0	0.59	0.128	0.05	0.0	Mesophyll
+Zm00001d028056	BTB/POZ domain-containing protein 	0.0,0.0,0.0,0.0,0.0	-0.667,0.744,0.913,1.376,0.398	0.036,0.149,0.202,0.313,0.849	0.128,0.049,0.043,0.051,0.464	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d028064		0.0,0.0	0.597,0.519	0.149,0.161	0.041,0.046	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d028074	HLS1  	0.0,0.0,0.0,0.0,0.0	0.73,-0.727,-0.995,-0.465,2.119	0.194,0.11,0.054,0.095,0.614	0.088,0.177,0.182,0.179,0.172	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Guard cell
+Zm00001d028093	Calcium-transporting ATPase 2 plasma membrane-type	0.0,0.0	0.975,0.908	0.16,0.183	0.049,0.055	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d028094	Sigma factor sigB regulation protein rsbQ  	0.0,0.0	0.33,-0.533	0.166,0.097	0.121,0.161	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d028100		0.0,0.0	0.503,0.709	0.132,0.178	0.033,0.038	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d028144	Putative polyol transporter 1	0.0,0.0,0.0,0.0	0.554,-0.447,-0.61,0.295	0.191,0.128,0.078,0.283	0.115,0.18,0.183,0.011	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d028151	Putative polyol transporter 1	0.0	0.577	0.528	0.023	0.0	Bundle sheath
+Zm00001d028171	Calcium-dependent lipid-binding (CaLB domain) family protein	0.0	0.396	0.604	0.196	0.0	Bundle sheath
+Zm00001d028180	 low phytic acid1	0.0,0.0	0.846,1.187	0.143,1.0	0.041,0.758	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d028187	Heparanase-like protein 1	0.0	0.541	0.122	0.043	0.001	Bundle sheath
+Zm00001d028198		0.0,0.0,0.0	-0.537,1.228,2.501	0.223,0.319,0.705	0.264,0.225,0.23	0.0,0.0,0.0	Pavement cells,Subsidiary,Guard cell
+Zm00001d028201		0.0	-0.276	0.095	0.153	0.0	Subsidiary
+Zm00001d028207	ATP synthase subunit gamma mitochondrial	0.0	0.429	0.943	0.796	0.0	Bundle sheath
+Zm00001d028214		0.0	0.25	0.111	0.063	0.0	Pavement cells
+Zm00001d028230	Sugar transport protein 13	0.0,0.0,0.0	0.75,-0.921,1.195	0.274,0.028,0.981	0.125,0.143,0.717	0.0,0.0,0.0	Mesophyll,Subsidiary,Mesophyll
+Zm00001d028241	3-ketoacyl-CoA synthase  	0.0,0.0,0.0,0.0,0.0	0.28,-0.543,-1.41,0.666,-1.503	0.279,0.197,0.063,0.36,0.061	0.198,0.267,0.278,0.257,0.266	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d028245	receptor-like protein kinase 4	0.0,0.0,0.0,0.0	0.766,-1.049,-0.539,-1.065	0.188,0.034,0.088,0.022	0.077,0.177,0.173,0.169	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d028260	 glutamine synthetase6	0.0,0.0	1.272,2.083	0.217,0.962	0.006,0.026	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d028267	 trehalose-6-phosphate synthase2	0.0,0.0	0.523,-0.31	0.179,0.054	0.097,0.104	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d028272	Sec-independent protein translocase protein TATC%2C chloroplastic  	0.0,0.0	0.286,0.546	0.145,0.213	0.085,0.087	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d028293	Heptahelical transmembrane protein 5	0.0	0.372	0.131	0.058	0.0	Mesophyll
+Zm00001d028297		0.0	0.252	0.121	0.071	0.0	Pavement cells
+Zm00001d028299	Squalene epoxidase 1	0.0,0.0,0.0	0.573,-1.447,-1.617	0.327,0.08,0.074	0.2,0.318,0.305	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d028303	Branched-chain-amino-acid aminotransferase  	0.0,0.0	2.509,0.582	0.435,0.623	0.047,0.262	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d028320		0.0	1.29	0.292	0.082	0.0	Pavement cells
+Zm00001d028330	Sodium/hydrogen exchanger 2	0.0,0.0,0.0	-0.642,1.384,0.9	0.056,0.345,0.296	0.161,0.056,0.074	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d028331	Glucan endo-13-beta-glucosidase 7	0.0,0.0,0.0,0.0	0.296,-1.727,0.414,-1.592	0.385,0.092,0.408,0.113	0.282,0.385,0.362,0.368	0.0,0.0,0.006,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d028344	Putative metal tolerance protein C3	0.0,0.0,0.0	0.681,-0.789,-1.006	0.269,0.146,0.071	0.156,0.252,0.259	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d028355		0.0	0.27	0.13	0.08	0.0	Pavement cells
+Zm00001d028368	Purple acid phosphatase 1  	0.0,0.0	0.414,0.676	0.103,0.23	0.053,0.093	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d028380	TSL-kinase interacting protein 1	0.0	0.4	0.117	0.046	0.014	Bundle sheath
+Zm00001d028386	Protein kinase superfamily protein	0.0	0.368	0.604	0.317	0.012	Bundle sheath
+Zm00001d028392		0.0	0.347	0.143	0.075	0.0	Mesophyll
+Zm00001d028398	Glycosyl hydrolase family 10 protein	0.0	1.587	0.114	0.0	0.0	Guard cell
+Zm00001d028417		0.0	0.255	0.211	0.155	0.018	Pavement cells
+Zm00001d028423	IRK-interacting protein	0.0	0.37	0.101	0.054	0.0	Pavement cells
+Zm00001d028428	Calcium-binding EF-hand family protein	0.0,0.0,0.0,0.0	-0.556,0.607,1.699,0.386	0.113,0.229,0.335,0.453	0.188,0.12,0.125,0.186	0.0,0.0,0.0,0.002	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d028432		0.0	0.79	0.849	0.48	0.0	Bundle sheath
+Zm00001d028450	Ubiquitin-fold modifier-conjugating enzyme 1	0.0	0.435	0.849	0.572	0.0	Bundle sheath
+Zm00001d028456	Regulator of Vps4 activity in the MVB pathway protein	0.0,0.0,0.0	0.498,-0.631,-0.52	0.133,0.05,0.054	0.072,0.126,0.126	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d028471	 phosphoenolpyruvate carboxykinase1	0.0,0.0	6.164,4.231	0.822,1.0	0.056,0.091	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d028472	Far-red impaired responsive (FAR1) family protein	0.0,0.0	-0.583,0.649	0.159,0.407	0.242,0.226	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d028474	Beta-galactosidase  	0.0	0.416	0.472	0.073	0.0	Bundle sheath
+Zm00001d028477	Chorismate synthase chloroplastic	0.0	0.613	0.213	0.094	0.0	Pavement cells
+Zm00001d028505	Phospholipase A2-alpha	0.0	0.894	0.135	0.009	0.0	Mesophyll
+Zm00001d028528	Mitochondrial phosphate carrier protein 3 mitochondrial	0.0	0.514	0.113	0.023	0.0	Bundle sheath
+Zm00001d028536	Anthranilate synthase alpha subunit 2 chloroplastic	0.0,0.0	-0.503,0.879	0.095,0.244	0.143,0.133	0.047,0.0	Pavement cells,Mesophyll
+Zm00001d028539		0.0	0.265	0.129	0.068	0.0	Mesophyll
+Zm00001d028542		0.0	0.312	0.16	0.096	0.0	Mesophyll
+Zm00001d028562	Fructose-1%2C6-bisphosphatase  	0.0,0.0	1.532,2.553	0.252,1.0	0.004,0.309	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d028570	Serine/threonine-protein kinase ATG1c	0.0	0.375	0.334	0.208	0.0	Mesophyll
+Zm00001d028574	Protein phosphatase 2C 37	0.0,0.0,0.0,0.0	-0.538,0.638,0.516,0.341	0.085,0.194,0.155,0.83	0.15,0.092,0.093,0.531	0.0,0.0,0.0,0.008	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d028576	fringe-related protein	0.0,0.0,0.0	0.366,0.712,1.664	0.117,0.115,0.227	0.048,0.049,0.053	0.0,0.0,0.005	Mesophyll,Subsidiary,Guard cell
+Zm00001d028585	 sigma-like factor2B	0.0	0.734	0.11	0.003	0.0	Mesophyll
+Zm00001d028601	Haloacid dehalogenase-like hydrolase (HAD) superfamily protein	0.0,0.0	0.298,-1.178	0.294,0.099	0.262,0.3	0.003,0.0	Pavement cells,Subsidiary
+Zm00001d028603	GRAS transcription factor (Fragment) [Source:UniProtKB/TrEMBL;Acc:A0A060D1U6]	0.0,0.0	0.82,1.276	0.129,0.205	0.035,0.04	0.0,0.001	Subsidiary,Guard cell
+Zm00001d028608	Telomere repeat-binding protein 5	0.0	0.568	0.288	0.187	0.0	Pavement cells
+Zm00001d028613	Protein kinase APK1A chloroplastic	0.0,0.0,0.0	-0.567,-0.553,1.459	0.124,0.092,0.355	0.19,0.139,0.122	0.0,0.031,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d028625	DOF30 transcription factor  	0.0	0.278	0.264	0.0	0.0	Bundle sheath
+Zm00001d028630	Heat shock cognate 70 kDa protein 2  	0.0	-0.404	0.092	0.14	0.004	Subsidiary
+Zm00001d028641		0.0	0.35	0.604	0.246	0.0	Bundle sheath
+Zm00001d028670	Photosynthetic NDH subunit of lumenal location 1 chloroplastic	0.0	0.584	0.679	0.088	0.0	Bundle sheath
+Zm00001d028672	Ribosomal protein S18	0.0	0.277	0.491	0.21	0.007	Bundle sheath
+Zm00001d028690		0.0	-0.435	0.184	0.329	0.0	Subsidiary
+Zm00001d028691		0.0	0.257	0.101	0.067	0.0	Pavement cells
+Zm00001d028692	Glutathione S-transferase L2 chloroplastic	0.0,0.0,0.0	0.463,-1.085,-0.424	0.313,0.131,0.182	0.22,0.307,0.303	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d028693	 safener induced1	0.0,0.0,0.0,0.0,0.0	1.267,-0.676,-1.404,-1.434,1.237	0.442,0.314,0.18,0.13,1.0	0.206,0.401,0.412,0.415,0.705	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d028696	Expressed protein;  protein	0.0	1.244	0.136	0.01	0.0	Guard cell
+Zm00001d028704	Thioredoxin-like protein AAED1 chloroplastic	0.0	0.487	0.143	0.042	0.0	Mesophyll
+Zm00001d028707		0.0,0.0,0.0,0.0,0.0	-0.48,0.447,0.742,1.306,0.714	0.062,0.146,0.198,0.313,0.868	0.132,0.072,0.066,0.073,0.442	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d028713	Probable sugar phosphate/phosphate translocator 	0.0,0.0	0.395,-0.375	0.228,0.061	0.112,0.122	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d028720	Phosphatidylinositol transfer protein expressed	0.0,0.0,0.0,0.0	-0.451,0.409,0.788,0.515	0.038,0.111,0.179,0.161	0.105,0.048,0.042,0.05	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d028742	 fatty acid desaturase8	0.0,0.0,0.0	0.53,1.331,0.723	0.134,0.191,0.981	0.05,0.054,0.992	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d028744	jasmonate-regulated gene 21	0.0,0.0,0.0,0.0,0.0	0.79,-0.517,-1.866,1.382,0.863	0.224,0.148,0.044,0.391,0.66	0.128,0.21,0.217,0.204,0.028	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d028745	Rhodanese-like family protein  	0.0,0.0,0.0,0.0	0.395,-0.431,-0.65,0.784	0.159,0.097,0.046,0.83	0.102,0.15,0.155,0.44	0.0,0.01,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d028770	Protein kinase superfamily protein	0.0	1.241	0.147	0.032	0.0	Subsidiary
+Zm00001d028773	NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8-B	0.0	0.262	0.547	0.259	0.026	Bundle sheath
+Zm00001d028803	Protein SCAR2	0.0	0.842	0.114	0.0	0.0	Guard cell
+Zm00001d028806	Sex determination protein tasselseed-2  	0.0	1.371	0.651	0.132	0.0	Mesophyll
+Zm00001d028820	Chaperone DnaJ-domain superfamily protein	0.0,0.0,0.0	0.512,-0.43,1.045	0.348,0.163,0.98	0.235,0.245,0.868	0.0,0.0,0.0	Pavement cells,Subsidiary,Mesophyll
+Zm00001d028867	cAMP-regulated phosphoprotein 19-related protein	0.0,0.0,0.0,0.0,0.0	0.77,-1.041,-0.717,-0.471,0.897	0.194,0.071,0.086,0.103,0.943	0.091,0.18,0.181,0.179,0.555	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d028901		0.0	0.271	0.126	0.067	0.0	Mesophyll
+Zm00001d028909	Probable enoyl-CoA hydratase 1, peroxisomal [Source:Projected from Arabidopsis thaliana (AT4G16210) UniProtKB/Swiss-Prot;Acc:Q6NL24]	0.0	0.28	0.604	0.251	0.0	Bundle sheath
+Zm00001d028915	Chloroplast protein HCF243	0.0,0.0,0.0,0.0	-0.421,0.679,0.391,0.654	0.277,0.475,0.332,0.452	0.371,0.282,0.292,0.294	0.0,0.0,0.018,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d028918	 NADH ubiquinone oxidoreductase1	0.0	0.706	1.0	0.886	0.0	Bundle sheath
+Zm00001d028949	CBL-interacting protein kinase%3B CIPK-like protein 1  	0.0,0.0,0.0,0.0	0.541,-0.462,-0.659,1.338	0.545,0.444,0.37,0.792	0.439,0.53,0.535,0.151	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d028950	DUF3148 family protein	0.0	0.293	0.34	0.05	0.0	Bundle sheath
+Zm00001d028952	Alpha-L-arabinofuranosidase 1	0.0,0.0	0.286,-0.472	0.11,0.044	0.083,0.109	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d028953	VQ motif family protein [Source:UniProtKB/TrEMBL;Acc:B4FFU9]	0.0	0.502	0.396	0.014	0.0	Bundle sheath
+Zm00001d028960	Expressed protein;  protein	0.0	0.594	0.174	0.063	0.0	Bundle sheath
+Zm00001d028963		0.0	0.958	0.887	0.283	0.0	Bundle sheath
+Zm00001d028964		0.0	0.305	0.11	0.057	0.0	Mesophyll
+Zm00001d028966		0.0	0.68	0.943	0.894	0.0	Bundle sheath
+Zm00001d028984	Myb-related protein 2	0.0	2.043	0.13	0.001	0.0	Bundle sheath
+Zm00001d028987		0.0,0.0,0.0	0.305,-0.314,-0.318	0.144,0.094,0.07	0.098,0.138,0.139	0.0,0.017,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d028999	NAC domain containing protein 47	0.0,0.0,0.0,0.0	-0.945,1.707,0.668,1.11	0.063,0.324,0.167,0.27	0.168,0.071,0.077,0.081	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d029012	Leucine-rich repeat protein kinase family protein	0.0,0.0,0.0,0.0	0.869,-1.38,-1.101,-1.116	0.253,0.033,0.052,0.061	0.103,0.238,0.236,0.226	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d029033		0.0	0.358	0.25	0.148	0.0	Mesophyll
+Zm00001d029049	Photosystem II repair protein PSB27-H1 chloroplastic	0.0	1.022	0.77	0.245	0.0	Mesophyll
+Zm00001d029050	Serine/threonine-protein kinase AtPK1/AtPK6	0.0,0.0	0.967,0.329	0.209,0.604	0.053,0.206	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d029052		0.0	1.091	0.792	0.415	0.0	Bundle sheath
+Zm00001d029066	PAP/OAS1 substrate-binding domain superfamily	0.0,0.0,0.0,0.0	-0.697,0.967,0.579,0.781	0.031,0.193,0.108,0.174	0.122,0.038,0.044,0.047	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d029067	Plant-specific domain TIGR01568 family protein  	0.0	0.475	0.509	0.08	0.0	Bundle sheath
+Zm00001d029091	sucrose synthase2	0.0	1.941	0.249	0.015	0.0	Subsidiary
+Zm00001d029093	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0	0.254	0.321	0.091	0.0	Bundle sheath
+Zm00001d029095	Putative GTP diphosphokinase RSH1 chloroplastic	0.0,0.0	-0.265,0.539	0.148,0.291	0.21,0.15	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d029102	Dormancy-associated protein homolog 3	0.0,0.0	-0.469,0.717	0.105,0.254	0.16,0.151	0.007,0.0	Pavement cells,Subsidiary
+Zm00001d029120		0.0	0.264	0.339	0.254	0.0	Mesophyll
+Zm00001d029126	Heavy metal transport/detoxification superfamily protein	0.0,0.0	0.531,-1.31	0.33,0.043	0.228,0.248	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d029141	E3 ubiquitin-protein ligase MIEL1	0.0,0.0	0.963,0.254	0.115,0.17	0.011,0.01	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d029151	UDP-glucose 4-epimerase 4	0.0,0.0,0.0	0.388,-0.484,-0.432	0.522,0.405,0.389	0.442,0.512,0.515	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d029170	Superoxide dismutase 	0.0	0.964	0.962	0.579	0.0	Bundle sheath
+Zm00001d029208	Haloacid dehalogenase-like hydrolase (HAD) superfamily protein	0.0	0.286	0.434	0.164	0.001	Bundle sheath
+Zm00001d029214	TRAF type zinc finger domain containing 1  	0.0,0.0	0.311,-0.461	0.191,0.123	0.143,0.186	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d029218	Protein SRG1	0.0,0.0,0.0,0.0	0.385,-0.374,-0.714,-0.942	0.155,0.101,0.037,0.03	0.098,0.147,0.151,0.145	0.0,0.006,0.0,0.022	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d029234	Protein Mo25  	0.0	0.842	0.199	0.084	0.0	Subsidiary
+Zm00001d029238	Peptide methionine sulfoxide reductase B5	0.0	0.515	0.981	0.852	0.0	Bundle sheath
+Zm00001d029251		0.0,0.0	0.404,0.828	0.122,0.239	0.065,0.067	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d029258	Protein kinase superfamily protein	0.0,0.0	0.789,1.172	0.115,0.727	0.021,0.113	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d029290	Cytochrome P450 CYP709H1  	0.0	0.818	0.109	0.001	0.0	Mesophyll
+Zm00001d029343	Probable F-actin-capping protein subunit beta	0.0,0.0	-0.26,0.441	0.098,0.148	0.143,0.104	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d029352	SAP domain-containing protein	0.0	0.448	0.274	0.155	0.0	Mesophyll
+Zm00001d029356	 benzoxazinone synthesis11	0.0	1.944	0.92	0.528	0.0	Mesophyll
+Zm00001d029359	 benzoxazinone synthesis10	0.0	1.303	0.953	0.943	0.0	Mesophyll
+Zm00001d029365	Non-specific lipid transfer protein-like 1	0.0,0.0,0.0	0.769,-0.991,1.066	0.249,0.035,0.763	0.144,0.151,0.113	0.0,0.026,0.0	Subsidiary,Bundle sheath,Mesophyll
+Zm00001d029366	Transducin/WD40 repeat-like superfamily protein	0.0,0.0,0.0,0.0,0.0	-0.404,-0.641,-2.207,1.769,-2.655	0.577,0.519,0.227,0.716,0.17	0.464,0.558,0.579,0.545,0.559	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d029371	Probable trehalose-phosphate phosphatase J	0.0,0.0	1.059,1.108	0.157,0.795	0.053,0.264	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d029376		0.0	1.768	0.136	0.005	0.0	Guard cell
+Zm00001d029378	Protein LNK1	0.0,0.0,0.0	-0.358,0.438,0.516	0.452,0.612,0.521	0.538,0.458,0.465	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d029388	Metacaspase-3	0.0	2.807	0.165	0.004	0.0	Bundle sheath
+Zm00001d029397	 phospholipase D7	0.0	0.637	0.113	0.021	0.0	Mesophyll
+Zm00001d029410	Serine carboxypeptidase-like 51	0.0,0.0	0.486,-0.588	0.109,0.027	0.054,0.103	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d029416	Probable acetyl-CoA acetyltransferase cytosolic 2	0.0	0.474	0.623	0.215	0.0	Bundle sheath
+Zm00001d029420		0.0	-0.296	0.069	0.134	0.0	Subsidiary
+Zm00001d029443	1-phosphatidylinositol-3-phosphate 5-kinase FAB1B	0.0,0.0,0.0,0.0	-0.554,1.216,-0.3,0.725	0.081,0.33,0.046,0.23	0.165,0.08,0.1,0.096	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d029447	Whole genome shotgun sequence of line PN40024 scaffold_16.assembly12x (Fragment)	0.0	-0.507	0.025	0.101	0.0	Subsidiary
+Zm00001d029448	Protein TIFY 10B	0.0,0.0,0.0	0.418,-0.545,0.807	0.269,0.12,1.0	0.206,0.217,0.777	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d029461	Protein LAZ1 homolog 2	0.0,0.0	0.466,-0.944	0.189,0.051	0.115,0.184	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d029462	inter-alpha-trypsin inhibitor heavy chain-related	0.0,0.0,0.0	-0.572,0.547,0.921	0.08,0.179,0.206	0.152,0.087,0.086	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d029476	MOB kinase activator-like 2A	0.0,0.0,0.0	-0.588,1.176,0.748	0.044,0.234,0.152	0.113,0.044,0.056	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d029482	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0,0.0	-0.828,1.553,0.93	0.021,0.291,0.23	0.13,0.024,0.04	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d029489	Nuclear transcription factor Y subunit A-8	0.0,0.0,0.0	0.316,-0.577,-0.289	0.269,0.188,0.167	0.213,0.263,0.264	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d029498		0.0	1.231	0.989	0.472	0.0	Mesophyll
+Zm00001d029502	Glucose-6-phosphate 1-dehydrogenase  	0.0	0.57	0.117	0.024	0.0	Mesophyll
+Zm00001d029539	PLASMODESMATA CALLOSE-BINDING PROTEIN 2	0.0,0.0	0.947,1.309	0.113,0.509	0.004,0.015	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d029557		0.0	0.536	0.1	0.012	0.0	Bundle sheath
+Zm00001d029571	zinc finger (C3HC4-type RING finger) family protein	0.0,0.0	-0.322,0.528	0.103,0.217	0.151,0.105	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d029572	zinc finger (C3HC4-type RING finger) family protein	0.0	0.408	0.14	0.066	0.0	Mesophyll
+Zm00001d029590	Probable esterase KAI2	0.0,0.0	0.327,-0.469	0.123,0.069	0.081,0.118	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d029594		0.0	0.707	0.491	0.18	0.0	Bundle sheath
+Zm00001d029603		0.0,0.0	0.283,-0.299	0.196,0.11	0.151,0.193	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d029608		0.0	0.316	0.208	0.14	0.0	Mesophyll
+Zm00001d029620	UDP-glycosyltransferase 74B1	0.0,0.0,0.0,0.0	0.28,-0.838,0.706,1.006	0.326,0.073,0.396,0.792	0.237,0.254,0.241,0.316	0.0,0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d029625		0.0	1.221	0.926	0.264	0.0	Mesophyll
+Zm00001d029626	Xanthine dehydrogenase 1	0.0,0.0,0.0	0.335,0.43,-0.531	0.217,0.252,0.058	0.141,0.137,0.151	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d029654	 trehalase1	0.0	1.061	0.165	0.014	0.0	Bundle sheath
+Zm00001d029662	Catalytic/ hydrolase  	0.0	0.703	0.104	0.009	0.0	Pavement cells
+Zm00001d029664		0.0	0.337	0.128	0.064	0.0	Mesophyll
+Zm00001d029696	Glutathione S-transferase U16	0.0,0.0,0.0,0.0	0.552,0.267,-0.977,-0.845	0.224,0.292,0.068,0.068	0.13,0.202,0.216,0.216	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d029699	 glutathione transferase42	0.0	0.452	0.116	0.048	0.0	Pavement cells
+Zm00001d029708		0.0	0.769	0.755	0.333	0.0	Bundle sheath
+Zm00001d029716	Heavy metal transport/detoxification superfamily protein	0.0,0.0	1.027,1.582	0.139,0.679	0.003,0.106	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d029720	ABC-type Co2+ transport system%2C permease component  	0.0	0.465	0.396	0.007	0.0	Bundle sheath
+Zm00001d029722		0.0	-0.465	0.246	0.414	0.0	Subsidiary
+Zm00001d029736	Bell-like homeodomain protein 3  	0.0,0.0,0.0,0.0	0.465,-0.648,-0.912,-1.622	0.312,0.223,0.153,0.052	0.214,0.297,0.303,0.295	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d029738	Alpha/beta hydrolase related protein	0.0	1.198	0.834	0.245	0.0	Mesophyll
+Zm00001d029744	 flavone synthase typeI1	0.0,0.0,0.0	0.634,-1.566,-1.962	0.361,0.181,0.174	0.274,0.353,0.346	0.0,0.0,0.0	Pavement cells,Pavement cells,Bundle sheath
+Zm00001d029756		0.0	0.391	0.633	0.497	0.0	Mesophyll
+Zm00001d029762	Hexose transporter  	0.0,0.0	0.431,-0.89	0.305,0.111	0.233,0.303	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d029783	Expansin-like A2	0.0,0.0,0.0,0.0,0.0,0.0	1.302,-0.957,-1.121,-1.402,-1.164,-2.61	0.566,0.342,0.308,0.243,0.365,0.136	0.296,0.523,0.529,0.533,0.516,0.515	0.0,0.0,0.0,0.0,0.0,0.008	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d029803	Major facilitator superfamily protein	0.0	0.395	0.415	0.004	0.0	Bundle sheath
+Zm00001d029849	Phosphatidylinositol N-acetyglucosaminlytransferase subunit P-related	0.0	0.712	0.2	0.064	0.0	Bundle sheath
+Zm00001d029853	Proline oxidase  	0.0,0.0,0.0,0.0,0.0	0.643,-0.493,-0.586,-0.719,1.036	0.554,0.485,0.437,0.338,0.925	0.422,0.531,0.535,0.542,0.243	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d029865		0.0	0.285	0.153	0.087	0.0	Mesophyll
+Zm00001d029872		0.0	0.344	0.122	0.067	0.0	Mesophyll
+Zm00001d029889		0.0	0.276	0.268	0.187	0.0	Mesophyll
+Zm00001d029898	Transcription factor UNE10	0.0,0.0,0.0,0.0	0.424,-0.444,-0.818,-0.887	0.194,0.118,0.05,0.048	0.124,0.184,0.189,0.182	0.0,0.0,0.0,0.006	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d029922	Flavin-containing monooxygenase FMO GS-OX5	0.0	0.479	0.151	0.061	0.0	Pavement cells
+Zm00001d029934	Homeobox-leucine zipper protein HAT4	0.0,0.0	0.857,0.647	0.105,0.566	0.022,0.202	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d029955	Phospholipase A1-Ibeta2 chloroplastic	0.0	0.941	0.509	0.001	0.0	Bundle sheath
+Zm00001d029963	myb-like transcription factor family protein	0.0,0.0,0.0	0.369,-0.327,-0.524	0.188,0.134,0.079	0.133,0.18,0.184	0.0,0.029,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d029974	FRIGIDA interacting protein 2	0.0	0.373	0.491	0.188	0.0	Bundle sheath
+Zm00001d029983	Beta-amylase 3 chloroplastic	0.0,0.0,0.0	0.296,1.698,1.203	0.101,0.317,0.943	0.053,0.053,0.59	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d029996	E3 ubiquitin-protein ligase ATL4	0.0	0.38	0.226	0.043	0.0	Bundle sheath
+Zm00001d030009	Haloacid dehalogenase-like hydrolase domain-containing protein Sgpp	0.0	0.393	0.187	0.077	0.0	Bundle sheath
+Zm00001d030019		0.0	0.491	0.679	0.291	0.0	Bundle sheath
+Zm00001d030038	E3 ubiquitin-protein ligase ATL6	0.0	1.043	0.114	0.005	0.0	Guard cell
+Zm00001d030090	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0,0.0	0.8,-1.368,-1.238	0.511,0.125,0.135	0.325,0.349,0.336	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d030103	Probable xyloglucan endotransglucosylase/hydrolase protein 30	0.0,0.0,0.0	-0.319,-0.842,1.209	0.185,0.091,0.399	0.227,0.198,0.179	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d030106	40S ribosomal protein S4-3	0.0	0.492	0.39	0.257	0.0	Mesophyll
+Zm00001d030108		0.0	0.323	0.105	0.051	0.0	Mesophyll
+Zm00001d030110	Probable inactive poly [ADP-ribose] polymerase SRO1	0.0	-0.51	0.434	0.623	0.0	Subsidiary
+Zm00001d030127	Plastidal glycolate/glycerate translocator 1 chloroplastic	0.0,0.0,0.0,0.0	-0.806,1.545,1.262,1.002	0.01,0.254,0.213,0.962	0.105,0.012,0.027,0.811	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d030130	LrgB-like family protein  	0.0	0.279	0.396	0.115	0.0	Bundle sheath
+Zm00001d030131	Choline-phosphate cytidylyltransferase 2	0.0,0.0	0.72,-1.084	0.274,0.119	0.173,0.264	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d030172	Serine carboxypeptidase-like 19	0.0,0.0	0.722,0.464	0.106,0.491	0.003,0.066	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d030173		0.0	0.346	0.258	0.158	0.0	Mesophyll
+Zm00001d030213	Protein kinase  	0.0,0.0,0.0,0.0	0.63,-0.718,-0.7,-0.821	0.143,0.033,0.03,0.013	0.057,0.134,0.133,0.128	0.0,0.0,0.0,0.008	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d030256	alpha/beta-Hydrolases superfamily protein	0.0	-0.455	0.039	0.111	0.0	Subsidiary
+Zm00001d030266	Callose synthase 10	0.0,0.0,0.0	-0.388,0.465,0.478	0.423,0.536,0.467	0.496,0.43,0.435	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d030282	Probable alpha-mannosidase 	0.0,0.0	-0.5,0.894	0.15,0.246	0.204,0.155	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d030304	Pathogenesis-related thaumatin superfamily protein	0.0	1.254	0.792	0.295	0.0	Bundle sheath
+Zm00001d030348	Alcohol dehydrogenase-like 3	0.0,0.0	-0.567,1.34	0.07,0.237	0.13,0.071	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d030357		0.0	-0.271	0.131	0.181	0.0	Pavement cells
+Zm00001d030366		0.0	0.269	0.41	0.315	0.0	Mesophyll
+Zm00001d030372	cytochrome P450 family 76 subfamily C polypeptide 7	0.0	1.176	0.186	0.045	0.0	Subsidiary
+Zm00001d030398	Pentatricopeptide repeat-containing protein MRL1 chloroplastic	0.0	0.528	0.269	0.141	0.0	Mesophyll
+Zm00001d030526	Outer arm dynein light chain 1 protein	0.0,0.0,0.0,0.0	0.645,-0.835,-0.941,0.434	0.227,0.128,0.079,0.383	0.154,0.218,0.222,0.211	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d030556	Organic cation/carnitine transporter 7	0.0	0.948	0.169	0.036	0.0	Mesophyll
+Zm00001d030557	Alanine aminotransferase 2 mitochondrial	0.0,0.0,0.0	-1.802,2.983,0.487	0.032,0.318,0.126	0.133,0.032,0.05	0.0,0.0,0.007	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d030581	Pentatricopeptide repeat (PPR) superfamily protein	0.0,0.0	1.214,0.988	0.226,0.183	0.007,0.02	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d030593	G-patch domain containing protein  	0.0,0.0	0.462,0.497	0.395,0.426	0.266,0.273	0.0,0.005	Mesophyll,Bundle sheath
+Zm00001d030598	aberrant lateral root formation 4	0.0	0.413	0.204	0.091	0.0	Bundle sheath
+Zm00001d030623	Solute carrier family 40 member 3 chloroplastic	0.0,0.0	1.23,0.716	0.211,0.143	0.02,0.032	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d030626	PAS domain-containing protein tyrosine kinase family protein	0.0	0.412	0.302	0.193	0.0	Mesophyll
+Zm00001d030666		0.0	0.405	0.37	0.242	0.0	Mesophyll
+Zm00001d030678	Transcription factor MYB48	0.0,0.0	1.14,0.386	0.165,0.321	0.002,0.0	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d030682	OSJNBb0004G23.8 protein; OSJNBb0085F13.3 protein	0.0	0.267	0.321	0.049	0.0	Bundle sheath
+Zm00001d030697		0.0,0.0,0.0	0.502,0.515,0.951	0.102,0.13,0.182	0.019,0.024,0.025	0.0,0.0,0.0	Mesophyll,Bundle sheath,Guard cell
+Zm00001d030727	Dof zinc finger protein DOF2.2	0.0	0.264	0.208	0.0	0.0	Bundle sheath
+Zm00001d030732	U-box domain-containing protein 13	0.0	0.472	0.139	0.093	0.0	Subsidiary
+Zm00001d030762		0.0	0.416	1.0	0.999	0.0	Bundle sheath
+Zm00001d030765		0.0	0.311	0.114	0.048	0.0	Mesophyll
+Zm00001d030767		0.0,0.0	-0.611,1.318	0.02,0.249	0.102,0.02	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d030843	Probable E3 ubiquitin-protein ligase RHY1A	0.0	0.757	0.122	0.015	0.0	Bundle sheath
+Zm00001d030859	Serine hydroxymethyltransferase  	0.0	0.61	0.943	0.638	0.0	Bundle sheath
+Zm00001d030868	Nucleobase-ascorbate transporter 3	0.0,0.0,0.0	0.463,-0.856,-1.151	0.336,0.164,0.117	0.228,0.326,0.317	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d030888	Probable disease resistance protein 	0.0	-0.57	0.267	0.356	0.0	Pavement cells
+Zm00001d030891	Homeodomain-like superfamily protein	0.0,0.0	-1.69,0.367	0.064,0.345	0.288,0.272	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d030893	Calcium-transporting ATPase 2 plasma membrane-type	0.0,0.0	-0.294,0.881	0.319,0.454	0.368,0.319	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d030902		0.0	0.579	0.195	0.084	0.0	Mesophyll
+Zm00001d030915		0.0	0.526	0.152	0.065	0.0	Mesophyll
+Zm00001d030935		0.0,0.0	0.508,-0.433	0.528,0.235	0.36,0.381	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d030937	Protein kinase superfamily protein with octicosapeptide/Phox/Bem1p domain	0.0,0.0	-0.497,1.144	0.064,0.198	0.125,0.068	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d030942	WAK-like kinase  	0.0	0.904	0.234	0.074	0.0	Pavement cells
+Zm00001d030953	Zinc ion binding protein  	0.0	0.351	0.887	0.64	0.041	Bundle sheath
+Zm00001d030967	Ureidoglycolate hydrolase	0.0,0.0,0.0,0.0,0.0	-0.781,0.775,1.161,1.19,0.342	0.058,0.219,0.302,0.348,0.736	0.187,0.075,0.067,0.08,0.453	0.0,0.0,0.0,0.0,0.007	Pavement cells,Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d030989	Expressed protein;  protein	0.0,0.0	0.397,-0.933	0.518,0.284	0.441,0.518	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d030995	Basic leucine zipper 25	0.0,0.0	-1.33,1.242	0.154,0.369	0.274,0.261	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d030998	Protein ROOT HAIR DEFECTIVE 3 homolog 2	0.0,0.0	-1.16,2.213	0.026,0.38	0.149,0.027	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d031013	Methylcrotonoyl-CoA carboxylase subunit alpha  	0.0,0.0,0.0,0.0,0.0	0.388,0.434,-0.898,1.227,0.552	0.441,0.429,0.168,0.635,0.604	0.343,0.342,0.36,0.345,0.086	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d031024	Sulfurtransferase  	0.0	0.289	0.509	0.243	0.029	Bundle sheath
+Zm00001d031028		0.0	0.272	0.118	0.063	0.0	Mesophyll
+Zm00001d031049	Serine/threonine-protein kinase receptor  	0.0,0.0,0.0	0.675,-0.856,-0.662	0.153,0.037,0.043	0.062,0.142,0.141	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d031120	Cationic amino acid transporter 4 vacuolar	0.0,0.0,0.0	0.262,-0.415,-0.43	0.144,0.086,0.065	0.106,0.14,0.141	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d031132	Copper transport protein ATX1	0.0,0.0,0.0	0.323,-0.372,0.497	0.396,0.18,1.0	0.282,0.294,0.997	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d031159		0.0,0.0,0.0	-0.842,1.519,1.258	0.037,0.312,0.309	0.149,0.04,0.056	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d031163	Haloacid dehalogenase-like hydrolase (HAD) superfamily protein	0.0	0.551	0.623	0.112	0.0	Bundle sheath
+Zm00001d031168	Glycine-rich RNA-binding protein 2  	0.0,0.0,0.0	-0.494,-0.257,0.798	0.747,0.733,0.803	0.77,0.772,0.767	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d031178	Ubiquitin-protein ligase/ zinc ion binding protein  	0.0,0.0	0.317,-0.647	0.132,0.044	0.085,0.129	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d031186	Lactoylglutathione lyase / glyoxalase I family protein	0.0	1.81	0.962	0.326	0.0	Bundle sheath
+Zm00001d031203	alpha/beta-Hydrolases superfamily protein	0.0,0.0	0.28,-1.071	0.237,0.047	0.181,0.194	0.002,0.0	Mesophyll,Subsidiary
+Zm00001d031204	alpha/beta-Hydrolases superfamily protein	0.0	0.256	0.453	0.176	0.003	Bundle sheath
+Zm00001d031205	Ubiquitin-conjugating enzyme 15	0.0	0.588	0.981	0.804	0.0	Bundle sheath
+Zm00001d031209	 benzoxazinone synthesis9	0.0	0.657	1.0	0.997	0.0	Bundle sheath
+Zm00001d031210	NB-ARC domain containing protein expressed;  protein	0.0,0.0,0.0	0.349,-0.425,-0.318	0.133,0.079,0.061	0.086,0.128,0.129	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d031213	LigA  	0.0,0.0	0.445,-0.678	0.103,0.018	0.057,0.1	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d031221	AAA-ATPase ASD mitochondrial	0.0	0.304	0.264	0.003	0.0	Bundle sheath
+Zm00001d031222		0.0	0.736	1.0	0.856	0.0	Bundle sheath
+Zm00001d031232		0.0	0.274	0.223	0.157	0.0	Mesophyll
+Zm00001d031253	 dicarboxylic acid transporter2	0.0,0.0	1.398,2.44	0.217,1.0	0.019,0.014	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d031256	LETM1-like protein	0.0,0.0,0.0	-0.347,0.831,0.851	0.196,0.422,0.396	0.271,0.195,0.208	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d031258	RNA-binding (RRM/RBD/RNP motifs) family protein	0.0,0.0,0.0	-0.291,0.398,0.487	0.072,0.142,0.16	0.114,0.077,0.075	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d031267	Aldolase-type TIM barrel family protein	0.0	0.537	0.136	0.057	0.0	Mesophyll
+Zm00001d031275	DNA glycosylase superfamily protein	0.0	3.03	0.318	0.001	0.0	Guard cell
+Zm00001d031290	Probable E3 ubiquitin-protein ligase XERICO	0.0	0.324	0.566	0.209	0.0	Bundle sheath
+Zm00001d031300	Probable galactinol--sucrose galactosyltransferase 1	0.0,0.0	0.471,-0.882	0.243,0.122	0.192,0.241	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d031303	Probable galactinol--sucrose galactosyltransferase 1	0.0,0.0,0.0,0.0	0.721,-0.712,-0.558,-1.842	0.314,0.242,0.207,0.122	0.224,0.3,0.303,0.298	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d031310	Nuclear transcription factor Y subunit C-2  	0.0	0.312	0.415	0.06	0.0	Bundle sheath
+Zm00001d031329	Catalytic/ protein phosphatase type 2C  	0.0,0.0	-1.198,2.416	0.055,0.454	0.172,0.052	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d031349	Serine--glyoxylate aminotransferase	0.0,0.0,0.0,0.0,0.0,0.0	-0.525,-0.797,1.392,-0.772,1.468,1.03	0.092,0.027,0.369,0.023,0.361,0.943	0.164,0.11,0.087,0.112,0.103,0.55	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d031351	Protein kinase superfamily protein	0.0	1.306	0.203	0.051	0.0	Mesophyll
+Zm00001d031395	Protein kinase superfamily protein	0.0,0.0	-0.961,1.897	0.028,0.28	0.113,0.027	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d031412	Glycerophosphodiester phosphodiesterase GDPDL3	0.0,0.0,0.0	-0.785,-1.111,1.402	0.24,0.167,0.607	0.36,0.268,0.24	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d031441	Transcription factor bHLH130	0.0,0.0	0.386,-0.61	0.224,0.085	0.163,0.221	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d031447	ABC transporter C family member 10	0.0	0.45	0.188	0.087	0.0	Mesophyll
+Zm00001d031470	Plant intracellular Ras-group-related LRR protein 4	0.0	2.914	0.455	0.022	0.0	Guard cell
+Zm00001d031481	AT-hook motif nuclear-localized protein 10	0.0	0.421	0.188	0.149	0.039	Subsidiary
+Zm00001d031487	 SBP-transcription factor16	0.0	0.268	0.396	0.16	0.024	Bundle sheath
+Zm00001d031514	chaperone protein dnaJ-related	0.0	1.094	0.99	0.792	0.0	Mesophyll
+Zm00001d031520	SNF1-related protein kinase regulatory subunit beta-3	0.0	0.269	0.604	0.271	0.003	Bundle sheath
+Zm00001d031522	Auxin response factor 1  	0.0,0.0	0.46,-0.825	0.354,0.171	0.281,0.352	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d031527	Probable mitochondrial adenine nucleotide transporter BTL1	0.0,0.0	0.602,0.9	0.14,0.191	0.056,0.06	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d031529	Pumilio homolog 5	0.0	-0.403	0.183	0.294	0.0	Subsidiary
+Zm00001d031534	Ypt/Rab-GAP domain of gyp1p superfamily protein	0.0,0.0	0.408,-1.121	0.308,0.093	0.239,0.308	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d031536	Oxysterol-binding protein-related protein 4B	0.0,0.0	1.388,1.311	0.139,0.943	0.003,0.364	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d031554	Type II inositol polyphosphate 5-phosphatase 15	0.0	0.509	0.229	0.156	0.0	Subsidiary
+Zm00001d031556	AIR12  	0.0	0.536	0.17	0.041	0.036	Bundle sheath
+Zm00001d031561	Transcription factor bHLH62	0.0,0.0,0.0	0.523,-0.547,-0.599	0.125,0.051,0.031	0.062,0.117,0.118	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d031580	RPM1-interacting protein 4	0.0,0.0,0.0,0.0	0.269,-0.503,-1.271,1.354	0.252,0.165,0.052,0.944	0.195,0.247,0.243,0.585	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Mesophyll
+Zm00001d031589	GDT1-like protein 3	0.0	0.26	0.34	0.054	0.0	Bundle sheath
+Zm00001d031593	FHA domain-containing protein FHA2	0.0	0.348	0.811	0.479	0.001	Bundle sheath
+Zm00001d031602	Uridine kinase-like protein 2 chloroplastic	0.0,0.0,0.0,0.0	0.533,-0.508,-0.532,-0.382	0.119,0.063,0.044,0.038	0.048,0.107,0.11,0.11	0.0,0.02,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d031617	 sulfite oxidase1	0.0,0.0	0.695,0.448	0.178,1.0	0.081,0.915	0.003,0.0	Bundle sheath,Bundle sheath
+Zm00001d031619	65-kDa microtubule-associated protein 8	0.0,0.0	0.793,0.823	0.113,0.717	0.012,0.001	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d031621	5'-methylthioadenosine/S-adenosylhomocysteine nucleosidase 2	0.0	0.452	0.792	0.322	0.0	Bundle sheath
+Zm00001d031634	Major facilitator superfamily protein	0.0	0.973	0.159	0.056	0.0	Subsidiary
+Zm00001d031635	Peroxidase 55	0.0,0.0,0.0	0.385,-0.444,-0.53	0.132,0.08,0.065	0.095,0.128,0.129	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d031636	Lipid transfer protein  	0.0,0.0,0.0	0.378,-1.384,-1.515	0.349,0.11,0.1	0.258,0.348,0.334	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d031638	ACR5  	0.0,0.0	1.044,0.445	0.117,0.453	0.001,0.003	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d031639	ACR4  	0.0	0.345	0.509	0.204	0.001	Bundle sheath
+Zm00001d031655	NAC domain-containing protein 68  	0.0,0.0,0.0,0.0	0.39,-1.171,0.316,-0.664	0.574,0.359,0.613,0.383	0.46,0.562,0.548,0.564	0.0,0.0,0.002,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d031660		0.0,0.0,0.0	0.25,-0.542,-0.564	0.265,0.194,0.148	0.232,0.262,0.266	0.007,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d031666	Probable aldo-keto reductase 4	0.0,0.0,0.0,0.0	0.593,-0.69,-1.68,-1.368	0.297,0.207,0.09,0.113	0.177,0.278,0.287,0.276	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d031677	MtN19-like protein  	0.0,0.0,0.0,0.0,0.0,0.0	1.019,-0.654,-0.837,-1.157,-1.391,1.337	0.287,0.177,0.15,0.065,0.087,0.991	0.125,0.26,0.264,0.269,0.258,0.868	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d031684		0.0	-0.299	0.066	0.141	0.0	Subsidiary
+Zm00001d031705	Haloacid dehalogenase-like hydrolase (HAD) superfamily protein	0.0	0.296	0.528	0.262	0.032	Bundle sheath
+Zm00001d031727	Sorbitol dehydrogenase  	0.0,0.0	0.416,0.521	0.132,0.187	0.079,0.082	0.0,0.001	Mesophyll,Bundle sheath
+Zm00001d031738	 photosystemI2	0.0	0.829	0.14	0.011	0.0	Mesophyll
+Zm00001d031749	Pyridoxal phosphate (PLP)-dependent transferases superfamily protein	0.0,0.0,0.0	-0.274,0.621,0.73	0.099,0.186,0.291	0.147,0.103,0.106	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d031777	Histone H3 K4-specific methyltransferase SET7/9 family protein	0.0,0.0,0.0,0.0	0.738,-0.637,-0.931,-1.009	0.43,0.295,0.185,0.243	0.277,0.408,0.415,0.402	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d031808	NAD(P)-binding Rossmann-fold superfamily protein	0.0	1.573	0.216	0.021	0.0	Subsidiary
+Zm00001d031824	Ribosomal protein S5 domain 2-like superfamily protein	0.0	0.394	0.125	0.047	0.0	Mesophyll
+Zm00001d031825	ATP synthase subunit d mitochondrial	0.0	0.575	1.0	0.976	0.0	Bundle sheath
+Zm00001d031833	Mitochondrial 2-oxoglutarate/malate carrier protein  	0.0	0.545	0.868	0.609	0.0	Bundle sheath
+Zm00001d031850	Protein PROTON GRADIENT REGULATION 5 chloroplastic	0.0	0.978	0.165	0.009	0.0	Mesophyll
+Zm00001d031856	Glutaredoxin-C5 chloroplastic	0.0	1.54	0.985	0.132	0.0	Mesophyll
+Zm00001d031860	7-hydroxymethyl chlorophyll a reductase chloroplastic	0.0,0.0	-0.351,0.871	0.075,0.235	0.129,0.075	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d031892	Calcium-dependent lipid-binding (CaLB domain) family protein	0.0	0.538	0.472	0.002	0.0	Bundle sheath
+Zm00001d031898		0.0	-0.329	0.077	0.145	0.0	Subsidiary
+Zm00001d031899	 malate dehydrogenase6	0.0,0.0	1.011,3.0	0.177,0.999	0.011,0.245	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d031945	Thioredoxin family protein	0.0	0.495	0.234	0.117	0.0	Mesophyll
+Zm00001d031949		0.0	0.474	0.547	0.183	0.0	Bundle sheath
+Zm00001d031952		0.0	0.472	0.698	0.309	0.0	Bundle sheath
+Zm00001d031954		0.0	0.774	0.736	0.191	0.0	Bundle sheath
+Zm00001d031977	Probable protein S-acyltransferase 19	0.0	1.717	0.159	0.007	0.0	Guard cell
+Zm00001d031997	NAD(P)-binding Rossmann-fold superfamily protein	0.0	1.108	0.994	0.887	0.0	Mesophyll
+Zm00001d032016		0.0,0.0	-0.325,0.739	0.171,0.343	0.233,0.172	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d032019		0.0	0.782	0.906	0.471	0.0	Bundle sheath
+Zm00001d032024	 myb transcription factor38	0.0,0.0	-0.617,0.493	0.079,0.192	0.149,0.142	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d032027	THAUMATIN-LIKE PROTEIN 1	0.0,0.0	0.963,0.825	0.235,0.811	0.056,0.184	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d032046	 cytokinin oxidase10	0.0,0.0	0.312,1.294	0.107,0.545	0.072,0.075	0.015,0.0	Mesophyll,Mesophyll
+Zm00001d032049	 12-oxo-phytodienoic acid reductase7	0.0	0.621	0.491	0.014	0.0	Bundle sheath
+Zm00001d032060	Probable GTP diphosphokinase RSH2 chloroplastic	0.0	-0.419	0.107	0.198	0.0	Subsidiary
+Zm00001d032079	Riboflavin synthase-like superfamily protein (NOX)	0.0	1.352	0.159	0.012	0.0	Guard cell
+Zm00001d032081	Dormancy-associated protein homolog 3	0.0,0.0	-0.252,0.751	0.15,0.257	0.187,0.15	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d032098	DUF581 family protein	0.0	0.372	0.396	0.013	0.0	Bundle sheath
+Zm00001d032139	30S ribosomal protein S17  	0.0	0.411	0.642	0.296	0.0	Bundle sheath
+Zm00001d032152	 cinnamoyl CoA reductase1	0.0,0.0,0.0	2.097,1.42,3.377	0.173,0.23,0.981	0.032,0.037,0.043	0.0,0.0,0.0	Pavement cells,Bundle sheath,Bundle sheath
+Zm00001d032162	Temperature-induced lipocalin-1	0.0,0.0	0.552,0.656	0.126,0.83	0.038,0.457	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d032165	Defective in cullin neddylation protein	0.0	0.386	0.111	0.076	0.006	Subsidiary
+Zm00001d032186	Ribonuclease 1	0.0	1.049	0.952	0.717	0.0	Mesophyll
+Zm00001d032188	Probable mannan synthase 7	0.0	0.557	0.105	0.011	0.0	Mesophyll
+Zm00001d032190	MYR1  	0.0,0.0,0.0	0.656,0.896,1.583	0.131,0.125,0.161	0.017,0.018,0.024	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d032197	Chlorophyll a-b binding protein 4 chloroplastic	0.0,0.0,0.0,0.0	-1.219,2.141,1.738,0.462	0.064,0.463,0.365,1.0	0.211,0.066,0.09,0.996	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d032198	Polypyrimidine tract-binding protein homolog 1	0.0	-0.445	0.417	0.484	0.0	Mesophyll
+Zm00001d032212	GDT1-like protein 4	0.0	1.013	0.844	0.151	0.0	Mesophyll
+Zm00001d032220		0.0,0.0	-0.293,0.624	0.218,0.385	0.287,0.221	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d032221		0.0	0.786	0.141	0.011	0.0	Mesophyll
+Zm00001d032238	Putative 1-phosphatidylinositol-3-phosphate 5-kinase FAB1C	0.0,0.0,0.0	-2.083,-0.259,3.353	0.054,0.134,0.617	0.265,0.092,0.059	0.0,0.043,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d032253	Type IV inositol polyphosphate 5-phosphatase 9	0.0,0.0	-1.511,2.725	0.027,0.461	0.174,0.028	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d032268	Mitochondrial carrier protein MTM1	0.0	0.277	0.528	0.191	0.0	Bundle sheath
+Zm00001d032279	ABC2 homolog 15	0.0,0.0	-0.313,0.612	0.063,0.161	0.1,0.063	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d032293		0.0	0.254	0.213	0.134	0.0	Mesophyll
+Zm00001d032300		0.0	-0.331	0.068	0.134	0.0	Subsidiary
+Zm00001d032301	S-adenosyl-L-methionine-dependent methyltransferases superfamily protein	0.0,0.0	0.559,1.04	0.129,0.27	0.036,0.04	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d032310	Protein kinase superfamily protein	0.0	0.639	0.117	0.009	0.0	Bundle sheath
+Zm00001d032331	Peptidyl-prolyl cis-trans isomerase  	0.0	1.372	0.959	0.264	0.0	Mesophyll
+Zm00001d032332	Quinone oxidoreductase-like protein At1g23740  	0.0	1.163	0.792	0.003	0.0	Bundle sheath
+Zm00001d032333	Phosphoglucan phosphatase LSF1 chloroplastic	0.0	0.33	0.491	0.168	0.0	Bundle sheath
+Zm00001d032334	Probable phospholipid-transporting ATPase 8	0.0	0.506	0.128	0.046	0.0	Mesophyll
+Zm00001d032350		0.0,0.0,0.0,0.0,0.0	0.573,-0.449,-0.574,-0.419,-0.872	0.665,0.613,0.571,0.494,0.522	0.551,0.645,0.648,0.653,0.644	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d032353	 blue-light receptor phototropin 2	0.0,0.0,0.0	-0.75,0.43,-1.007	0.29,0.508,0.252	0.4,0.386,0.396	0.0,0.0,0.001	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d032361	Probable mediator of RNA polymerase II transcription subunit 19b	0.0	-0.614	0.147	0.307	0.0	Subsidiary
+Zm00001d032366		0.0	0.384	0.887	0.776	0.013	Bundle sheath
+Zm00001d032373	 chloroplast RNA splicing1	0.0,0.0,0.0	-0.408,0.705,0.524	0.14,0.312,0.309	0.213,0.142,0.152	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d032375		0.0	0.276	0.285	0.188	0.0	Mesophyll
+Zm00001d032379	Lipid phosphate phosphatase 2	0.0,0.0,0.0	-0.267,0.872,-0.405	0.245,0.452,0.161	0.289,0.239,0.259	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d032380	acclimation of photosynthesis to  environment	0.0,0.0,0.0	-0.869,1.547,0.9	0.074,0.383,0.296	0.198,0.077,0.095	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d032385	 ADP glucose pyrophosphorylase small subunit leaf1	0.0	0.688	0.981	0.918	0.0	Bundle sheath
+Zm00001d032407	FAD binding domain containing protein  	0.0	2.543	0.199	0.002	0.0	Subsidiary
+Zm00001d032422	Dormancy-associated protein 1	0.0,0.0	0.45,-0.561	0.141,0.054	0.088,0.136	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d032449		0.0	-0.337	0.11	0.177	0.0	Subsidiary
+Zm00001d032457	Protein kinase domain containing protein  	0.0,0.0,0.0	0.399,-1.094,-1.026	0.169,0.023,0.026	0.098,0.165,0.157	0.0,0.0,0.002	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d032458	cytochrome P450 family 87 subfamily A polypeptide 6	0.0,0.0,0.0	-0.306,-0.651,1.064	0.101,0.042,0.25	0.136,0.112,0.098	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d032471		0.0	0.275	0.194	0.128	0.0	Pavement cells
+Zm00001d032485	CRP3 - Cysteine-rich family protein precursor expressed	0.0,0.0	-0.771,1.343	0.159,0.349	0.262,0.166	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d032517	Copper transport protein family	0.0	1.259	0.735	0.226	0.0	Mesophyll
+Zm00001d032536	Calcium uniporter protein 4 mitochondrial	0.0,0.0,0.0,0.0,0.0	-1.323,1.196,1.011,1.915,4.128	0.153,0.301,0.412,0.396,0.886	0.326,0.178,0.171,0.184,0.185	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d032552	Protein NEOXANTHIN-DEFICIENT 1	0.0,0.0,0.0,0.0	-0.693,1.021,-0.904,2.134	0.084,0.324,0.024,0.523	0.15,0.134,0.155,0.146	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Guard cell
+Zm00001d032560	CBS domain-containing protein CBSX5	0.0	0.571	0.217	0.098	0.0	Bundle sheath
+Zm00001d032561		0.0	0.343	0.472	0.088	0.0	Bundle sheath
+Zm00001d032598		0.0	0.329	0.347	0.241	0.0	Mesophyll
+Zm00001d032605	Alpha-galactosidase 2	0.0,0.0,0.0,0.0,0.0	1.461,-1.102,-1.45,-1.345,-1.712	0.535,0.33,0.252,0.205,0.191	0.253,0.488,0.497,0.5,0.484	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d032606		0.0	0.342	0.206	0.141	0.0	Mesophyll
+Zm00001d032608	 alpha-galactosidase1	0.0,0.0,0.0	0.875,-0.798,-1.12	0.209,0.107,0.054	0.114,0.197,0.2	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d032644	Vacuolar protein sorting-associated protein 52 A	0.0	0.366	0.174	0.081	0.02	Bundle sheath
+Zm00001d032652	Metal-dependent phosphohydrolase	0.0	0.455	0.66	0.209	0.0	Bundle sheath
+Zm00001d032654		0.0,0.0,0.0	0.391,-0.734,-0.909	0.147,0.038,0.022	0.087,0.142,0.137	0.0,0.0,0.013	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d032659	Protein EXECUTER 1 chloroplastic	0.0,0.0	0.457,-0.602	0.499,0.208	0.353,0.373	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d032679	Double-stranded RNA-binding protein 2	0.0,0.0	0.437,-0.692	0.159,0.068	0.095,0.153	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d032685	Pleckstrin homology (PH) and lipid-binding START domains-containing protein	0.0,0.0	0.37,-0.361	0.275,0.112	0.183,0.194	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d032686	Nucleotide/sugar transporter family protein	0.0,0.0,0.0,0.0	0.379,0.564,-0.624,-1.032	0.226,0.361,0.12,0.046	0.155,0.205,0.219,0.224	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d032688	Carboxy-lyase  	0.0,0.0,0.0	0.298,-1.287,1.014	0.203,0.048,0.835	0.164,0.203,0.226	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d032694		0.0	0.846	0.547	0.202	0.0	Bundle sheath
+Zm00001d032695	Malate dehydrogenase%2C cytoplasmic  	0.0,0.0,0.0,0.0	-0.377,0.626,1.138,1.471	0.051,0.129,0.257,1.0	0.101,0.056,0.059,0.982	0.0,0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d032703	Probable methyltransferase PMT3	0.0	0.489	0.111	0.061	0.0	Subsidiary
+Zm00001d032721	Long-chain-alcohol oxidase FAO4B	0.0,0.0,0.0,0.0	0.367,-0.822,-0.914,0.423	0.109,0.032,0.017,0.141	0.063,0.104,0.106,0.097	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d032736	Cyanate hydratase  	0.0,0.0,0.0	0.736,1.008,1.198	0.152,0.227,0.962	0.03,0.031,0.291	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d032739	Heterogeneous nuclear ribonucleoprotein 1	0.0	0.458	0.225	0.12	0.0	Mesophyll
+Zm00001d032740	Protein NRT1/ PTR FAMILY 5.2	0.0	0.765	0.139	0.043	0.0	Bundle sheath
+Zm00001d032781		0.0,0.0,0.0,0.0	-0.418,1.052,0.332,0.61	0.052,0.183,0.103,0.196	0.103,0.055,0.059,0.06	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d032801	 chromatin complex subunit A	0.0,0.0,0.0,0.0	-0.612,0.759,0.508,0.593	0.226,0.447,0.293,0.457	0.353,0.237,0.248,0.249	0.0,0.0,0.001,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d032810	CHY-type/CTCHY-type/RING-type Zinc finger protein	0.0,0.0,0.0	0.668,-0.601,-1.951	0.314,0.247,0.088	0.231,0.301,0.312	0.0,0.001,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d032811	Ras-related protein Rab-18  	0.0,0.0,0.0	0.369,0.707,0.564	0.25,0.322,0.623	0.164,0.167,0.201	0.0,0.0,0.0	Pavement cells,Bundle sheath,Bundle sheath
+Zm00001d032828	Citrate transporter family protein  	0.0,0.0,0.0	-1.291,2.356,1.121	0.01,0.32,0.733	0.119,0.01,0.038	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d032838		0.0	0.397	0.811	0.541	0.041	Bundle sheath
+Zm00001d032855	ABC transporter G family member 24	0.0,0.0,0.0,0.0	0.76,-0.935,-0.835,-1.162	0.267,0.09,0.077,0.083	0.124,0.25,0.251,0.241	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d032859	Cell division control protein 48 homolog D	0.0,0.0	0.256,-0.522	0.125,0.065	0.091,0.122	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d032866	UDP-glycosyltransferase 86A2	0.0,0.0,0.0,0.0	0.893,-1.233,-0.924,-2.099	0.538,0.256,0.253,0.091	0.321,0.513,0.513,0.5	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d032873	Metal ion binding protein  	0.0,0.0,0.0,0.0	0.753,-0.751,-1.684,0.374	0.483,0.316,0.137,1.0	0.308,0.459,0.471,0.975	0.0,0.0,0.0,0.013	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d032897	Core-2/I-branching beta-16-N-acetylglucosaminyltransferase family protein	0.0,0.0	0.305,-0.493	0.166,0.044	0.105,0.113	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d032905		0.0	0.266	0.281	0.216	0.013	Pavement cells
+Zm00001d032919	Osmotin-like protein	0.0	1.507	0.18	0.003	0.0	Subsidiary
+Zm00001d032921		0.0,0.0	0.344,-0.454	0.174,0.102	0.116,0.168	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d032926	 chlorophyllase2	0.0	0.825	0.114	0.009	0.0	Guard cell
+Zm00001d032933	Protein NETWORKED 1A	0.0,0.0,0.0,0.0	-1.084,1.91,0.945,2.046	0.008,0.258,0.13,0.341	0.106,0.01,0.026,0.026	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d032950	GDP-mannose 35-epimerase	0.0,0.0	0.374,-0.655	0.196,0.066	0.145,0.194	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d032955	Whole genome shotgun sequence of line PN40024 scaffold_179.assembly12x (Fragment)	0.0,0.0,0.0	0.398,-0.407,-0.419	0.186,0.131,0.092	0.131,0.179,0.181	0.0,0.006,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d032956	Acylamino-acid-releasing enzyme	0.0	0.51	0.196	0.094	0.0	Mesophyll
+Zm00001d032969	Probable glutathione S-transferase BZ2  	0.0,0.0	-3.217,5.1	0.045,0.89	0.261,0.045	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d033004	Protein kinase 2B chloroplastic	0.0,0.0	-0.438,-0.284	0.097,0.088	0.148,0.15	0.018,0.0	Pavement cells,Subsidiary
+Zm00001d033028		0.0	0.291	0.244	0.168	0.0	Mesophyll
+Zm00001d033038	Stress enhanced protein 1 chloroplastic	0.0	2.026	0.999	0.717	0.0	Mesophyll
+Zm00001d033040	Shewanella-like protein phosphatase 1	0.0,0.0,0.0,0.0	-0.453,0.879,0.579,1.746	0.035,0.203,0.161,0.25	0.105,0.037,0.047,0.048	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d033049	ZIM motif family protein  	0.0	0.507	1.0	0.961	0.001	Bundle sheath
+Zm00001d033061	Protein DETOXIFICATION 40	0.0	1.474	0.628	0.038	0.0	Mesophyll
+Zm00001d033066	Potassium transporter 5	0.0,0.0,0.0,0.0,0.0	1.538,-0.957,-1.724,-1.429,-2.123	0.324,0.204,0.096,0.111,0.061	0.129,0.291,0.301,0.299,0.289	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d033068	Potassium transporter 5	0.0,0.0,0.0,0.0	1.088,-1.927,-0.866,-1.981	0.515,0.146,0.281,0.174	0.287,0.495,0.485,0.474	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d033091	Mpv17 / PMP22 family protein  	0.0,0.0,0.0,0.0,0.0	-0.492,0.326,0.833,0.423,1.346	0.038,0.109,0.144,0.135,0.227	0.102,0.046,0.044,0.049,0.05	0.0,0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d033098	post-illumination chlorophyll fluorescence increase	0.0,0.0,0.0	1.098,2.89,0.618	0.194,0.461,0.509	0.03,0.037,0.071	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d033104	Expressed protein;  protein	0.0	0.578	0.161	0.059	0.0	Bundle sheath
+Zm00001d033105		0.0	1.016	0.943	0.508	0.0	Bundle sheath
+Zm00001d033110	Inositol-phosphate phosphatase	0.0	1.025	0.925	0.502	0.0	Bundle sheath
+Zm00001d033128	60S ribosomal protein L10-3  	0.0	-0.431	0.078	0.137	0.0	Mesophyll
+Zm00001d033130	Guanine nucleotide-binding protein-like NSN1	0.0	0.951	0.159	0.029	0.011	Guard cell
+Zm00001d033150		0.0,0.0	0.845,1.461	0.153,0.991	0.023,0.585	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d033167	ACT domain-containing protein ACR4	0.0	-0.478	0.04	0.11	0.0	Subsidiary
+Zm00001d033172	Regulator of chromosome condensation (RCC1) family protein	0.0,0.0	0.397,0.397	0.158,0.17	0.068,0.073	0.0,0.001	Mesophyll,Bundle sheath
+Zm00001d033174	 Golgi associated protein homolog	0.0,0.0,0.0	0.894,-0.946,1.539	0.464,0.157,0.978	0.27,0.288,0.868	0.0,0.0,0.0	Pavement cells,Subsidiary,Mesophyll
+Zm00001d033180	 brassinosteroid-deficient dwarf1	0.0	0.855	0.179	0.084	0.0	Pavement cells
+Zm00001d033187	Glycerophosphoryl diester phosphodiesterase  	0.0	0.703	0.118	0.022	0.0	Mesophyll
+Zm00001d033210	Chaperone protein dnaJ 3	0.0,0.0	-0.272,0.652	0.124,0.205	0.167,0.127	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d033262	Protein LSD1	0.0	0.399	0.143	0.062	0.0	Mesophyll
+Zm00001d033272	Organic cation/carnitine transporter 7	0.0,0.0	0.415,1.1	0.159,0.257	0.085,0.087	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d033273	Organic cation/carnitine transporter 7	0.0,0.0	0.458,-0.585	0.265,0.093	0.191,0.202	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d033275	Protein kinase superfamily protein	0.0,0.0	0.812,0.839	0.27,0.925	0.08,0.49	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d033278	Protein NETWORKED 1A	0.0,0.0,0.0,0.0	0.352,0.453,-0.747,-0.777	0.141,0.214,0.04,0.032	0.087,0.126,0.137,0.137	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d033287	AGG2  	0.0	1.3	0.136	0.001	0.0	Guard cell
+Zm00001d033292	P-loop containing nucleoside triphosphate hydrolases superfamily protein	0.0,0.0,0.0	0.71,-0.782,-0.884	0.148,0.037,0.023	0.058,0.137,0.138	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d033297	Protein DA1-related 1	0.0	-0.531	0.284	0.364	0.0	Mesophyll
+Zm00001d033300	Type IV inositol polyphosphate 5-phosphatase 11	0.0	0.482	0.169	0.068	0.0	Pavement cells
+Zm00001d033304	Nucleotide binding protein  	0.0	0.759	0.114	0.011	0.0	Guard cell
+Zm00001d033338	NAD(P)-linked oxidoreductase superfamily protein	0.0	1.556	0.159	0.002	0.0	Guard cell
+Zm00001d033339	Serine/threonine-protein kinase SRK2E	0.0	2.627	0.455	0.006	0.0	Guard cell
+Zm00001d033344	BTB/POZ domain-containing protein NPY2	0.0,0.0,0.0,0.0,0.0	1.401,-0.818,-1.505,-1.352,-1.925	0.451,0.314,0.146,0.171,0.091	0.194,0.406,0.42,0.418,0.405	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d033378	BEL1-like homeodomain protein 3	0.0,0.0	0.814,-0.392	0.547,0.212	0.308,0.331	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d033383	 hydroxymethylpyrimidine phosphate synthase1	0.0,0.0,0.0,0.0	-0.822,1.521,1.023,0.914	0.049,0.335,0.239,0.849	0.163,0.052,0.07,0.357	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d033393		0.0,0.0	0.564,-0.299	0.223,0.065	0.111,0.122	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d033419	Probable BOI-related E3 ubiquitin-protein ligase 2	0.0,0.0,0.0,0.0	-0.602,0.272,1.014,2.713	0.056,0.133,0.186,0.5	0.133,0.066,0.063,0.07	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Guard cell
+Zm00001d033468	Lactoylglutathione lyase / glyoxalase I family protein	0.0	0.682	0.792	0.286	0.0	Bundle sheath
+Zm00001d033483	 dehydrin13	0.0,0.0	1.433,2.4	0.222,0.409	0.062,0.063	0.0,0.0	Bundle sheath,Guard cell
+Zm00001d033497	Plasma-membrane choline transporter family protein	0.0	1.376	0.205	0.034	0.0	Guard cell
+Zm00001d033510		0.0	0.54	0.109	0.04	0.006	Bundle sheath
+Zm00001d033528	Protein NRT1/ PTR FAMILY 2.9	0.0,0.0,0.0	0.326,0.355,-1.258	0.169,0.24,0.022	0.121,0.156,0.169	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d033529	5'-AMP-activated protein kinase-related	0.0	1.088	0.114	0.01	0.0	Guard cell
+Zm00001d033535	Cox19-like CHCH family protein	0.0	0.371	1.0	0.993	0.0	Bundle sheath
+Zm00001d033537	Cox19-like CHCH family protein	0.0	1.264	1.0	0.821	0.0	Bundle sheath
+Zm00001d033551	Phosphoglycerate mutase-like family protein	0.0,0.0,0.0	2.843,3.768,1.221	0.339,0.795,0.585	0.01,0.011,0.007	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d033555	Fumarylacetoacetate (FAA) hydrolase family	0.0,0.0	0.511,1.703	0.113,0.962	0.025,0.007	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d033559	Costars family protein 	0.0	0.257	0.283	0.048	0.0	Bundle sheath
+Zm00001d033568	BGGP Beta-1-3-galactosyl-O-glycosyl-glycoprotein  	0.0,0.0,0.0,0.0,0.0	0.541,0.281,-0.901,-0.804,-0.902	0.155,0.197,0.024,0.034,0.022	0.072,0.136,0.147,0.146,0.14	0.0,0.001,0.0,0.0,0.009	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d033602	Nuclear transcription factor Y subunit A-9	0.0	-0.363	0.091	0.168	0.0	Subsidiary
+Zm00001d033624	 lipoxygenase4	0.0,0.0	-0.736,1.122	0.116,0.752	0.172,0.132	0.0,0.0	Subsidiary,Mesophyll
+Zm00001d033633	Haloacid dehalogenase-like hydrolase (HAD) superfamily protein	0.0,0.0,0.0,0.0,0.0	-0.604,1.206,0.955,-1.89,0.872	0.316,0.67,0.533,0.063,0.526	0.407,0.316,0.319,0.352,0.332	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d033637	GNS1/SUR4 membrane protein family	0.0	0.31	0.415	0.166	0.006	Bundle sheath
+Zm00001d033641		0.0	-0.281	0.112	0.174	0.0	Subsidiary
+Zm00001d033645	Phosphatidylinositol 4-phosphate 5-kinase 8	0.0,0.0,0.0	-0.317,0.666,0.566	0.066,0.154,0.161	0.111,0.069,0.074	0.0,0.0,0.021	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d033649	Beta-glucosidase 44	0.0	1.289	0.143	0.006	0.0	Subsidiary
+Zm00001d033651	Beta-glucosidase  	0.0,0.0	-0.304,0.793	0.125,0.226	0.164,0.126	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d033652	Probable LRR receptor-like serine/threonine-protein kinase 	0.0,0.0,0.0,0.0	0.529,-0.589,-0.683,-0.343	0.186,0.11,0.082,0.107	0.106,0.174,0.177,0.175	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d033654	 opaque endosperm10	0.0,0.0,0.0	-1.261,2.258,0.524	0.015,0.387,0.17	0.152,0.016,0.04	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d033655	Mitogen-activated protein kinase kinase kinase 1	0.0,0.0	-0.347,0.566	0.254,0.371	0.308,0.257	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d033669	Oxysterol-binding protein-related protein 1C	0.0	0.81	0.272	0.177	0.0	Subsidiary
+Zm00001d033675	Integral membrane protein DUF6 containing protein [Source:UniProtKB/TrEMBL;Acc:B6SKY9]	0.0	0.307	0.415	0.088	0.0	Bundle sheath
+Zm00001d033704	DEAD-box ATP-dependent RNA helicase 21	0.0	1.588	0.925	0.188	0.0	Bundle sheath
+Zm00001d033714	Regulator of Vps4 activity in the MVB pathway protein	0.0,0.0	0.406,-0.611	0.105,0.033	0.055,0.1	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d033717		0.0	0.439	0.925	0.77	0.0	Bundle sheath
+Zm00001d033718		0.0	-0.534	0.028	0.1	0.0	Subsidiary
+Zm00001d033746	 phosphoglucomutase1	0.0	0.398	0.887	0.547	0.0	Bundle sheath
+Zm00001d033747	Glutamine synthetase root isozyme 2  	0.0	2.731	0.868	0.066	0.0	Bundle sheath
+Zm00001d033780		0.0	-0.325	0.049	0.113	0.0	Subsidiary
+Zm00001d033799	 phytochromeA1	0.0	0.996	0.143	0.036	0.0	Subsidiary
+Zm00001d033800	Protein NRT1/ PTR FAMILY 8.3	0.0	0.536	0.124	0.053	0.0	Pavement cells
+Zm00001d033805	Glutamate decarboxylase 1	0.0,0.0	-0.761,0.729	0.032,0.19	0.119,0.108	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d033825	SWI/SNF complex subunit SWI3D	0.0	0.398	0.154	0.116	0.038	Subsidiary
+Zm00001d033853	Inositol-tetrakisphosphate 1-kinase 3	0.0	1.194	0.209	0.034	0.0	Bundle sheath
+Zm00001d033855	Sulfite exporter TauE/SafE family protein	0.0,0.0,0.0,0.0,0.0	1.112,-1.143,-0.579,-1.83,1.126	0.882,0.708,0.823,0.42,0.887	0.661,0.846,0.841,0.868,0.491	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d033886		0.0	-0.299	0.081	0.122	0.0	Pavement cells
+Zm00001d033893		0.0	0.816	0.109	0.014	0.0	Bundle sheath
+Zm00001d033898	BEL1-like homeodomain protein 4	0.0,0.0,0.0	0.46,-0.773,-0.402	0.459,0.312,0.391	0.363,0.447,0.444	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d033910	 ADP glucose pyrophosphorylase large subunit leaf1	0.0,0.0,0.0	1.027,1.284,2.138	0.135,0.159,1.0	0.005,0.006,0.601	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d033917	Endo-1%2C4-beta-glucanase Cel1  	0.0,0.0	0.398,-0.617	0.106,0.032	0.059,0.102	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d033925	 cystathionine beta synthase domain protein1	0.0,0.0,0.0,0.0	0.588,-0.664,-0.558,0.552	0.259,0.183,0.173,0.83	0.196,0.25,0.252,0.343	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d033957	Helix-loop-helix DNA-binding domain containing protein  	0.0,0.0	0.749,-0.973	0.321,0.082	0.191,0.208	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d033965	Protein WRKY1  	0.0	1.91	0.227	0.002	0.0	Guard cell
+Zm00001d033980	 ustilago maydis induced12	0.0,0.0	1.392,2.136	0.13,0.792	0.004,0.07	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d033981	 ATP sulfurylase1	0.0	0.917	0.736	0.126	0.0	Bundle sheath
+Zm00001d033983	Aluminium induced protein with YGL and LRDR motifs	0.0,0.0	0.413,-0.825	0.162,0.057	0.109,0.159	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d033985		0.0,0.0,0.0,0.0	-0.502,1.455,-0.587,2.562	0.105,0.366,0.045,0.998	0.166,0.099,0.122,0.434	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d033995		0.0,0.0	0.398,-0.742	0.268,0.166	0.204,0.263	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d034005	evolutionarily conserved C-terminal region 2	0.0	0.535	0.114	0.027	0.0	Mesophyll
+Zm00001d034012		0.0	-0.306	0.058	0.12	0.0	Subsidiary
+Zm00001d034020	DCL protein  	0.0	1.326	0.962	0.295	0.0	Bundle sheath
+Zm00001d034034	Protein TORNADO 1	0.0,0.0	0.257,-0.402	0.12,0.055	0.087,0.118	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d034035	 glutathione transporter1	0.0,0.0	0.893,0.382	0.1,0.396	0.02,0.112	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d034037	Circumsporozoite protein  	0.0,0.0	0.991,0.87	0.126,0.585	0.002,0.017	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d034038		0.0	0.34	0.111	0.076	0.009	Subsidiary
+Zm00001d034050	Mitochondrial substrate carrier family protein	0.0	0.664	0.252	0.117	0.0	Bundle sheath
+Zm00001d034066	UDP-glycosyltransferase 83A1	0.0,0.0,0.0,0.0,0.0	0.805,-0.449,-0.703,-0.923,-1.061	0.186,0.104,0.066,0.028,0.022	0.061,0.165,0.169,0.171,0.163	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d034073	Probable WRKY transcription factor 57	0.0	0.801	0.13	0.009	0.0	Mesophyll
+Zm00001d034076	Cyclic nucleotide-gated ion channel 2	0.0,0.0,0.0,0.0	1.236,-1.578,-1.597,-1.884	0.663,0.28,0.21,0.235	0.347,0.626,0.629,0.606	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d034125		0.0	0.317	0.11	0.057	0.0	Pavement cells
+Zm00001d034130		0.0	1.177	0.1	0.012	0.0	Subsidiary
+Zm00001d034145	Zinc finger protein AZF2	0.0	0.587	0.774	0.338	0.0	Bundle sheath
+Zm00001d034179		0.0	0.29	1.0	0.999	0.042	Bundle sheath
+Zm00001d034188		0.0,0.0	0.311,-0.252	0.253,0.11	0.171,0.179	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d034189	CASP-like protein 12  	0.0,0.0,0.0	0.268,0.544,0.28	0.1,0.187,0.283	0.053,0.054,0.051	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d034196	 C-type cytochrome synthesis protein1	0.0,0.0	0.604,0.712	0.104,0.122	0.013,0.018	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d034197		0.0	0.401	0.642	0.277	0.0	Bundle sheath
+Zm00001d034218	Cytochrome c oxidase subunit 6a mitochondrial	0.0	0.485	0.887	0.605	0.0	Bundle sheath
+Zm00001d034237	Probable LRR receptor-like serine/threonine-protein kinase 	0.0	0.332	0.396	0.114	0.0	Bundle sheath
+Zm00001d034241	Malate dehydrogenase  	0.0,0.0,0.0	0.624,0.948,1.609	0.152,0.182,1.0	0.029,0.03,0.876	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d034245	Cytosolic purine 5-nucleotidase  	0.0	1.618	0.226	0.091	0.0	Bundle sheath
+Zm00001d034255	Erythronate-4-phosphate dehydrogenase family protein	0.0,0.0	0.383,-0.532	0.239,0.128	0.186,0.235	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d034257	Proline-rich receptor-like protein kinase PERK4	0.0	0.944	0.136	0.003	0.0	Mesophyll
+Zm00001d034270	Mitochondrial import inner membrane translocase subunit TIM14  	0.0	0.286	0.358	0.056	0.0	Bundle sheath
+Zm00001d034283		0.0	0.548	1.0	0.996	0.0	Bundle sheath
+Zm00001d034298	Transcription factor PIF4	0.0,0.0,0.0,0.0,0.0	1.078,-0.974,-0.559,-1.57,-0.928	0.394,0.219,0.244,0.077,0.209	0.18,0.36,0.361,0.372,0.354	0.0,0.0,0.0,0.0,0.019	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d034301		0.0	-0.859	0.161	0.324	0.001	Bundle sheath
+Zm00001d034338	Deoxyribodipyrimidine photolyase  	0.0	1.439	0.925	0.071	0.0	Bundle sheath
+Zm00001d034388	 aldehyde oxidase4	0.0,0.0,0.0,0.0	0.529,-0.563,0.866,0.498	0.367,0.172,0.47,0.434	0.24,0.251,0.244,0.089	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d034420	Glutamate dehydrogenase  	0.0,0.0	1.656,0.774	0.122,0.547	0.016,0.16	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d034433	Heat stress transcription factor A-6b	0.0,0.0,0.0,0.0	-0.344,0.384,0.888,0.863	0.258,0.362,0.474,0.925	0.323,0.264,0.268,0.686	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d034435	WW domain-binding protein 11  	0.0	0.526	0.604	0.216	0.0	Bundle sheath
+Zm00001d034444	Whole genome shotgun sequence of line PN40024 scaffold_179.assembly12x (Fragment)	0.0	1.753	0.364	0.073	0.0	Guard cell
+Zm00001d034446	Guanylate-binding family protein	0.0	0.568	0.264	0.128	0.0	Pavement cells
+Zm00001d034447	Basic leucine zipper 25	0.0,0.0	0.319,-0.453	0.219,0.119	0.174,0.217	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d034452	Tryptophan synthase alpha chain chloroplastic	0.0	-0.431	0.032	0.103	0.0	Subsidiary
+Zm00001d034453	Tryptophan synthase alpha chain chloroplastic	0.0,0.0	0.9,1.501	0.165,0.892	0.064,0.264	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d034461	Tryptophan synthase alpha chain chloroplastic	0.0,0.0	1.032,2.067	0.126,0.975	0.013,0.434	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d034468	Protein binding protein  	0.0	0.493	0.177	0.113	0.0	Subsidiary
+Zm00001d034479	 histone one (H1)	0.0	2.282	0.295	0.029	0.0	Guard cell
+Zm00001d034491	Thioredoxin  	0.0	1.129	0.122	0.046	0.001	Bundle sheath
+Zm00001d034497	cysteine-rich TM module stress tolerance protein	0.0,0.0	0.665,1.037	0.128,0.235	0.049,0.052	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d034501		0.0	0.842	0.811	0.255	0.0	Bundle sheath
+Zm00001d034519	Probable acyl-activating enzyme 18 peroxisomal	0.0,0.0,0.0,0.0	-1.12,2.624,-0.708,-0.403	0.098,0.64,0.052,0.077	0.21,0.093,0.124,0.122	0.0,0.0,0.0,0.004	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d034521	Brain protein 44-like protein  	0.0,0.0	0.61,-0.882	0.273,0.029	0.14,0.154	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d034528		0.0	1.118	1.0	0.804	0.0	Bundle sheath
+Zm00001d034543		0.0	0.414	0.981	0.995	0.004	Bundle sheath
+Zm00001d034558	Remorin  	0.0,0.0,0.0,0.0	-0.567,1.032,-0.708,-1.739	0.529,0.788,0.496,0.227	0.611,0.593,0.607,0.607	0.0,0.0,0.008,0.02	Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d034562	Calcium-dependent protein kinase 2  	0.0	1.529	0.93	0.453	0.0	Mesophyll
+Zm00001d034564	Probable galactinol--sucrose galactosyltransferase 2	0.0,0.0	-0.833,1.731	0.033,0.262	0.119,0.035	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d034569	Cytokinin-O-glucosyltransferase 2  	0.0,0.0,0.0	0.615,-1.55,-1.572	0.335,0.057,0.057	0.189,0.325,0.31	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d034586	Nudix hydrolase 16 mitochondrial	0.0,0.0,0.0,0.0	-0.922,1.472,1.824,1.371	0.071,0.331,0.383,0.318	0.185,0.075,0.09,0.092	0.0,0.0,0.0,0.003	Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d034596	DNA binding protein  	0.0	0.434	0.34	0.096	0.0	Bundle sheath
+Zm00001d034601	NAC domain-containing protein 67%3B NAC1 transcription factor%3B SNAC1  	0.0,0.0	-0.425,0.425	0.382,0.696	0.517,0.507	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d034602	 brown midrib2	0.0	0.415	0.321	0.02	0.0	Bundle sheath
+Zm00001d034604	KH domain-containing protein SPIN1	0.0,0.0	0.331,0.518	0.13,0.642	0.055,0.156	0.026,0.0	Bundle sheath,Bundle sheath
+Zm00001d034608	Protein kinase superfamily protein	0.0	0.487	0.148	0.066	0.036	Bundle sheath
+Zm00001d034629	 tasselseed6	0.0,0.0,0.0	0.493,-1.263,-1.614	0.422,0.181,0.117	0.298,0.414,0.401	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d034633	Transducin/WD40 repeat-like superfamily protein	0.0,0.0	-0.379,0.516	0.136,0.227	0.188,0.182	0.002,0.002	Mesophyll,Subsidiary
+Zm00001d034635	 chalcone flavanone isomerase1	0.0,0.0,0.0,0.0	1.193,-1.541,-0.732,-1.192	0.553,0.08,0.155,0.104	0.266,0.294,0.289,0.282	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d034643	Actin-depolymerizing factor 10	0.0	0.725	0.152	0.06	0.0	Pavement cells
+Zm00001d034663	 alpha-expansin4	0.0	1.943	0.205	0.001	0.0	Guard cell
+Zm00001d034673	Bowman-Birk type trypsin inhibitor	0.0	-1.667	0.11	0.294	0.0	Pavement cells
+Zm00001d034675	Ras-related protein RABA2c	0.0	0.596	0.127	0.065	0.0	Subsidiary
+Zm00001d034705	uncharacterized protein [Source:UniProtKB/TrEMBL;Acc:B4FS10]	0.0	1.286	0.984	0.906	0.0	Mesophyll
+Zm00001d034715	 rubisco accumulation factor2	0.0	0.584	0.453	0.147	0.0	Bundle sheath
+Zm00001d034723	Mannan endo-14-beta-mannosidase 7	0.0,0.0,0.0	-0.709,1.446,0.676	0.066,0.262,0.196	0.147,0.072,0.081	0.0,0.0,0.0	Pavement cells,Pavement cells,Bundle sheath
+Zm00001d034745	Cell number regulator 7  	0.0,0.0,0.0,0.0	0.7,-0.908,-0.462,-0.554	0.141,0.04,0.083,0.048	0.058,0.13,0.128,0.131	0.0,0.0,0.003,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d034757	Electron transfer flavoprotein subunit alpha mitochondrial	0.0,0.0,0.0,0.0,0.0	0.387,0.319,-0.544,0.412,0.46	0.221,0.21,0.059,0.261,0.585	0.141,0.14,0.15,0.143,0.203	0.0,0.0,0.0,0.046,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d034760	Ferredoxin-3%2C chloroplastic  	0.0	0.382	0.472	0.148	0.0	Bundle sheath
+Zm00001d034770	Cellulose synthase-6  	0.0	-0.439	0.223	0.306	0.0	Mesophyll
+Zm00001d034777	Nicotinate phosphoribosyltransferase 2	0.0	0.54	0.792	0.459	0.0	Bundle sheath
+Zm00001d034779		0.0,0.0	0.852,0.873	0.189,0.226	0.046,0.053	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d034782	Ammonium transporter 2	0.0,0.0,0.0,0.0	0.678,-0.74,-0.986,-1.063	0.235,0.14,0.065,0.061	0.135,0.221,0.226,0.217	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d034784	Mitochondrial transcription termination factor family protein	0.0	0.69	0.981	0.804	0.0	Bundle sheath
+Zm00001d034796		0.0,0.0	0.305,-0.298	0.22,0.096	0.15,0.158	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d034804		0.0	0.419	0.249	0.15	0.0	Mesophyll
+Zm00001d034807	Late embryogenesis abundant protein group 2	0.0	-0.406	0.074	0.114	0.014	Mesophyll
+Zm00001d034823		0.0	0.357	0.15	0.077	0.0	Mesophyll
+Zm00001d034835		0.0	0.287	0.406	0.309	0.0	Mesophyll
+Zm00001d034839	Purple acid phosphatase 15	0.0	0.983	0.136	0.008	0.0	Guard cell
+Zm00001d034852	F3H9.20 protein	0.0	0.372	0.122	0.057	0.0	Mesophyll
+Zm00001d034853		0.0	0.317	0.185	0.111	0.0	Mesophyll
+Zm00001d034857	Monothiol glutaredoxin-S14 chloroplastic	0.0	0.585	0.943	0.826	0.0	Bundle sheath
+Zm00001d034859	cobalt ion binding	0.0,0.0,0.0	0.361,-0.434,-0.32	0.189,0.133,0.109	0.139,0.183,0.185	0.0,0.003,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d034863	Retrovirus-related Pol polyprotein from transposon TNT 1-94	0.0	0.435	0.104	0.015	0.0	Bundle sheath
+Zm00001d034865	Pentatricopeptide repeat-containing protein  mitochondrial	0.0,0.0,0.0	1.141,0.565,1.234	0.213,0.161,0.182	0.021,0.032,0.033	0.0,0.0,0.001	Mesophyll,Bundle sheath,Guard cell
+Zm00001d034890	Outer envelope pore protein 24A chloroplastic	0.0	0.563	0.83	0.53	0.0	Bundle sheath
+Zm00001d034897	Plastid-specific 30S ribosomal protein 1  	0.0	0.454	0.528	0.149	0.0	Bundle sheath
+Zm00001d034900	PGR5-like protein 1B chloroplastic	0.0,0.0,0.0	0.788,1.278,2.019	0.128,0.226,1.0	0.012,0.017,0.772	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d034904	PGR5-like protein 1B chloroplastic	0.0,0.0,0.0	-0.466,0.854,1.278	0.098,0.289,0.339	0.171,0.099,0.11	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d034925	Transferase  	0.0,0.0	-0.841,2.069	0.008,0.404	0.106,0.007	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d034935	Expressed protein;  protein	0.0	0.519	0.736	0.361	0.0	Bundle sheath
+Zm00001d034969		0.0	0.572	0.774	0.437	0.0	Bundle sheath
+Zm00001d034978	Farnesylated protein 2  	0.0,0.0,0.0,0.0	0.72,-1.569,-0.529,-1.583	0.363,0.117,0.202,0.104	0.219,0.351,0.345,0.338	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d035001	 ferredoxin1	0.0	1.946	0.99	0.472	0.0	Mesophyll
+Zm00001d035002		0.0	0.441	0.962	0.958	0.0	Bundle sheath
+Zm00001d035003	 ferredoxin2	0.0	2.761	0.962	0.201	0.0	Bundle sheath
+Zm00001d035004		0.0	-0.268	0.106	0.178	0.0	Subsidiary
+Zm00001d035015	GDP-mannose transporter GONST1	0.0,0.0,0.0	0.317,-0.424,-0.337	0.125,0.07,0.061	0.083,0.119,0.12	0.0,0.01,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d035029	Protein transporter%3B Putative VHS/GAT domain containing family protein isoform 1%3B Putative VHS/GAT domain containing family protein isoform 2  	0.0,0.0	0.266,-0.418	0.251,0.081	0.16,0.172	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d035034	 adenylate kinase1	0.0,0.0	0.942,0.52	0.198,0.143	0.043,0.052	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d035039	Core-2/I-branching beta-16-N-acetylglucosaminyltransferase family protein	0.0	1.007	0.209	0.082	0.0	Bundle sheath
+Zm00001d035076	Putative NAC domain transcription factor superfamily protein  	0.0	1.066	0.128	0.002	0.0	Subsidiary
+Zm00001d035086	Polyadenylate-binding protein-interacting protein 10	0.0	0.468	0.623	0.174	0.0	Bundle sheath
+Zm00001d035115	 multidrug and toxic compound extrusion1	0.0,0.0	2.354,1.188	0.396,0.774	0.008,0.004	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d035135	Photosystem II core complex protein psbY%3B Photosystem II core complex proteins psbY  	0.0	1.772	0.925	0.604	0.0	Mesophyll
+Zm00001d035157	Lysine histidine transporter 2	0.0,0.0,0.0,0.0,0.0	-0.609,-0.558,0.529,-1.728,1.301	0.443,0.423,0.576,0.209,0.72	0.51,0.513,0.502,0.509,0.075	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d035163	Lysine histidine transporter 2	0.0,0.0,0.0	0.593,-0.491,-0.735	0.125,0.054,0.02	0.048,0.115,0.117	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d035166	Lysine histidine transporter 2	0.0,0.0,0.0,0.0	0.269,0.345,-1.324,-1.149	0.245,0.347,0.034,0.065	0.194,0.229,0.249,0.237	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d035184	extracellular ligand-gated ion channel protein	0.0,0.0	-2.343,3.72	0.022,0.673	0.243,0.023	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d035200	Putative AMP-dependent synthetase and ligase superfamily protein  	0.0,0.0	1.186,0.564	0.204,0.152	0.016,0.028	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d035208	BTB/POZ domain-containing protein 	0.0,0.0	0.518,0.411	0.107,0.1	0.027,0.031	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d035212	Chloroplast stem-loop binding protein of 41 kDa b chloroplastic	0.0,0.0	1.244,2.49	0.157,0.981	0.001,0.032	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d035243	Amino acid permease 6	0.0,0.0	1.579,1.174	0.187,0.66	0.001,0.003	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d035246	Taxadien-5-alpha-ol O-acetyltransferase  	0.0	0.26	0.17	0.004	0.0	Bundle sheath
+Zm00001d035263	Probable protein phosphatase 2C 30	0.0,0.0	-1.453,2.624	0.007,0.385	0.134,0.007	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d035270	Sterile alpha motif (SAM) domain-containing protein	0.0,0.0,0.0	-0.596,1.162,1.257	0.252,0.487,0.526	0.337,0.253,0.266	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d035337	GDP-L-galactose phosphorylase 1	0.0,0.0,0.0	-0.897,1.093,-0.65	0.192,0.394,0.164	0.272,0.259,0.275	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d035367		0.0	1.376	0.981	0.422	0.0	Bundle sheath
+Zm00001d035380	meristematic receptor-like  kinase	0.0,0.0,0.0	0.708,-0.758,-0.472	0.193,0.028,0.042	0.099,0.109,0.108	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d035382	Putative tify domain/CCT motif transcription factor family protein  	0.0	0.522	0.114	0.049	0.0	Pavement cells
+Zm00001d035390	Thioredoxin H-type  	0.0	1.68	0.139	0.002	0.0	Bundle sheath
+Zm00001d035409	Abscisic stress-ripening protein 2	0.0,0.0	-1.365,2.506	0.006,0.324	0.115,0.006	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d035428	Zinc finger (C3HC4-type RING finger) family protein	0.0,0.0,0.0	0.869,-0.876,-0.711	0.331,0.046,0.06	0.152,0.169,0.168	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d035445	gamma-glutamylcysteine synthetase1	0.0,0.0,0.0,0.0	1.464,1.464,-1.28,-1.28	0.677,0.677,0.126,0.126	0.308,0.308,0.34,0.34	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Subsidiary
+Zm00001d035447	Metal tolerance protein A2	0.0	1.051	0.152	0.005	0.0	Bundle sheath
+Zm00001d035456		0.0	0.338	0.377	0.02	0.0	Bundle sheath
+Zm00001d035470		0.0,0.0	-0.253,0.254	0.219,0.306	0.279,0.225	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d035475	Isovaleryl-CoA dehydrogenase mitochondrial	0.0,0.0	0.493,0.45	0.139,0.528	0.051,0.116	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d035487	E3 SUMO-protein ligase SIZ1	0.0,0.0,0.0	-0.302,0.544,0.475	0.253,0.441,0.439	0.339,0.257,0.268	0.0,0.0,0.001	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d035512	Putative AP2/EREBP transcription factor superfamily protein  	0.0	-0.361	0.252	0.371	0.0	Subsidiary
+Zm00001d035542	GPRP	0.0,0.0,0.0,0.0	-0.724,0.709,0.809,0.768	0.084,0.179,0.167,0.2	0.161,0.094,0.094,0.097	0.0,0.0,0.0,0.008	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d035570	alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0	0.302,-0.613,-0.297	0.247,0.158,0.159	0.197,0.244,0.243	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d035605	Putative MYB DNA-binding domain superfamily protein  	0.0,0.0,0.0	-1.143,4.623,2.728	0.031,0.843,0.962	0.129,0.116,0.042	0.0,0.0,0.0	Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d035616	Soluble inorganic pyrophosphatase 4	0.0,0.0,0.0	-0.57,-0.443,1.506	0.292,0.245,0.559	0.364,0.31,0.289	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d035629	Actin-depolymerizing factor 4	0.0,0.0	1.086,0.606	0.152,0.434	0.009,0.023	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d035631	Cation/H(+) antiporter 20	0.0	3.979	0.636	0.001	0.0	Guard cell
+Zm00001d035646	Putative DUF26 domain family protein  	0.0	1.354	0.811	0.302	0.0	Mesophyll
+Zm00001d035651	 DNA binding with one finger3	0.0	0.399	0.208	0.0	0.0	Bundle sheath
+Zm00001d035659	Metallothionein-like protein 2C	0.0,0.0	1.865,2.632	0.122,0.906	0.004,0.201	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d035662	Metallothionein-like protein 2C	0.0	3.084	0.174	0.009	0.0	Bundle sheath
+Zm00001d035663		0.0	0.794	0.547	0.029	0.0	Bundle sheath
+Zm00001d035664	Putative amino acid selective channel family protein  	0.0	0.474	0.887	0.576	0.0	Bundle sheath
+Zm00001d035693	REX1 DNA Repair family protein  	0.0	0.406	0.491	0.119	0.0	Bundle sheath
+Zm00001d035695	Probable serine/threonine-protein kinase WNK3	0.0	1.166	0.273	0.076	0.024	Guard cell
+Zm00001d035696	Storage protein	0.0	0.455	0.13	0.055	0.036	Bundle sheath
+Zm00001d035717	WAT1-related protein 	0.0,0.0	1.355,1.409	0.117,0.358	0.001,0.001	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d035737	D-glycerate 3-kinase chloroplastic	0.0,0.0	0.96,2.187	0.129,0.996	0.005,0.17	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d035767	Jasmonate O-methyltransferase	0.0,0.0,0.0,0.0,0.0	2.437,-2.51,-2.134,-2.218,-2.527	0.743,0.375,0.452,0.369,0.335	0.399,0.693,0.694,0.699,0.681	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d035838	60S ribosomal protein L39-1	0.0	0.279	0.434	0.182	0.026	Bundle sheath
+Zm00001d035844		0.0	-0.269	0.064	0.116	0.0	Subsidiary
+Zm00001d035865	HXXXD-type acyl-transferase family protein	0.0	0.996	1.0	0.839	0.0	Bundle sheath
+Zm00001d035869	Protein MEI2-like 5	0.0,0.0,0.0	0.582,-0.667,-0.833	0.438,0.319,0.202	0.318,0.422,0.429	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d035878		0.0	0.36	0.128	0.065	0.0	Mesophyll
+Zm00001d035907	Homeobox protein BEL1 homolog	0.0,0.0,0.0	0.335,-0.376,-0.304	0.189,0.138,0.114	0.14,0.182,0.184	0.0,0.036,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d035916		0.0	1.307	0.1	0.001	0.0	Bundle sheath
+Zm00001d035948		0.0	0.328	1.0	0.972	0.002	Bundle sheath
+Zm00001d035973	Protein ENHANCED DISEASE RESISTANCE 2	0.0,0.0,0.0,0.0	0.733,-1.095,-0.555,-1.062	0.478,0.242,0.28,0.213	0.303,0.459,0.456,0.447	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d036014	E3 ubiquitin-protein ligase XBAT33	0.0,0.0,0.0,0.0,0.0	1.398,-1.09,-1.557,-1.2,-1.738	0.261,0.134,0.095,0.077,0.091	0.102,0.235,0.24,0.241,0.232	0.0,0.0,0.0,0.0,0.006	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d036024	 aldo/keto reductase AKR1	0.0,0.0,0.0,0.0	0.426,0.369,-0.77,-0.786	0.206,0.288,0.098,0.058	0.136,0.187,0.199,0.202	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d036090	Armadillo repeat-containing kinesin-like protein 3	0.0,0.0	-0.403,0.826	0.055,0.16	0.1,0.057	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d036098	Putative DUF26-domain receptor-like protein kinase family protein  	0.0,0.0,0.0,0.0,0.0	0.809,-0.533,-0.559,-1.008,-1.15	0.336,0.248,0.215,0.12,0.096	0.184,0.31,0.314,0.32,0.309	0.0,0.001,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d036136		0.0,0.0,0.0,0.0	-0.261,-0.349,0.913,-0.391	0.095,0.06,0.258,0.042	0.13,0.104,0.09,0.106	0.0,0.038,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d036137	Palmitoyl-acyl carrier protein thioesterase chloroplastic	0.0,0.0,0.0	0.437,-0.555,-0.591	0.132,0.059,0.05	0.074,0.125,0.125	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d036161	Coatomer subunit beta'-3	0.0,0.0	-0.275,0.447	0.139,0.196	0.186,0.145	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d036175	GDSL esterase/lipase APG	0.0,0.0,0.0,0.0	1.382,-0.895,-1.45,-1.365	0.138,0.072,0.056,0.044	0.056,0.125,0.127,0.127	0.0,0.001,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d036224	predicted protein	0.0,0.0,0.0,0.0,0.0,0.0	-0.979,-0.979,1.81,1.81,1.144,1.144	0.005,0.005,0.302,0.302,0.226,0.226	0.12,0.12,0.007,0.007,0.025,0.025	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d036233	Putative glycolipid transfer protein (GLTP) family protein  	0.0	0.488	0.925	0.698	0.0	Bundle sheath
+Zm00001d036234	Carboxylic ester hydrolase/ hydrolase%2C acting on ester bond  	0.0	1.328	0.686	0.34	0.001	Mesophyll
+Zm00001d036261	Protein kinase superfamily protein	0.0,0.0	0.392,-0.563	0.178,0.095	0.124,0.172	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d036262	Protein kinase superfamily protein	0.0,0.0	0.377,-0.449	0.278,0.101	0.181,0.193	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d036280		0.0,0.0,0.0,0.0,0.0	0.304,-0.736,-0.695,1.537,0.46	0.118,0.023,0.026,0.409,0.358	0.068,0.115,0.114,0.105,0.001	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d036283	Late embryogenesis abundant protein group 2	0.0,0.0,0.0	0.646,-1.194,-0.457	0.298,0.102,0.172	0.176,0.287,0.281	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d036293	 Caffeoyl-CoA O-methyltransferase1	0.0	0.611	0.163	0.053	0.0	Pavement cells
+Zm00001d036318	ATP binding protein	0.0,0.0	0.346,-0.362	0.134,0.081	0.1,0.131	0.0,0.001	Pavement cells,Subsidiary
+Zm00001d036338	peptidoglycan-binding LysM domain-containing protein	0.0	0.525	0.109	0.033	0.0	Bundle sheath
+Zm00001d036340	 photosystem II1	0.0	1.346	0.929	0.189	0.0	Mesophyll
+Zm00001d036345	 yellow endosperm1	0.0,0.0	0.806,0.742	0.123,0.126	0.005,0.012	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d036361	Protein LAZ1	0.0,0.0	0.345,-0.612	0.131,0.054	0.082,0.127	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d036370	Chitinase2  	0.0	1.899	0.719	0.057	0.0	Mesophyll
+Zm00001d036371	ATP-dependent zinc metalloprotease FTSH 5 chloroplastic	0.0,0.0,0.0	-0.561,0.572,0.693	0.079,0.195,0.152	0.156,0.087,0.09	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d036440	WAT1-related protein 	0.0,0.0,0.0,0.0	0.7,-0.59,-1.273,-1.115	0.497,0.378,0.167,0.261	0.326,0.47,0.484,0.466	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d036475		0.0,0.0	0.336,-0.332	0.348,0.172	0.25,0.263	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d036480	 eukaryotic initiation factor4a	0.0	-0.428	0.093	0.143	0.0	Mesophyll
+Zm00001d036481	NEDD8-conjugating enzyme Ubc12	0.0	0.379	0.943	0.905	0.0	Bundle sheath
+Zm00001d036530		0.0	0.487	0.407	0.251	0.0	Mesophyll
+Zm00001d036532		0.0,0.0	0.483,-0.306	0.199,0.068	0.108,0.117	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d036533	 protein; Ternary complex factor MIP1-like	0.0,0.0,0.0,0.0	-0.77,-0.77,0.917,0.917	0.281,0.281,0.566,0.566	0.412,0.412,0.395,0.395	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Subsidiary
+Zm00001d036535	 oxygen evolving complex 33kDa subunit	0.0,0.0,0.0,0.0,0.0,0.0	-2.586,-1.772,3.906,0.418,1.389,1.27	0.169,0.097,0.83,0.452,0.545,1.0	0.404,0.22,0.17,0.212,0.213,1.0	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath,Guard cell,Mesophyll
+Zm00001d036541	 maize insect resistance2	0.0,0.0	-0.344,1.242	0.072,0.282	0.112,0.07	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d036547	Translation machinery associated TMA7	0.0	0.407	0.981	0.975	0.0	Bundle sheath
+Zm00001d036575	Putative ribosomal protein S4 (RPS4A) family protein  	0.0	0.635	0.136	0.064	0.0	Mesophyll
+Zm00001d036602	Protein kinase superfamily protein	0.0	0.402	0.104	0.059	0.0	Pavement cells
+Zm00001d036609		0.0	0.336	0.276	0.186	0.0	Pavement cells
+Zm00001d036630	Filamentation temperature-sensitive H 2B%3B Filamentation temperature-sensitive H 2B isoform 1%3B Filamentation temperature-sensitive H 2B isoform 2  	0.0	0.484	0.179	0.078	0.0	Mesophyll
+Zm00001d036631	Probable CDP-diacylglycerol--inositol 3-phosphatidyltransferase 2	0.0	0.376	0.275	0.173	0.0	Mesophyll
+Zm00001d036640		0.0	-0.322	0.107	0.186	0.0	Subsidiary
+Zm00001d036652	Aluminum-activated malate transporter 12	0.0	3.298	0.477	0.0	0.0	Guard cell
+Zm00001d036668	Core-2/I-branching beta-16-N-acetylglucosaminyltransferase family protein	0.0,0.0	0.416,-0.546	0.165,0.073	0.115,0.161	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d036673	RING/FYVE/PHD zinc finger superfamily protein	0.0	0.393	0.152	0.054	0.0	Bundle sheath
+Zm00001d036727	alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0	0.671,0.885,0.457	0.121,0.152,0.566	0.025,0.031,0.116	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d036736		0.0,0.0	2.123,0.337	0.273,0.472	0.014,0.223	0.0,0.049	Guard cell,Bundle sheath
+Zm00001d036737		0.0	0.329	0.283	0.063	0.0	Bundle sheath
+Zm00001d036749	Putative sucrose-phosphate synthase family protein  	0.0,0.0	-1.035,2.196	0.142,0.544	0.266,0.14	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d036750	Heptahelical transmembrane protein 1	0.0,0.0,0.0	-1.254,0.473,-1.162	0.039,0.267,0.035	0.234,0.218,0.223	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d036751	Formamidopyrimidine-DNA glycosylase	0.0,0.0,0.0	0.51,-1.252,-1.036	0.429,0.181,0.2	0.31,0.422,0.408	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d036759		0.0	0.319	0.128	0.072	0.0	Mesophyll
+Zm00001d036771	Protein kinase superfamily protein	0.0	3.555	0.591	0.0	0.0	Guard cell
+Zm00001d036777		0.0	0.331	0.117	0.038	0.0	Bundle sheath
+Zm00001d036795		0.0	0.255	0.129	0.103	0.028	Pavement cells
+Zm00001d036827	Microtubule-associated protein MAP65-1a  	0.0	0.57	0.114	0.034	0.0	Mesophyll
+Zm00001d036830	Putative calcium-dependent lipid-binding (CaLB domain) family protein  	0.0,0.0	-0.333,0.595	0.061,0.811	0.124,0.318	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d036831	E3 ubiquitin-protein ligase RGLG1	0.0,0.0	0.364,-0.71	0.272,0.118	0.215,0.27	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d036839	Hypoxia-responsive family protein	0.0,0.0,0.0	0.324,-0.488,0.309	0.191,0.118,0.415	0.14,0.186,0.152	0.0,0.0,0.002	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d036879	Putative CBL-interacting protein kinase family protein  	0.0,0.0,0.0,0.0	0.938,-0.254,-0.609,0.261	0.364,0.119,0.063,0.245	0.154,0.168,0.171,0.043	0.0,0.011,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d036880		0.0	0.335	0.1	0.069	0.045	Subsidiary
+Zm00001d036888	D-aminoacyl-tRNA deacylase	0.0	0.304	0.434	0.093	0.0	Bundle sheath
+Zm00001d036895	Acetylglucosaminyltransferase  	0.0	0.408	0.66	0.313	0.0	Bundle sheath
+Zm00001d036903	Plant Tudor-like RNA-binding protein	0.0	0.549	0.263	0.142	0.0	Mesophyll
+Zm00001d036918	Auxin-responsive protein IAA15	0.0,0.0	0.628,1.294	0.117,0.849	0.03,0.374	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d036919	Palmitoyl-acyl carrier protein thioesterase chloroplastic	0.0,0.0,0.0	0.568,-0.855,-0.359	0.164,0.061,0.096	0.101,0.159,0.156	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d036940	UDP-galactose/UDP-glucose transporter 3	0.0,0.0,0.0	0.864,-0.535,-0.466	0.253,0.049,0.044	0.092,0.104,0.104	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d036950		0.0	0.435	0.102	0.035	0.0	Mesophyll
+Zm00001d036961	Putative ATPase%2C V1 complex%2C subunit B protein isoform 1%3B Putative ATPase%2C V1 complex%2C subunit B protein isoform 2%3B Vacuolar ATP synthase subunit B isoform 1  	0.0,0.0	0.45,1.203	0.169,0.937	0.125,0.491	0.001,0.0	Subsidiary,Mesophyll
+Zm00001d036965	Zinc transporter 4  	0.0	0.989	0.126	0.009	0.0	Bundle sheath
+Zm00001d036982		0.0	-0.279	0.054	0.101	0.0	Subsidiary
+Zm00001d036986	ABC transporter G family member 29	0.0	1.9	0.227	0.019	0.0	Subsidiary
+Zm00001d036987	P-loop nucleoside triphosphate hydrolases superfamily protein with CH (Calponin Homology) domain	0.0,0.0,0.0,0.0	0.577,-0.949,0.459,1.511	0.296,0.042,0.211,0.409	0.154,0.17,0.158,0.161	0.0,0.0,0.0,0.026	Pavement cells,Mesophyll,Subsidiary,Guard cell
+Zm00001d037004	Ras-related protein RABA1d	0.0	0.457	0.252	0.132	0.004	Bundle sheath
+Zm00001d037025		0.0,0.0	0.29,-0.324	0.169,0.088	0.121,0.165	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d037045	Haloacid dehalogenase-like hydrolase domain-containing protein 1A isoform 1%3B Haloacid dehalogenase-like hydrolase domain-containing protein 1A isoform 2  	0.0	0.432	0.153	0.114	0.026	Subsidiary
+Zm00001d037052	Ubiquitin-conjugating enzyme E2 11	0.0	0.435	0.117	0.054	0.0	Pavement cells
+Zm00001d037059	Alpha-glucan water dikinase 1 chloroplastic	0.0,0.0,0.0,0.0,0.0	-0.984,1.178,2.806,3.156,0.38	0.023,0.254,0.557,0.568,0.453	0.139,0.03,0.04,0.044,0.076	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d037060	DNAJ heat shock N-terminal domain-containing protein	0.0	0.648	0.194	0.086	0.0	Pavement cells
+Zm00001d037098	Putative HLH DNA-binding domain superfamily protein isoform 1%3B Putative HLH DNA-binding domain superfamily protein isoform 2  	0.0	0.448	0.162	0.063	0.0	Mesophyll
+Zm00001d037099	Phosphoinositide phosphatase SAC2	0.0,0.0	-0.493,0.764	0.125,0.251	0.187,0.178	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d037103	Peroxiredoxin Q chloroplastic	0.0	1.422	0.947	0.358	0.0	Mesophyll
+Zm00001d037109		0.0	0.327	0.265	0.171	0.0	Mesophyll
+Zm00001d037112	root-specific kinase 1	0.0	1.255	0.159	0.024	0.0	Guard cell
+Zm00001d037118	Anthocyanin biosynthesis regulatory protein Pl1_B73%3B Purple plant1  	0.0,0.0,0.0,0.0	0.421,-0.841,-0.441,-0.841	0.126,0.016,0.052,0.013	0.071,0.122,0.119,0.116	0.0,0.0,0.0,0.044	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d037150	Probable tyrosine-protein phosphatase 	0.0,0.0,0.0	0.371,-0.33,-0.422	0.126,0.071,0.061	0.078,0.121,0.121	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d037227		0.0	0.258	0.245	0.172	0.0	Mesophyll
+Zm00001d037228	 NOD26-like membrane intrinsic protein2	0.0,0.0	2.643,2.747	0.304,0.887	0.004,0.01	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d037229	Transmembrane amino acid transporter family protein	0.0	1.814	0.204	0.001	0.0	Bundle sheath
+Zm00001d037240		0.0	0.342	0.11	0.052	0.0	Mesophyll
+Zm00001d037252	Putative LIM-type zinc finger domain family protein  	0.0	0.306	0.434	0.112	0.0	Bundle sheath
+Zm00001d037257	Chaperone protein dnaJ 16	0.0	0.948	0.136	0.023	0.028	Guard cell
+Zm00001d037275	B12D protein  	0.0	0.775	1.0	0.997	0.0	Bundle sheath
+Zm00001d037289	Potassium channel SKOR	0.0,0.0	0.761,2.367	0.122,0.409	0.002,0.002	0.0,0.0	Bundle sheath,Guard cell
+Zm00001d037291		0.0	0.286	0.115	0.065	0.0	Pavement cells
+Zm00001d037297	BRASSINOSTEROID INSENSITIVE 1-associated receptor kinase 1%3B Putative leucine-rich repeat receptor-like protein kinase family protein  	0.0	1.912	0.183	0.002	0.0	Bundle sheath
+Zm00001d037318	Putative AMP-dependent synthetase and ligase superfamily protein  	0.0	0.492	0.109	0.022	0.0	Bundle sheath
+Zm00001d037329	Encodes a protein whose expression is responsive to nematode infection.	0.0,0.0	0.462,-1.017	0.178,0.027	0.095,0.172	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d037333		0.0,0.0	0.266,-0.27	0.169,0.104	0.13,0.166	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d037343	ABA-induced protein%3B ABA-induced protein isoform 1%3B ABA-induced protein isoform 2  	0.0	0.909	0.152	0.011	0.0	Bundle sheath
+Zm00001d037393		0.0,0.0	0.6,0.578	0.119,0.174	0.05,0.053	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d037401	proteasome activating protein 200	0.0	-0.374	0.448	0.542	0.0	Subsidiary
+Zm00001d037446		0.0	-0.278	0.087	0.144	0.0	Subsidiary
+Zm00001d037480	Alkaline alpha galactosidase 2  	0.0,0.0	0.626,-0.633	0.173,0.088	0.113,0.166	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d037499	Thioredoxin H9	0.0,0.0,0.0	0.546,-0.368,0.473	0.323,0.109,0.326	0.181,0.196,0.189	0.0,0.0,0.013	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d037512	Haloacid dehalogenase-like hydrolase (HAD) superfamily protein	0.0	0.57	0.178	0.067	0.0	Bundle sheath
+Zm00001d037532	6-phosphofructo-2-kinase/fructose-26-bisphosphatase	0.0,0.0,0.0,0.0	-0.945,-0.542,0.706,1.475	0.075,0.045,0.21,0.311	0.198,0.101,0.091,0.084	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d037537	PHD finger protein ALFIN-LIKE 2	0.0	0.281	0.358	0.087	0.0	Bundle sheath
+Zm00001d037540	Fasciclin-like arabinogalactan protein 2	0.0,0.0,0.0,0.0	0.927,-1.276,-0.901,-0.977	0.25,0.051,0.081,0.083	0.102,0.234,0.232,0.223	0.0,0.0,0.0,0.009	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d037546		0.0,0.0	0.298,-0.398	0.29,0.18	0.247,0.289	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d037550	 peroxidase 5	0.0,0.0	-1.216,0.621	0.036,0.165	0.105,0.097	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d037556	Alpha-L-fucosidase 2  	0.0	0.431	0.472	0.132	0.0	Bundle sheath
+Zm00001d037607	Probable WRKY transcription factor 50	0.0	0.976	0.126	0.01	0.0	Mesophyll
+Zm00001d037633	17.4 kDa class III heat shock protein	0.0	0.528	0.213	0.108	0.015	Bundle sheath
+Zm00001d037640	Adenine nucleotide transporter BT1 chloroplastic/mitochondrial	0.0	0.571	0.509	0.09	0.0	Bundle sheath
+Zm00001d037663	NADH-ubiquinone oxidoreductase 10.5 kDa subunit%3B NADH-ubiquinone oxidoreductase subunit  	0.0	0.886	0.981	0.657	0.0	Bundle sheath
+Zm00001d037689	 hexokinase7	0.0	0.395	0.12	0.056	0.0	Pavement cells
+Zm00001d037693	Malic enzyme  	0.0	1.008	0.14	0.052	0.0	Subsidiary
+Zm00001d037695	actin binding protein family	0.0,0.0,0.0	-2.089,0.618,-1.111	0.235,0.683,0.448	0.605,0.574,0.582	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d037714		0.0	0.28	0.105	0.053	0.0	Pavement cells
+Zm00001d037725	Mitochondrial dicarboxylate/tricarboxylate transporter DTC	0.0	1.007	0.962	0.647	0.0	Bundle sheath
+Zm00001d037727	Mitochondrial dicarboxylate/tricarboxylate transporter DTC	0.0	1.066	0.943	0.524	0.0	Bundle sheath
+Zm00001d037748	Thioredoxin-like 2-2 chloroplastic	0.0	0.399	0.585	0.206	0.0	Bundle sheath
+Zm00001d037756	zinc transporter 4 precursor	0.0,0.0	0.389,0.386	0.102,0.104	0.039,0.037	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d037770		0.0	0.271	0.434	0.14	0.0	Bundle sheath
+Zm00001d037771	Transcription factor bHLH133	0.0	0.682	0.491	0.002	0.0	Bundle sheath
+Zm00001d037772	catalytics	0.0	0.508	0.291	0.16	0.003	Bundle sheath
+Zm00001d037774	Auxin-responsive protein IAA27	0.0,0.0,0.0	0.431,-0.875,-0.458	0.331,0.23,0.227	0.279,0.325,0.327	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d037783	Putative receptor protein kinase ZmPK1  	0.0,0.0,0.0	0.557,-0.515,-0.755	0.128,0.051,0.016	0.051,0.118,0.12	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d037784	 salmon silks1	0.0	0.801	0.106	0.038	0.0	Pavement cells
+Zm00001d037794	Sec14p-like phosphatidylinositol transfer family protein	0.0,0.0,0.0	0.828,-0.952,-0.777	0.123,0.018,0.029	0.042,0.114,0.112	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d037797	Serine carboxypeptidase-like 27	0.0,0.0,0.0,0.0	0.912,-1.135,-1.065,-1.106	0.234,0.069,0.049,0.048	0.096,0.217,0.218,0.209	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d037810	receptor-like protein kinase 4	0.0,0.0,0.0,0.0	0.298,-0.596,0.384,-0.855	0.16,0.074,0.24,0.034	0.117,0.155,0.145,0.159	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d037816	C4-dicarboxylate transporter/malic acid transport protein isoform 1%3B C4-dicarboxylate transporter/malic acid transport protein isoform 2  	0.0	1.026	0.136	0.001	0.0	Guard cell
+Zm00001d037858	Protein kinase superfamily protein	0.0	0.441	0.102	0.033	0.0	Mesophyll
+Zm00001d037859	Superoxide dismutase 	0.0	0.678	0.849	0.399	0.0	Bundle sheath
+Zm00001d037867		0.0	0.266	0.282	0.2	0.0	Pavement cells
+Zm00001d037918	Non-cyanogenic beta-glucosidase  	0.0,0.0	0.749,0.509	0.14,0.104	0.019,0.026	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d037934	UDP-glucuronic acid decarboxylase 4	0.0,0.0,0.0,0.0	0.423,0.375,-0.515,1.325	0.302,0.259,0.093,0.85	0.185,0.186,0.197,0.245	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d037946	 phospholipase D13	0.0,0.0	0.264,0.464	0.194,0.243	0.126,0.129	0.0,0.017	Mesophyll,Bundle sheath
+Zm00001d037949	Probable protein phosphatase 2C 73	0.0,0.0	-0.352,0.95	0.236,0.356	0.282,0.237	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d037982	AMP deaminase	0.0,0.0	1.606,1.855	0.124,0.139	0.012,0.018	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d037984		0.0	0.261	0.125	0.069	0.0	Mesophyll
+Zm00001d038003		0.0,0.0,0.0	0.47,-0.771,-0.717	0.434,0.32,0.27	0.347,0.423,0.428	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d038007	Sorting nexin 2B	0.0,0.0	-0.298,0.57	0.098,0.213	0.148,0.1	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d038029	senescence associated gene 20	0.0	0.666	0.358	0.008	0.0	Bundle sheath
+Zm00001d038039	Putative VHS/GAT domain containing family protein  	0.0,0.0,0.0	-0.532,0.998,1.467	0.033,0.225,0.252	0.108,0.034,0.045	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d038049	Lichenase-2%3B Putative O-Glycosyl hydrolase superfamily protein  	0.0,0.0,0.0	0.67,-0.92,-1.423	0.248,0.189,0.115	0.193,0.241,0.246	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d038062		0.0	0.267	0.124	0.062	0.0	Mesophyll
+Zm00001d038066	Annexin  	0.0,0.0,0.0	-0.776,0.458,-0.989	0.043,0.198,0.026	0.16,0.149,0.153	0.0,0.0,0.003	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d038084		0.0	0.325	0.124	0.056	0.0	Mesophyll
+Zm00001d038097	Probable transmembrane GTPase FZO-like chloroplastic	0.0,0.0	0.393,0.482	0.127,0.161	0.049,0.053	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d038115	Putative DUF26-domain receptor-like protein kinase family protein  	0.0,0.0,0.0,0.0	1.216,-1.12,-1.181,-1.149	0.469,0.056,0.037,0.035	0.193,0.217,0.218,0.208	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d038126		0.0,0.0,0.0	0.364,-0.693,1.189	0.106,0.022,0.71	0.063,0.103,0.075	0.0,0.0,0.0	Pavement cells,Subsidiary,Mesophyll
+Zm00001d038127	Probable E3 ubiquitin-protein ligase LUL4	0.0	0.701	0.906	0.697	0.0	Bundle sheath
+Zm00001d038133	Cyclin-U3-1	0.0,0.0	-0.543,0.331	0.097,0.209	0.145,0.138	0.046,0.0	Pavement cells,Mesophyll
+Zm00001d038146	Oxidoreductase%2C 2OG-Fe oxygenase family protein  	0.0,0.0,0.0,0.0,0.0	-1.103,2.312,-0.944,2.591,0.951	0.344,0.557,0.273,0.864,0.868	0.399,0.344,0.36,0.353,0.418	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Guard cell,Bundle sheath
+Zm00001d038161	resistance to phytophthora 1	0.0,0.0,0.0,0.0	-0.675,1.338,0.396,1.215	0.02,0.253,0.139,0.205	0.11,0.022,0.037,0.037	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d038163	 pyruvate orthophosphate dikinase1	0.0,0.0,0.0,0.0,0.0,0.0,0.0	-2.967,-1.534,4.267,-1.482,1.325,1.03,1.449	0.131,0.116,0.817,0.093,0.587,0.591,1.0	0.382,0.183,0.133,0.185,0.175,0.179,1.0	0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell,Mesophyll
+Zm00001d038167		0.0	-0.344	0.133	0.19	0.0	Pavement cells
+Zm00001d038170	 deoxy xylulose synthase 1	0.0,0.0	0.888,0.883	0.141,0.113	0.013,0.021	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d038173	Putative cystatin  	0.0	0.463	0.193	0.095	0.0	Mesophyll
+Zm00001d038190	Single-stranded nucleic acid binding R3H protein	0.0,0.0	0.502,0.517	0.374,0.413	0.234,0.242	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d038199	MLO-like protein 1	0.0,0.0,0.0	-1.267,2.258,0.725	0.004,0.291,0.17	0.113,0.006,0.024	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d038200		0.0	-0.347	0.076	0.117	0.009	Mesophyll
+Zm00001d038205	 barley mlo defense gene homolog8	0.0,0.0,0.0	-0.812,0.422,1.333	0.054,0.164,0.221	0.158,0.067,0.064	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d038209	Protein root UVB sensitive 6	0.0,0.0	-0.489,0.402	0.126,0.251	0.18,0.172	0.011,0.0	Pavement cells,Mesophyll
+Zm00001d038218	Cytochrome c-2	0.0,0.0	0.83,0.666	0.178,1.0	0.044,0.94	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d038224	F-box protein SKP2A	0.0,0.0	-0.426,0.773	0.085,0.171	0.14,0.09	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d038226	 sugars will eventually be exported transporter1b	0.0,0.0	-2.74,4.211	0.046,0.755	0.279,0.045	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d038229	UDP-glucuronate:xylan alpha-glucuronosyltransferase 1	0.0,0.0,0.0,0.0	0.767,-0.389,-0.812,-0.806	0.196,0.12,0.066,0.058	0.079,0.176,0.181,0.182	0.0,0.01,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d038248		0.0,0.0	0.275,-0.331	0.335,0.155	0.233,0.246	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d038252		0.0	1.556	0.1	0.002	0.0	Bundle sheath
+Zm00001d038257		0.0	-0.317	0.095	0.139	0.014	Mesophyll
+Zm00001d038263	O-fucosyltransferase family protein	0.0,0.0,0.0	-0.629,0.482,1.253	0.041,0.153,0.212	0.118,0.051,0.045	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d038267	maternal effect embryo arrest 59	0.0	0.296	0.283	0.048	0.0	Bundle sheath
+Zm00001d038274	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0,0.0	0.646,2.494	0.117,0.386	0.012,0.012	0.0,0.0	Bundle sheath,Guard cell
+Zm00001d038288		0.0	0.514	0.66	0.313	0.002	Bundle sheath
+Zm00001d038299	Solute carrier family 35 member F1	0.0,0.0,0.0,0.0	-3.359,5.299,-2.009,-1.95	0.094,0.937,0.08,0.063	0.294,0.091,0.136,0.137	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d038310	Tubby-like F-box protein 10	0.0,0.0	0.313,-0.573	0.249,0.164	0.195,0.244	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d038327	Proteinase inhibitor propeptide	0.0,0.0	0.72,1.508	0.152,1.0	0.065,0.627	0.004,0.0	Bundle sheath,Bundle sheath
+Zm00001d038331		0.0,0.0	0.359,-0.468	0.158,0.093	0.106,0.152	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d038343	Phosphatidylinositol:ceramide inositolphosphotransferase 1	0.0	0.757	0.326	0.152	0.0	Pavement cells
+Zm00001d038346		0.0	0.286	0.12	0.067	0.0	Pavement cells
+Zm00001d038348	guanylyl cyclase 1	0.0	0.849	0.13	0.052	0.0	Subsidiary
+Zm00001d038351	Adenine nucleotide alpha hydrolases-like superfamily protein	0.0	0.732	0.981	0.847	0.0	Bundle sheath
+Zm00001d038352		0.0	0.385	0.264	0.068	0.0	Bundle sheath
+Zm00001d038357	Transcription factor bHLH104	0.0,0.0,0.0	0.467,-0.382,0.56	0.355,0.143,0.417	0.234,0.246,0.238	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d038376	ubiquitin carrier protein 7	0.0	0.667	0.962	0.795	0.0	Bundle sheath
+Zm00001d038412	Ammonium transporter 2	0.0,0.0	-0.574,0.856	0.052,0.191	0.12,0.11	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d038432	Putative leucine-rich repeat transmembrane protein kinase family protein  	0.0,0.0,0.0	-0.275,0.486,0.802	0.1,0.194,0.248	0.144,0.102,0.107	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d038448		0.0	0.481	0.887	0.634	0.005	Bundle sheath
+Zm00001d038452	ENTH/VHS/GAT family protein	0.0,0.0	0.383,-0.36	0.281,0.094	0.17,0.183	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d038453	Putative aminotransferase class III superfamily protein  	0.0,0.0,0.0,0.0	-2.376,3.584,-1.473,2.144	0.074,0.443,0.028,0.361	0.201,0.073,0.103,0.096	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d038459	Putative VHS/GAT domain containing family protein  	0.0,0.0,0.0	-0.485,0.934,0.664	0.198,0.422,0.426	0.289,0.201,0.213	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d038475		0.0	-0.358	0.071	0.108	0.046	Mesophyll
+Zm00001d038485	Serine/threonine-protein kinase STN8 chloroplastic	0.0,0.0,0.0,0.0	0.627,-1.118,-1.101,1.734	0.165,0.051,0.039,0.343	0.078,0.155,0.155,0.146	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d038491	Acetyltransferase NSI	0.0	0.491	0.143	0.042	0.0	Mesophyll
+Zm00001d038494	Leucine-rich repeat protein kinase family protein	0.0,0.0,0.0	-0.326,0.907,0.481	0.088,0.254,0.209	0.14,0.087,0.097	0.0,0.0,0.001	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d038508	NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 1	0.0	0.588	1.0	0.964	0.0	Bundle sheath
+Zm00001d038511	 gibberellin 1617-oxidase1	0.0,0.0	-1.228,2.25	0.009,0.297	0.115,0.011	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d038522	Putative leucine-rich repeat receptor-like protein kinase family protein  	0.0,0.0,0.0	0.52,-0.641,-0.605	0.181,0.085,0.065	0.106,0.173,0.174	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d038526		0.0	0.59	0.114	0.011	0.0	Guard cell
+Zm00001d038542		0.0,0.0	0.461,1.104	0.123,0.945	0.046,0.377	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d038558		0.0	1.099	0.774	0.334	0.0	Bundle sheath
+Zm00001d038576	Calcium-transporting ATPase 4 plasma membrane-type	0.0,0.0	0.29,-0.642	0.129,0.041	0.104,0.13	0.021,0.0	Pavement cells,Subsidiary
+Zm00001d038577	Probable glucan endo-13-beta-glucosidase BG1	0.0	1.575	0.227	0.046	0.0	Guard cell
+Zm00001d038582		0.0	0.794	0.135	0.008	0.0	Mesophyll
+Zm00001d038608	21.7 kDa class VI heat shock protein	0.0,0.0	1.673,0.925	0.17,0.755	0.001,0.002	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d038618	Cyclic nucleotide-gated ion channel 4	0.0,0.0,0.0,0.0	0.826,-1.055,-1.33,-1.357	0.511,0.287,0.188,0.274	0.316,0.487,0.493,0.476	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d038625	 sulfite reductase1	0.0,0.0,0.0	0.51,-1.345,0.802	0.491,0.206,0.83	0.361,0.485,0.389	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d038638		0.0	0.445	0.101	0.041	0.0	Pavement cells
+Zm00001d038648	Calreticulin-3	0.0,0.0,0.0,0.0,0.0	1.095,-1.686,-0.523,-1.04,-1.469	0.51,0.241,0.393,0.296,0.265	0.314,0.485,0.478,0.485,0.475	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d038672		0.0	0.348	0.192	0.111	0.0	Pavement cells
+Zm00001d038678		0.0,0.0	-0.341,0.703	0.096,0.226	0.143,0.097	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d038684		0.0	0.301	0.117	0.058	0.0	Mesophyll
+Zm00001d038685	Probable magnesium transporter NIPA6	0.0	-0.456	0.067	0.148	0.0	Subsidiary
+Zm00001d038688	 Rho-related protein6	0.0	1.344	0.146	0.003	0.0	Subsidiary
+Zm00001d038689	Proline iminopeptidase  	0.0,0.0,0.0	0.345,-0.86,-0.278	0.255,0.128,0.173	0.198,0.252,0.249	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d038691	Tubby-like F-box protein 7	0.0,0.0,0.0,0.0	0.628,-0.781,-0.639,-0.991	0.388,0.25,0.202,0.209	0.264,0.373,0.376,0.366	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d038718	 hemoglobin2	0.0	0.534	0.283	0.054	0.0	Bundle sheath
+Zm00001d038730	 calcineurin B-like2	0.0	1.378	0.227	0.029	0.0	Guard cell
+Zm00001d038747		0.0	0.295	0.154	0.084	0.0	Mesophyll
+Zm00001d038751	DNAJ heat shock N-terminal domain-containing protein	0.0,0.0,0.0	0.706,0.835,0.598	0.116,0.148,0.981	0.018,0.023,0.859	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d038753	Ubiquitin domain-containing protein	0.0	0.6	0.434	0.151	0.0	Bundle sheath
+Zm00001d038762	 respiratory burst oxidase3	0.0,0.0,0.0	-0.295,0.68,0.294	0.075,0.185,0.14	0.119,0.078,0.079	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d038780	oxidative stress 3	0.0	0.796	0.962	0.843	0.0	Bundle sheath
+Zm00001d038804		0.0	-0.261	0.074	0.128	0.0	Subsidiary
+Zm00001d038806	Chaperone protein ClpB1	0.0	1.168	0.576	0.151	0.0	Mesophyll
+Zm00001d038809	Protein kinase superfamily protein	0.0,0.0,0.0	0.342,-0.398,0.408	0.151,0.077,0.717	0.105,0.147,0.402	0.0,0.0,0.001	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d038830		0.0	0.342	0.161	0.067	0.002	Bundle sheath
+Zm00001d038841	 putative aldehyde dehydrogenase MIS1	0.0,0.0	0.394,0.259	0.146,0.377	0.086,0.084	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d038842	Ras-related protein RABG3a	0.0	4.066	0.818	0.055	0.0	Guard cell
+Zm00001d038843	Putative WRKY DNA-binding domain superfamily protein  	0.0	0.304	0.302	0.096	0.008	Bundle sheath
+Zm00001d038845	Myosin family protein with Dil domain	0.0,0.0,0.0	0.383,-0.326,-0.618	0.311,0.167,0.103	0.214,0.223,0.227	0.0,0.004,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d038846	Protein phosphatase 2C 16	0.0,0.0,0.0	-0.505,0.874,0.255	0.178,0.369,0.242	0.264,0.186,0.191	0.0,0.0,0.035	Pavement cells,Pavement cells,Mesophyll
+Zm00001d038847		0.0,0.0	0.291,-0.351	0.229,0.081	0.152,0.162	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d038860	AT5g56980/MHM17_10	0.0	0.665	0.124	0.028	0.0	Pavement cells
+Zm00001d038862	Cytokinin riboside 5'-monophosphate phosphoribohydrolase LOG8	0.0,0.0	0.331,-1.211	0.54,0.119	0.388,0.415	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d038880	Putative CRAL/TRIO domain containing%2C Sec14p-like phosphatidylinositol transfer family protein  	0.0,0.0	0.332,-0.776	0.463,0.153	0.332,0.351	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d038883		0.0	0.954	0.943	0.631	0.0	Bundle sheath
+Zm00001d038885	Programmed cell death protein 5  	0.0	0.408	0.811	0.532	0.001	Bundle sheath
+Zm00001d038894	Serine/threonine-protein kinase STN7 chloroplastic	0.0,0.0,0.0	-0.358,0.827,1.351	0.113,0.287,0.996	0.165,0.111,0.585	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d038903	Peptidyl-tRNA hydrolase chloroplastic	0.0	0.547	0.141	0.056	0.0	Pavement cells
+Zm00001d038905	Probable beta-14-xylosyltransferase IRX10L	0.0,0.0	0.881,0.724	0.186,0.774	0.036,0.267	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d038908	Lipid phosphate phosphatase 2	0.0	1.269	0.217	0.04	0.0	Subsidiary
+Zm00001d038916		0.0	0.326	0.148	0.057	0.0	Bundle sheath
+Zm00001d038923		0.0	0.403	0.415	0.156	0.001	Bundle sheath
+Zm00001d038925		0.0,0.0,0.0,0.0	1.755,-1.151,-1.299,-1.411	0.568,0.1,0.063,0.083	0.244,0.271,0.273,0.261	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d038946	Electron carrier/ electron transporter/ iron ion binding protein  	0.0,0.0	0.29,1.287	0.104,0.227	0.042,0.046	0.0,0.0	Mesophyll,Guard cell
+Zm00001d038954	2-oxoglutarate (2OG) and Fe(II)-dependent oxygenase superfamily protein	0.0,0.0	0.33,0.509	0.103,0.122	0.054,0.052	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d038984	 photosystem I H subunit1	0.0,0.0,0.0,0.0	-0.814,1.622,1.139,0.528	0.035,0.263,0.191,1.0	0.116,0.035,0.049,1.0	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d038998		0.0	0.328	0.129	0.077	0.0	Mesophyll
+Zm00001d039029		0.0	1.139	0.887	0.491	0.0	Bundle sheath
+Zm00001d039037	Putative MAP kinase family protein  	0.0,0.0,0.0	-0.344,0.271,0.617	0.251,0.323,0.332	0.312,0.259,0.258	0.0,0.002,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d039040	Light harvesting complex mesophyll7  	0.0	0.981	0.139	0.012	0.0	Mesophyll
+Zm00001d039043	Aspartic proteinase A1	0.0,0.0	0.45,0.562	0.141,0.226	0.091,0.093	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d039051		0.0	-0.259	0.056	0.107	0.0	Subsidiary
+Zm00001d039052	Sugar transporter ERD6-like 6	0.0	1.033	0.126	0.013	0.0	Bundle sheath
+Zm00001d039059		0.0,0.0	0.279,-0.316	0.12,0.056	0.083,0.117	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d039061	Probable sodium/metabolite cotransporter BASS4 chloroplastic	0.0,0.0,0.0,0.0,0.0	-1.293,-0.838,2.374,-0.47,0.944	0.103,0.049,0.595,0.074,0.357	0.266,0.138,0.101,0.138,0.132	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d039064	DUF3143 family protein	0.0	0.294	0.566	0.26	0.004	Bundle sheath
+Zm00001d039065	 G-box binding factor	0.0,0.0	0.408,-0.574	0.292,0.089	0.189,0.203	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d039066	Galactose mutarotase-like superfamily protein	0.0	2.906	0.386	0.007	0.0	Guard cell
+Zm00001d039089	Malate dehydrogenase  	0.0	1.1	0.943	0.228	0.0	Bundle sheath
+Zm00001d039090	GTP-binding nuclear protein Ran-2	0.0,0.0	0.619,0.444	0.23,0.962	0.116,0.855	0.004,0.004	Bundle sheath,Bundle sheath
+Zm00001d039091		0.0	0.408	0.981	0.858	0.001	Bundle sheath
+Zm00001d039095		0.0	0.562	0.125	0.031	0.0	Mesophyll
+Zm00001d039104	Protein CHUP1 chloroplastic	0.0	1.022	0.232	0.042	0.0	Mesophyll
+Zm00001d039105	Putative MAP kinase family protein  	0.0	1.02	0.136	0.013	0.0	Guard cell
+Zm00001d039120	auxin-like 1 protein	0.0,0.0,0.0,0.0	0.502,-0.452,-0.712,-0.794	0.455,0.317,0.252,0.283	0.33,0.439,0.443,0.433	0.0,0.0,0.0,0.02	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d039131	 ADP glucose pyrophosphorylase2	0.0	1.093	0.198	0.017	0.0	Mesophyll
+Zm00001d039141	Mitogen-activated protein kinase 20	0.0,0.0	0.412,-0.317	0.174,0.059	0.113,0.12	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d039142	Solanesyl diphosphate synthase 2 chloroplastic	0.0,0.0,0.0	-0.428,0.812,0.524	0.056,0.19,0.157	0.113,0.058,0.066	0.0,0.0,0.002	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d039150	S-type anion channel SLAH3	0.0	0.328	0.283	0.052	0.0	Bundle sheath
+Zm00001d039163	 protein phosphatase homolog14	0.0	1.346	0.205	0.013	0.0	Guard cell
+Zm00001d039173	 hypersensitive induced reaction3	0.0,0.0,0.0,0.0,0.0	0.525,-0.82,-1.141,-1.279,1.169	0.257,0.148,0.076,0.096,0.963	0.176,0.246,0.252,0.243,0.509	0.0,0.0,0.0,0.002,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d039174	Cytokinin riboside 5'-monophosphate phosphoribohydrolase LOG7	0.0	1.661	0.83	0.012	0.0	Bundle sheath
+Zm00001d039181	RNA polymerase sigma factor sigC	0.0	0.446	0.135	0.054	0.003	Bundle sheath
+Zm00001d039194	RNA polymerase sigma factor sigE chloroplastic/mitochondrial	0.0,0.0,0.0	-0.407,1.028,1.174	0.064,0.262,0.935	0.123,0.062,0.415	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d039197	Putative ACR family protein  	0.0,0.0	0.722,0.582	0.17,0.148	0.04,0.048	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d039245		0.0	-0.33	0.067	0.125	0.0	Subsidiary
+Zm00001d039252	cAMP-regulated phosphoprotein 19-related protein	0.0,0.0,0.0	-0.413,1.033,-0.349	0.181,0.416,0.116	0.254,0.179,0.2	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d039258	Triose phosphate/phosphate translocator TPT chloroplastic	0.0,0.0,0.0	1.302,0.923,0.578	0.213,0.178,0.981	0.035,0.046,0.999	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d039260	 golden plant2	0.0,0.0	0.734,0.697	0.114,0.104	0.005,0.011	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d039270	Glutaredoxin family protein	0.0	0.881	0.159	0.02	0.0	Guard cell
+Zm00001d039280	Probable ubiquitin-conjugating enzyme E2 25	0.0,0.0	-0.456,-2.05	0.383,0.159	0.553,0.543	0.0,0.006	Subsidiary,Guard cell
+Zm00001d039283	Plasma membrane-associated cation-binding protein 1	0.0,0.0,0.0,0.0,0.0	0.342,0.412,-0.641,-0.608,-0.818	0.744,0.852,0.613,0.547,0.539	0.647,0.718,0.733,0.737,0.727	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d039312	 non-yellow coloring1	0.0,0.0,0.0	-0.295,0.49,0.491	0.068,0.145,0.121	0.102,0.071,0.071	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d039319		0.0	0.311	0.138	0.075	0.0	Mesophyll
+Zm00001d039321	SMR domain-containing protein 	0.0,0.0	-0.375,0.729	0.267,0.434	0.34,0.27	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d039328	hAT transposon superfamily	0.0	-0.404	0.169	0.217	0.023	Mesophyll
+Zm00001d039338		0.0,0.0	0.658,0.348	0.117,0.396	0.014,0.129	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d039339		0.0	1.143	0.114	0.0	0.0	Guard cell
+Zm00001d039341		0.0	-0.31	0.233	0.314	0.0	Subsidiary
+Zm00001d039349	Ectonucleotide pyrophosphatase/phosphodiesterase family member 3	0.0	0.387	0.129	0.068	0.0	Mesophyll
+Zm00001d039355	Histone-lysine N-methyltransferase ATX4	0.0,0.0	-0.653,0.64	0.035,0.174	0.124,0.114	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d039363		0.0	0.275	0.116	0.081	0.0	Pavement cells
+Zm00001d039370	Isoamyl acetate-hydrolyzing esterase  	0.0,0.0,0.0,0.0,0.0,0.0	1.097,-0.782,-1.37,-0.911,-0.965,0.94	0.503,0.362,0.181,0.232,0.3,0.736	0.255,0.46,0.475,0.471,0.457,0.113	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d039386	 potassium channel4	0.0	4.723	0.773	0.001	0.0	Guard cell
+Zm00001d039387	SOUL heme-binding family protein	0.0,0.0,0.0,0.0	0.604,-0.887,-0.386,-1.055	0.31,0.182,0.191,0.139	0.21,0.298,0.297,0.292	0.0,0.0,0.0,0.002	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d039401	CID11  	0.0	0.607	0.139	0.052	0.0	Bundle sheath
+Zm00001d039415	Lecithin-cholesterol acyltransferase-like 1	0.0	0.568	0.101	0.011	0.0	Mesophyll
+Zm00001d039416		0.0	0.33	0.245	0.164	0.0	Pavement cells
+Zm00001d039448	Transducin/WD40 repeat-like superfamily protein	0.0	0.465	0.698	0.365	0.0	Bundle sheath
+Zm00001d039451		0.0	-0.345	0.05	0.107	0.0	Subsidiary
+Zm00001d039468	Grx_A2-glutaredoxin subgroup III  	0.0	1.155	0.642	0.152	0.0	Bundle sheath
+Zm00001d039475	Protein ALWAYS EARLY 3	0.0	1.67	0.232	0.03	0.0	Pavement cells
+Zm00001d039492	myb-like transcription factor family protein	0.0,0.0,0.0,0.0	1.179,-1.035,-0.401,0.274	0.663,0.218,0.25,0.226	0.338,0.364,0.361,0.053	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d039499	ATP-dependent 6-phosphofructokinase 4 chloroplastic	0.0,0.0	0.375,1.759	0.112,0.341	0.044,0.048	0.0,0.0	Mesophyll,Guard cell
+Zm00001d039506	NAC domain containing protein 75	0.0	1.037	0.178	0.001	0.0	Bundle sheath
+Zm00001d039512	 hexokinase1	0.0,0.0,0.0	0.438,-0.718,-0.635	0.207,0.117,0.097	0.148,0.202,0.203	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d039517	Clavaminate synthase-like protein 	0.0	0.642	0.623	0.003	0.0	Bundle sheath
+Zm00001d039518	 eukaryotic initiation factor3	0.0	-0.412	0.122	0.175	0.0	Mesophyll
+Zm00001d039522		0.0	0.518	0.18	0.131	0.0	Subsidiary
+Zm00001d039529	GDSL esterase/lipase 	0.0,0.0	0.327,-0.639	0.12,0.032	0.076,0.117	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d039535	HXXXD-type acyl-transferase family protein	0.0,0.0	0.449,-0.452	0.274,0.08	0.164,0.175	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d039582	Type I inositol polyphosphate 5-phosphatase 1	0.0,0.0	-0.882,0.413	0.023,0.169	0.132,0.122	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d039589	 gigantea2	0.0,0.0	0.25,-0.466	0.416,0.201	0.305,0.317	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d039607	UDP-glycosyltransferase 75B1	0.0	1.151	0.736	0.038	0.0	Mesophyll
+Zm00001d039616		0.0	0.251	0.111	0.062	0.0	Pavement cells
+Zm00001d039624	Auxin-responsive protein IAA15	0.0,0.0,0.0	0.482,-0.933,-0.543	0.238,0.139,0.132	0.178,0.231,0.233	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d039647	Boron transporter-like protein 2  	0.0	1.102	0.181	0.019	0.0	Mesophyll
+Zm00001d039653	 multidrug resistance associated protein7	0.0	0.635	0.811	0.367	0.0	Bundle sheath
+Zm00001d039654	Protein kinase PINOID 2	0.0	1.573	0.136	0.001	0.0	Guard cell
+Zm00001d039656	NADH-cytochrome b5 reductase-like protein  	0.0	0.285	0.302	0.021	0.0	Bundle sheath
+Zm00001d039674	Phosphoenolpyruvate/phosphate translocator 2 chloroplastic	0.0,0.0,0.0,0.0	0.789,-1.301,-0.497,1.544	0.252,0.048,0.129,0.943	0.12,0.239,0.233,0.242	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d039677		0.0,0.0	0.305,-0.854	0.215,0.059	0.172,0.217	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d039685	Probable galactinol--sucrose galactosyltransferase 5	0.0,0.0	0.335,-0.649	0.163,0.101	0.123,0.159	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d039687	Photosystem I reaction center subunit XI chloroplastic	0.0,0.0	0.9,0.602	0.152,0.104	0.015,0.023	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d039715	Ultraviolet-B-repressible protein  	0.0	1.145	0.997	0.943	0.0	Mesophyll
+Zm00001d039732	Staphylococcal-like nuclease CAN1	0.0,0.0	-0.555,0.936	0.087,0.209	0.161,0.094	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d039745	Protein phosphatase 2C  	0.0,0.0	1.018,1.232	0.162,0.204	0.011,0.019	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d039768	Acyl-coenzyme A oxidase 4 peroxisomal	0.0,0.0,0.0,0.0	0.378,0.41,0.479,0.444	0.129,0.167,0.222,0.604	0.077,0.073,0.078,0.2	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d039769	RING/U-box superfamily protein	0.0,0.0,0.0	-0.436,0.877,0.318	0.203,0.414,0.277	0.288,0.21,0.215	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d039776	PLAC8 family protein	0.0,0.0	0.578,0.506	0.117,0.139	0.029,0.034	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d039780	Mitochondrial import inner membrane translocase subunit TIM14  	0.0	0.436	0.566	0.165	0.0	Bundle sheath
+Zm00001d039826		0.0	0.678	0.119	0.041	0.0	Mesophyll
+Zm00001d039858	Protein TRM32	0.0	-0.944	0.13	0.305	0.0	Bundle sheath
+Zm00001d039859	Metallothionein-like protein type 2  	0.0	1.567	0.679	0.123	0.0	Bundle sheath
+Zm00001d039865	 triose phosphate isomerase4	0.0	2.173	0.981	0.042	0.0	Bundle sheath
+Zm00001d039866	Triosephosphate isomerase	0.0,0.0	2.097,1.602	0.28,0.273	0.004,0.022	0.0,0.0	Subsidiary,Guard cell
+Zm00001d039867	Factor of DNA methylation 4	0.0,0.0	0.793,1.438	0.161,0.182	0.036,0.037	0.0,0.009	Bundle sheath,Guard cell
+Zm00001d039893	Duplicated homeodomain-like superfamily protein	0.0,0.0	0.954,0.658	0.2,0.509	0.025,0.145	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d039899	PRPK  	0.0	0.47	0.774	0.467	0.0	Bundle sheath
+Zm00001d039900	Probable zinc metalloprotease EGY2 chloroplastic	0.0,0.0,0.0	-0.421,0.992,0.536	0.067,0.259,0.183	0.136,0.068,0.079	0.0,0.0,0.001	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d039903	Protein root UVB sensitive 5	0.0,0.0	-0.41,0.792	0.055,0.211	0.116,0.056	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d039913	MADS-box transcription factor 56	0.0,0.0,0.0	-0.345,0.863,0.519	0.085,0.246,0.204	0.134,0.084,0.093	0.0,0.0,0.001	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d039914	Metallothionein-like protein type 2  	0.0	1.426	0.122	0.012	0.0	Subsidiary
+Zm00001d039916	Octicosapeptide/Phox/Bem1p family protein	0.0,0.0	-0.43,1.135	0.061,0.19	0.105,0.061	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d039931	LEAF RUST 10 DISEASE-RESISTANCE LOCUS RECEPTOR-LIKE PROTEIN KINASE-like 1.1	0.0,0.0	-0.41,0.818	0.074,0.217	0.124,0.114	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d039935	 heat shock protein17.2	0.0	1.351	0.866	0.358	0.0	Mesophyll
+Zm00001d039936	17.4 kDa class I heat shock protein	0.0	1.005	0.793	0.226	0.0	Mesophyll
+Zm00001d039971	Metallo-hydrolase/oxidoreductase superfamily protein	0.0,0.0	0.308,-0.802	0.254,0.129	0.196,0.251	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d039987		0.0,0.0	0.456,0.319	0.106,0.415	0.025,0.178	0.0,0.038	Mesophyll,Bundle sheath
+Zm00001d040002	Metal tolerance protein 10	0.0,0.0	1.888,1.638	0.339,0.906	0.002,0.004	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d040008		0.0,0.0	0.3,-0.306	0.214,0.135	0.164,0.209	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d040023	Protein kinase superfamily protein	0.0,0.0,0.0,0.0	0.342,0.316,-0.83,-0.4	0.153,0.22,0.052,0.086	0.111,0.141,0.152,0.149	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d040034	Multicopper oxidase LPR2	0.0,0.0	0.505,0.366	0.113,0.585	0.014,0.321	0.0,0.009	Bundle sheath,Bundle sheath
+Zm00001d040059	Glycosyltransferase family 61 protein	0.0	1.058	0.136	0.016	0.0	Guard cell
+Zm00001d040067	Glycosyltransferase family 61 protein	0.0,0.0,0.0	0.282,-0.355,-0.554	0.22,0.158,0.098	0.169,0.214,0.218	0.0,0.002,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d040107	ARM repeat superfamily protein	0.0	0.952	0.192	0.089	0.0	Subsidiary
+Zm00001d040148		0.0	0.637	0.1	0.016	0.0	Bundle sheath
+Zm00001d040154		0.0,0.0	-0.273,0.501	0.288,0.415	0.337,0.289	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d040163	 deoxy xylulose reductoisomerase1	0.0	1.172	0.899	0.132	0.0	Mesophyll
+Zm00001d040166		0.0	0.268	0.14	0.089	0.0	Pavement cells
+Zm00001d040188	HXXXD-type acyl-transferase family protein	0.0	1.122	0.108	0.001	0.0	Subsidiary
+Zm00001d040202	SNF7 family protein	0.0,0.0,0.0	0.909,0.862,0.799	0.18,0.196,0.925	0.036,0.044,0.685	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d040215	Chaperone protein dnaJ 20 chloroplastic	0.0,0.0,0.0	0.383,-0.595,0.316	0.165,0.052,0.434	0.111,0.162,0.135	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d040220	Enolase-phosphatase E1	0.0	0.646	0.117	0.013	0.0	Bundle sheath
+Zm00001d040235	Cysteine synthase mitochondrial	0.0	0.314	0.453	0.147	0.0	Bundle sheath
+Zm00001d040244	pathogenesis-related family protein	0.0	0.468	0.103	0.043	0.0	Pavement cells
+Zm00001d040263	Glycogen synthase kinase-3 MsK-3  	0.0,0.0,0.0	-0.848,1.827,0.686	0.074,0.33,0.183	0.147,0.07,0.087	0.0,0.0,0.009	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d040265	Glycerol-3-phosphate acyltransferase 1  	0.0,0.0,0.0,0.0	0.941,-1.159,-0.973,-1.251	0.178,0.029,0.038,0.017	0.062,0.165,0.164,0.157	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d040291	Dynein light chain type 1 family protein	0.0,0.0	0.528,0.506	0.143,0.66	0.031,0.338	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d040360	Sec14p-like phosphatidylinositol transfer family protein	0.0	0.405	0.66	0.315	0.0	Bundle sheath
+Zm00001d040365		0.0	0.277	0.142	0.073	0.0	Mesophyll
+Zm00001d040366		0.0,0.0	0.524,0.518	0.185,0.204	0.089,0.094	0.0,0.001	Mesophyll,Bundle sheath
+Zm00001d040399	Peroxidase 24	0.0	2.64	0.409	0.006	0.0	Guard cell
+Zm00001d040422	Carbohydrate transporter/ sugar porter/ transporter  	0.0,0.0,0.0,0.0	0.755,-0.597,-1.129,-0.845	0.462,0.348,0.222,0.287	0.322,0.442,0.45,0.437	0.0,0.0,0.0,0.003	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d040446	Pyruvate kinase  	0.0	1.158	0.972	0.849	0.0	Mesophyll
+Zm00001d040463	Magnesium-protoporphyrin IX monomethyl ester [oxidative] cyclase chloroplastic	0.0	0.6	0.679	0.276	0.0	Bundle sheath
+Zm00001d040464	Duplicated homeodomain-like superfamily protein	0.0	0.631	0.566	0.14	0.0	Bundle sheath
+Zm00001d040468	 major facilitator superfamily defense1	0.0,0.0,0.0	0.839,-1.794,-1.017	0.537,0.068,0.13	0.294,0.322,0.308	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d040526	Os05g0140333 protein	0.0	1.846	0.204	0.01	0.0	Subsidiary
+Zm00001d040536		0.0	0.308	0.216	0.187	0.011	Pavement cells
+Zm00001d040561		0.0,0.0,0.0,0.0	-0.38,0.403,0.265,0.522	0.794,0.881,0.798,0.909	0.861,0.801,0.807,0.806	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d040562	ABC transporter B family member 21	0.0	0.605	0.585	0.276	0.0	Bundle sheath
+Zm00001d040567	CBL-interacting serine/threonine-protein kinase 1	0.0,0.0,0.0	-0.583,1.288,-0.713	0.645,0.796,0.57	0.72,0.65,0.66	0.0,0.0,0.006	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d040599	Quinolinate synthase chloroplastic	0.0,0.0	0.348,0.492	0.116,0.2	0.065,0.067	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d040603	ATP-citrate synthase beta chain protein 2	0.0,0.0	-1.527,3.111	0.057,0.393	0.138,0.056	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d040614	PIT1  	0.0	-0.447	0.042	0.103	0.0	Subsidiary
+Zm00001d040621	 myb transcription factor40	0.0,0.0,0.0	0.729,-0.681,-0.614	0.302,0.069,0.059	0.145,0.159,0.16	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d040659	Late embryogenesis abundant protein Lea5	0.0,0.0	1.291,2.043	0.135,0.849	0.001,0.012	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d040670	Lipoamide acyltransferase component of branched-chain alpha-keto acid dehydrogenase complex mitochondrial	0.0,0.0,0.0	0.31,-1.035,0.648	0.338,0.085,0.528	0.233,0.249,0.084	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d040672	Serine/arginine-rich-splicing factor SR34	0.0	0.497	0.135	0.042	0.0	Bundle sheath
+Zm00001d040686	Protein translocase subunit SECA1 chloroplastic	0.0	0.511	0.121	0.033	0.0	Mesophyll
+Zm00001d040697	S-adenosylmethionine synthase 1	0.0	0.403	0.472	0.144	0.0	Bundle sheath
+Zm00001d040725	Polygalacturonase  	0.0	3.387	0.5	0.001	0.0	Guard cell
+Zm00001d040735	Alkaline/neutral invertase A mitochondrial	0.0,0.0,0.0	-0.365,0.983,0.614	0.082,0.189,0.187	0.106,0.079,0.085	0.001,0.0,0.002	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d040775	GATA transcription factor 16	0.0	0.636	0.66	0.347	0.0	Bundle sheath
+Zm00001d040784	Glycine-rich domain-containing protein 1	0.0	1.035	0.178	0.016	0.0	Bundle sheath
+Zm00001d040804	Protein LOW PSII ACCUMULATION 1 chloroplastic	0.0	0.464	0.144	0.057	0.0	Mesophyll
+Zm00001d040807	CASP-like protein 4  	0.0,0.0	1.105,0.702	0.213,0.585	0.026,0.058	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d040818	Acyltransferase-like protein  chloroplastic	0.0,0.0	0.531,0.622	0.147,0.178	0.044,0.05	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d040823	Cysteine-rich receptor-like protein kinase 10	0.0,0.0,0.0,0.0	0.89,-0.403,-1.662,-1.494	0.392,0.274,0.071,0.07	0.206,0.362,0.376,0.359	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d040842	 12-oxo-phytodienoic acid reductase6	0.0	0.388	0.105	0.051	0.0	Mesophyll
+Zm00001d040850	Shikimate biosynthesis protein aroDE  	0.0	0.726	0.166	0.041	0.0	Pavement cells
+Zm00001d040901	BZIP protein	0.0	0.511	0.17	0.08	0.027	Bundle sheath
+Zm00001d040920		0.0	-0.308	0.233	0.338	0.0	Subsidiary
+Zm00001d040959	Protein LNK2	0.0,0.0,0.0	-0.53,0.994,0.757	0.094,0.289,0.278	0.177,0.097,0.109	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d041056		0.0	-0.359	0.057	0.103	0.0	Mesophyll
+Zm00001d041067	 sugars will eventually be exported transporter13c	0.0,0.0	1.28,3.439	0.1,0.491	0.001,0.006	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d041079	Quinolinate synthase chloroplastic	0.0	0.396	0.104	0.019	0.0	Bundle sheath
+Zm00001d041083	P-loop containing nucleoside triphosphate hydrolases superfamily protein	0.0	0.495	0.295	0.23	0.0	Subsidiary
+Zm00001d041108	Probable Ufm1-specific protease	0.0,0.0	-0.567,1.264	0.166,0.373	0.25,0.169	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d041119	Heat shock 70 kDa protein 6 chloroplastic	0.0	0.409	0.143	0.069	0.0	Pavement cells
+Zm00001d041175		0.0	0.329	0.149	0.082	0.0	Mesophyll
+Zm00001d041191	Metallo-hydrolase/oxidoreductase superfamily protein	0.0	0.448	0.642	0.308	0.0	Bundle sheath
+Zm00001d041192	 sucrose transporter4	0.0	0.384	0.184	0.097	0.0	Mesophyll
+Zm00001d041229	CSC1-like protein RXW8	0.0,0.0	0.693,0.728	0.156,0.178	0.032,0.039	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d041246	Glycine-rich RNA-binding protein 7	0.0,0.0	0.697,1.239	0.28,0.8	0.184,0.094	0.0,0.0	Subsidiary,Mesophyll
+Zm00001d041277	Putative axial regulator YABBY 2	0.0	0.39	0.174	0.096	0.0	Mesophyll
+Zm00001d041287		0.0	0.281	0.226	0.011	0.0	Bundle sheath
+Zm00001d041308	K(+) efflux antiporter 3 chloroplastic	0.0	0.747	0.186	0.055	0.0	Mesophyll
+Zm00001d041343	Probable disease resistance protein 	0.0,0.0	0.375,-0.747	0.18,0.058	0.132,0.178	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d041352		0.0	0.376	0.868	0.662	0.02	Bundle sheath
+Zm00001d041362	 resistance to Puccinia sorghi3	0.0,0.0	0.533,-0.444	0.222,0.045	0.104,0.116	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d041374	UDP-glycosyltransferase 88A1	0.0	0.725	0.108	0.024	0.0	Subsidiary
+Zm00001d041410	Expressed protein;  protein	0.0,0.0	-0.252,0.707	0.127,0.218	0.166,0.129	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d041420		0.0	0.275	0.141	0.088	0.0	Mesophyll
+Zm00001d041472	NAC domain-containing protein 21/22	0.0,0.0,0.0,0.0,0.0	-0.477,0.852,0.776,-0.833,0.671	0.207,0.39,0.383,0.091,0.374	0.284,0.213,0.21,0.23,0.22	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d041511	Heparanase-like protein 1	0.0	0.378	0.117	0.044	0.006	Bundle sheath
+Zm00001d041548	U-box domain-containing protein 13	0.0	0.422	0.102	0.059	0.0	Subsidiary
+Zm00001d041576	Transcription factor MYB48	0.0	1.464	0.213	0.004	0.0	Bundle sheath
+Zm00001d041609		0.0	0.56	0.792	0.401	0.0	Bundle sheath
+Zm00001d041634		0.0	2.242	0.432	0.057	0.0	Guard cell
+Zm00001d041678		0.0,0.0,0.0,0.0	0.458,-0.575,-0.512,-0.995	0.146,0.061,0.058,0.004	0.08,0.139,0.139,0.135	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d041693	Golgin candidate 6	0.0	0.44	0.591	0.431	0.037	Bundle sheath
+Zm00001d041701	Acyl carrier protein 2 chloroplastic	0.0	1.08	0.981	0.778	0.0	Bundle sheath
+Zm00001d041710	Glutathione synthetase chloroplastic	0.0,0.0	0.59,0.858	0.196,0.849	0.067,0.229	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d041750		0.0	0.398	0.415	0.123	0.0	Bundle sheath
+Zm00001d041773	Leucine-rich repeat protein kinase family protein	0.0,0.0,0.0,0.0,0.0	1.072,-0.976,-1.073,-0.78,-1.423	0.353,0.198,0.143,0.176,0.117	0.167,0.323,0.33,0.327,0.319	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d041804	 thioredoxin M2	0.0,0.0,0.0	-0.437,0.96,0.648	0.047,0.199,0.204	0.101,0.047,0.056	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d041819	 photosystem I N subunit1	0.0,0.0,0.0,0.0	-1.554,2.553,1.974,0.594	0.047,0.527,0.387,1.0	0.225,0.049,0.078,1.0	0.0,0.0,0.0,0.042	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d041824	Tat pathway signal sequence family protein  	0.0,0.0,0.0	-0.51,1.202,1.14	0.074,0.307,0.969	0.151,0.073,0.566	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d041853	 myb transcription factor8	0.0	0.292	0.208	0.001	0.0	Bundle sheath
+Zm00001d041880	Beta-galactosidase 9	0.0,0.0	0.433,-1.402	0.467,0.096	0.345,0.368	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d041912	Putative serine esterase  family protein	0.0,0.0	0.301,-0.404	0.109,0.055	0.065,0.104	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d041917	Cytochrome b-c1 complex subunit 6  	0.0	0.714	0.906	0.531	0.0	Bundle sheath
+Zm00001d041945	transducin family protein / WD-40 repeat family protein	0.0	0.333	0.679	0.388	0.05	Bundle sheath
+Zm00001d041950	Pectin acetylesterase 5	0.0	0.383	0.106	0.068	0.0	Subsidiary
+Zm00001d041961	Polyketide cyclase / dehydrase and lipid transport protein	0.0	0.42	0.811	0.482	0.0	Bundle sheath
+Zm00001d041963	Cytochrome B5 isoform D	0.0	0.752	0.925	0.633	0.0	Bundle sheath
+Zm00001d041965	drought-induced 19	0.0,0.0	0.588,0.273	0.1,0.245	0.001,0.005	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d041972	Cellulose synthase-like protein G3	0.0,0.0	0.59,-1.15	0.253,0.044	0.159,0.248	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d041981	Dehydration-responsive element-binding protein 1B	0.0	0.452	0.321	0.117	0.029	Bundle sheath
+Zm00001d042017		0.0	0.422	0.981	0.838	0.0	Bundle sheath
+Zm00001d042018		0.0,0.0	-0.27,0.268	0.111,0.197	0.166,0.116	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d042022	Peroxidase 12	0.0,0.0	-1.269,2.374	0.008,0.328	0.115,0.008	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d042025	Ubiquitin-fold modifier 1  	0.0	0.359	0.642	0.382	0.034	Bundle sheath
+Zm00001d042026	Chlorophyllide a oxygenase chloroplastic	0.0	1.277	0.184	0.014	0.0	Mesophyll
+Zm00001d042049	Ferredoxin  	0.0,0.0,0.0	-0.688,1.49,3.233	0.051,0.29,0.999	0.129,0.05,0.396	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d042050	Protein RETICULATA-RELATED 4 chloroplastic	0.0,0.0	2.667,3.78	0.278,1.0	0.009,0.045	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d042056	Calcium-binding protein CML38	0.0	0.66	0.906	0.743	0.0	Bundle sheath
+Zm00001d042066	glycoside hydrolase family 2 protein	0.0,0.0,0.0,0.0	-0.284,0.275,0.65,-0.301	0.321,0.427,0.525,0.23	0.393,0.33,0.321,0.342	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d042074	Regulator of chromosome condensation (RCC1) family with FYVE zinc finger domain	0.0,0.0	-0.631,1.514	0.059,0.33	0.143,0.062	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d042084	Villin-2	0.0,0.0	0.383,-0.656	0.142,0.061	0.099,0.139	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d042104	 glutathione transferase7	0.0,0.0,0.0,0.0,0.0,0.0	1.11,-1.392,-1.539,-0.347,-1.797,1.058	0.326,0.145,0.125,0.209,0.109,0.983	0.159,0.302,0.306,0.3,0.296,0.887	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d042114		0.0,0.0,0.0,0.0	-0.669,0.415,-0.6,1.003	0.052,0.143,0.051,0.235	0.101,0.095,0.101,0.097	0.001,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d042142	Probable inactive purple acid phosphatase 16	0.0	1.583	0.136	0.005	0.0	Guard cell
+Zm00001d042178	Photosystem II reaction center psb28 protein  	0.0,0.0	0.387,1.389	0.104,0.205	0.034,0.038	0.0,0.0	Mesophyll,Guard cell
+Zm00001d042192	2-oxoglutarate (2OG) and Fe(II)-dependent oxygenase superfamily protein	0.0	0.808	0.642	0.001	0.0	Bundle sheath
+Zm00001d042207	Esterase PIR7B  	0.0	0.734	0.547	0.005	0.0	Bundle sheath
+Zm00001d042213	 thiamine diphosphate carrier protein2	0.0,0.0	-0.282,0.549	0.129,0.219	0.168,0.131	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d042214	Protein SRC2 homolog	0.0	0.382	1.0	0.947	0.001	Bundle sheath
+Zm00001d042216	Glutathione S-transferase 3  	0.0,0.0,0.0,0.0	0.261,-0.506,-0.448,-1.091	0.437,0.36,0.375,0.23	0.383,0.43,0.43,0.428	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d042225	Heavy metal transport/detoxification superfamily protein	0.0,0.0	1.569,0.919	0.391,0.623	0.071,0.158	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d042245		0.0,0.0,0.0	0.32,-0.489,-0.49	0.231,0.16,0.118	0.185,0.226,0.229	0.0,0.001,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d042257	Photosynthetic NDH subunit of subcomplex B 5 chloroplastic	0.0,0.0,0.0,0.0	0.889,1.836,1.24,2.322	0.165,0.361,0.227,0.981	0.015,0.022,0.025,0.854	0.0,0.0,0.0,0.0	Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d042267	Auxin response factor 10  	0.0,0.0	0.452,-0.338	0.35,0.147	0.219,0.231	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d042275	Phosphatidylinositol transfer protein CSR1  	0.0,0.0,0.0,0.0	-0.419,0.352,1.142,-0.937	0.199,0.331,0.44,0.061	0.266,0.206,0.196,0.222	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d042285		0.0	-0.463	0.065	0.135	0.0	Subsidiary
+Zm00001d042288	NAC domain-containing protein 68  	0.0	2.042	0.25	0.007	0.0	Guard cell
+Zm00001d042289	Rieske domain containing protein  	0.0	1.601	0.966	0.283	0.0	Mesophyll
+Zm00001d042293	L-type lectin-domain containing receptor kinase IX.1	0.0,0.0,0.0,0.0,0.0	0.664,0.818,-2.067,-1.286,-2.414	0.444,0.67,0.11,0.156,0.061	0.267,0.397,0.432,0.428,0.414	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d042313	Calmodulin-binding transcription activator 4	0.0,0.0,0.0,0.0	-0.291,0.886,-0.344,0.625	0.094,0.199,0.048,0.209	0.119,0.091,0.102,0.098	0.008,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d042341	predicted protein	0.0,0.0,0.0,0.0	-0.419,-0.419,0.934,0.934	0.054,0.054,0.176,0.176	0.105,0.105,0.056,0.056	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Subsidiary
+Zm00001d042344	 stearoyl-acyl-carrier-protein desaturase1	0.0,0.0	1.152,0.349	0.23,1.0	0.034,0.995	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d042347		0.0,0.0	0.494,0.569	0.406,1.0	0.345,0.996	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d042349	Whole genome shotgun sequence of line PN40024 scaffold_35.assembly12x (Fragment)	0.0,0.0,0.0	-0.527,1.122,0.562	0.22,0.432,0.409	0.326,0.227,0.239	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d042367	Selenium-binding protein 3	0.0	-0.494	0.102	0.201	0.0	Subsidiary
+Zm00001d042371	predicted protein	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	1.577,1.577,-0.594,-0.594,-2.115,-2.115,-1.637,-1.637,-2.405,-2.405	0.695,0.695,0.574,0.574,0.201,0.201,0.243,0.243,0.174,0.174	0.31,0.31,0.624,0.624,0.652,0.652,0.648,0.648,0.626,0.626	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Pavement cells,Pavement cells,Mesophyll,Mesophyll,Subsidiary,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d042397	ABC transporter B family member 26 chloroplastic	0.0,0.0	0.587,-0.496	0.324,0.111	0.2,0.215	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d042413	Pre-mRNA-splicing factor isy-1	0.0	0.793	0.126	0.017	0.0	Bundle sheath
+Zm00001d042416	 DEAD box RNA helicase1	0.0	0.386	0.377	0.344	0.03	Subsidiary
+Zm00001d042437	E3 ubiquitin-protein ligase RGLG1	0.0,0.0,0.0	-0.313,0.444,0.643	0.144,0.222,0.273	0.2,0.151,0.146	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d042438	Proline transporter 2	0.0,0.0	0.941,0.97	0.165,0.491	0.001,0.001	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d042443	BTB/POZ and TAZ domain-containing protein 2	0.0,0.0	0.891,-1.09	0.128,0.05	0.079,0.123	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d042454		0.0	0.343	0.981	0.953	0.026	Bundle sheath
+Zm00001d042455	RING/U-box superfamily protein	0.0,0.0,0.0	0.374,-0.591,-0.582	0.284,0.205,0.145	0.22,0.275,0.281	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d042469		0.0	0.338	0.509	0.217	0.001	Bundle sheath
+Zm00001d042470	Protein kinase superfamily protein	0.0,0.0	0.807,0.507	0.243,0.509	0.071,0.084	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d042473	Peptide transporter PTR2  	0.0,0.0,0.0	-0.92,1.798,0.498	0.007,0.316,0.13	0.12,0.008,0.028	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d042481	OTU domain-containing protein 	0.0,0.0,0.0,0.0	0.853,2.285,0.976,1.959	0.133,0.426,0.114,1.0	0.008,0.013,0.017,0.674	0.0,0.0,0.019,0.0	Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d042482	 bHLH-transcription factor 132	0.0	-0.518	0.307	0.359	0.008	Pavement cells
+Zm00001d042494	Pentatricopeptide repeat (PPR) superfamily protein	0.0,0.0,0.0,0.0	0.306,-0.474,-0.269,0.972	0.241,0.14,0.151,0.774	0.175,0.235,0.234,0.037	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d042526	Rhodanese/Cell cycle control phosphatase superfamily protein	0.0,0.0	-0.464,1.124	0.068,0.266	0.133,0.067	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d042533	Trigger factor	0.0,0.0	0.735,0.431	0.116,0.104	0.014,0.02	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d042536	 fructokinase1	0.0	0.95	0.774	0.295	0.0	Bundle sheath
+Zm00001d042549	BTB/POZ and TAZ domain-containing protein 3	0.0	0.923	0.153	0.012	0.0	Mesophyll
+Zm00001d042555	Zinc-binding dehydrogenase family protein	0.0,0.0,0.0	0.622,-0.604,-0.568	0.286,0.069,0.054	0.137,0.15,0.151	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d042590	KH domain-containing protein /At1g09670	0.0,0.0,0.0	0.689,-0.742,-0.624	0.329,0.192,0.137	0.196,0.312,0.315	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d042596	alpha/beta-Hydrolases superfamily protein	0.0	0.957	0.981	0.727	0.0	Bundle sheath
+Zm00001d042598	TPX2 (targeting protein for Xklp2) protein family	0.0,0.0,0.0	0.799,-0.94,-1.206	0.301,0.149,0.073	0.163,0.283,0.288	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d042609	NAC domain-containing protein 48%3B NAC transcription factor  	0.0,0.0	-0.787,0.471	0.271,0.63	0.49,0.474	0.0,0.006	Subsidiary,Bundle sheath
+Zm00001d042620	NAD(P)H-quinone oxidoreductase subunit N chloroplastic	0.0,0.0	0.618,2.196	0.135,0.981	0.019,0.797	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d042627	UDP-glucuronate:xylan alpha-glucuronosyltransferase 1	0.0,0.0,0.0,0.0	0.572,-0.571,-1.05,-1.004	0.21,0.119,0.046,0.065	0.121,0.198,0.203,0.194	0.0,0.0,0.0,0.016	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d042634	Extradiol ring-cleavage dioxygenase	0.0,0.0	0.457,0.474	0.117,0.117	0.033,0.037	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d042664	Patellin-1	0.0	0.831	0.179	0.065	0.0	Pavement cells
+Zm00001d042665	Transcription repressor MYB6	0.0,0.0,0.0	0.8,-0.363,-0.766	0.3,0.085,0.046	0.14,0.152,0.155	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d042669		0.0,0.0	0.266,-0.477	0.157,0.093	0.11,0.152	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d042673	Amidophosphoribosyltransferase  	0.0	0.29	0.415	0.165	0.014	Bundle sheath
+Zm00001d042683	POT family protein  	0.0,0.0,0.0,0.0	-2.417,4.305,-1.483,-1.455	0.081,0.865,0.035,0.032	0.247,0.074,0.118,0.118	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d042694	Putative ion channel protein POLLUX  	0.0	1.315	0.25	0.062	0.006	Guard cell
+Zm00001d042695		0.0	0.26	0.13	0.073	0.0	Pavement cells
+Zm00001d042697	photosystem II subunit PsbS1	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	-1.179,-1.179,2.092,2.092,1.032,1.032,1.497,1.497,1.398	0.019,0.019,0.37,0.37,0.226,0.226,0.25,0.25,0.999	0.153,0.153,0.022,0.022,0.043,0.043,0.045,0.045,1.0	0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Mesophyll,Bundle sheath,Bundle sheath,Guard cell,Guard cell,Mesophyll
+Zm00001d042714	Protein S-acyltransferase 8	0.0,0.0	0.403,-0.708	0.276,0.165	0.202,0.269	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d042720		0.0	-0.278	0.071	0.119	0.002	Subsidiary
+Zm00001d042727	Fructose-16-bisphosphatase cytosolic	0.0,0.0,0.0	0.274,-0.781,1.285	0.167,0.043,0.999	0.136,0.169,0.925	0.002,0.0,0.0	Pavement cells,Subsidiary,Mesophyll
+Zm00001d042747	Serine/threonine-protein kinase Nek5	0.0	1.82	0.182	0.031	0.0	Guard cell
+Zm00001d042778		0.0	0.281	0.102	0.051	0.0	Mesophyll
+Zm00001d042801	GABA transporter 1	0.0,0.0,0.0,0.0	0.911,-1.145,-1.083,-1.336	0.199,0.029,0.032,0.004	0.067,0.184,0.183,0.175	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d042809	Auxin transporter-like protein 1  	0.0,0.0,0.0	0.637,-1.186,-1.139	0.343,0.119,0.148	0.219,0.334,0.321	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d042811	Nematode resistance protein-like HSPRO2	0.0	0.282	0.321	0.049	0.0	Bundle sheath
+Zm00001d042812	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0	1.745	0.291	0.009	0.0	Bundle sheath
+Zm00001d042813	 glycerol-3-phosphosphate acyltransferase1	0.0,0.0,0.0	-1.083,1.328,-1.214	0.044,0.378,0.03	0.194,0.17,0.185	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d042840	Sedoheptulose-17-bisphosphatase chloroplastic	0.0,0.0	1.512,3.78	0.222,0.981	0.003,0.222	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d042842	 starch phoshorylase2	0.0,0.0,0.0	1.089,1.314,0.675	0.178,0.159,0.679	0.014,0.015,0.051	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d042848	Laccase-7	0.0,0.0,0.0	-0.764,-1.025,0.771	0.118,0.102,0.345	0.218,0.221,0.204	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d042863		0.0	1.536	0.187	0.015	0.0	Bundle sheath
+Zm00001d042867	 bowman-birk inhibitor1	0.0	3.55	0.906	0.022	0.0	Bundle sheath
+Zm00001d042868	Aldo-keto reductase family 4 member C9	0.0,0.0	-0.314,0.826	0.075,0.242	0.129,0.074	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d042869	Aldose reductase  	0.0,0.0	0.377,-0.582	0.382,0.239	0.303,0.311	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d042885	Protein HESO1	0.0,0.0,0.0	0.313,-0.437,-0.579	0.215,0.148,0.09	0.161,0.209,0.212	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d042909	Elicitor-responsive protein 1  	0.0,0.0,0.0,0.0,0.0	0.72,-0.897,-0.784,-1.527,2.3	0.256,0.148,0.122,0.096,0.957	0.168,0.245,0.247,0.24,0.264	0.0,0.0,0.0,0.002,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Mesophyll
+Zm00001d042922	Probable mediator of RNA polymerase II transcription subunit 37c	0.0	1.359	0.743	0.226	0.0	Mesophyll
+Zm00001d042938	Serine/threonine-protein kinase AFC1	0.0	0.393	0.151	0.109	0.001	Subsidiary
+Zm00001d042939	Metal tolerance protein 11	0.0,0.0	-0.787,1.369	0.076,0.279	0.188,0.085	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d042943	UDP-glucuronic acid decarboxylase 1	0.0,0.0	0.577,-0.386	0.236,0.085	0.117,0.126	0.0,0.022	Pavement cells,Mesophyll
+Zm00001d042948	Protein binding protein  	0.0	0.672	0.152	0.046	0.0	Bundle sheath
+Zm00001d042955	Protein NETWORKED 2D	0.0	0.94	0.114	0.005	0.0	Guard cell
+Zm00001d042996	2-oxoglutarate (2OG) and Fe(II)-dependent oxygenase superfamily protein	0.0	0.448	0.453	0.092	0.0	Bundle sheath
+Zm00001d042998	UPF0051 protein ABCI8 chloroplastic	0.0	0.412	0.642	0.306	0.0	Bundle sheath
+Zm00001d043023	Protein RETICULATA-RELATED 6 chloroplastic	0.0	0.815	0.179	0.041	0.0	Mesophyll
+Zm00001d043038		0.0	-0.347	0.046	0.102	0.0	Subsidiary
+Zm00001d043045		0.0,0.0	0.499,1.364	0.116,0.205	0.041,0.045	0.0,0.008	Mesophyll,Guard cell
+Zm00001d043056	Protein kinase superfamily protein	0.0	0.427	0.102	0.061	0.0	Subsidiary
+Zm00001d043062	Probable WRKY transcription factor 30	0.0,0.0	1.419,0.691	0.161,0.849	0.021,0.418	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d043067		0.0,0.0	-0.264,0.255	0.303,0.4	0.365,0.309	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d043075	Leucine-rich repeat protein kinase family protein	0.0,0.0,0.0,0.0	0.964,-1.58,-0.816,-0.836	0.673,0.302,0.386,0.504	0.42,0.647,0.64,0.625	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043083	 PIN-formed protein14	0.0	0.768	0.139	0.031	0.0	Bundle sheath
+Zm00001d043088	TRAM LAG1 and CLN8 (TLC) lipid-sensing domain containing protein	0.0,0.0	-0.501,-1.181	0.302,0.187	0.375,0.372	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d043091	Leucine-rich repeat protein kinase family protein	0.0,0.0,0.0,0.0	0.73,-1.041,-1.096,-1.003	0.236,0.066,0.05,0.074	0.116,0.224,0.225,0.215	0.0,0.0,0.0,0.005	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043093	Protein MOR1	0.0	0.477	0.108	0.065	0.0	Subsidiary
+Zm00001d043096		0.0	1.808	0.182	0.004	0.0	Guard cell
+Zm00001d043098	Cytochrome b5 reductase  	0.0	0.6	0.133	0.034	0.0	Pavement cells
+Zm00001d043104		0.0,0.0,0.0	-0.637,0.627,-1.2	0.216,0.4,0.114	0.276,0.264,0.284	0.002,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d043110	Beta-glucosidase 11	0.0,0.0	-0.635,1.501	0.088,0.306	0.159,0.087	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d043152	Dihydropyrimidinase	0.0,0.0	0.698,-0.417	0.351,0.116	0.202,0.215	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d043153	 octopine synthase binding factor3	0.0	2.127	0.295	0.017	0.0	Guard cell
+Zm00001d043165	Indole-3-acetate beta-glucosyltransferase  	0.0	0.411	0.434	0.059	0.0	Bundle sheath
+Zm00001d043168	MAR-binding filament-like protein 1-1 isoform 2	0.0,0.0,0.0	-0.997,1.9,1.049	0.021,0.345,0.226	0.139,0.022,0.042	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d043174	Cytochrome P450 98A3	0.0,0.0,0.0	0.284,0.4,-0.734	0.186,0.268,0.063	0.147,0.174,0.186	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d043182	 cytidine methyl kinase1	0.0	0.976	0.925	0.364	0.0	Bundle sheath
+Zm00001d043200		0.0,0.0,0.0,0.0	0.715,-0.743,-0.42,-0.756	0.152,0.057,0.091,0.045	0.064,0.139,0.139,0.142	0.0,0.0,0.001,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d043240	Sulfite exporter TauE/SafE family protein	0.0,0.0,0.0	1.283,1.477,1.176	0.23,0.205,0.792	0.014,0.016,0.012	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d043249	NAD(P)H dehydrogenase (quinone) FQR1	0.0	1.66	0.896	0.17	0.0	Mesophyll
+Zm00001d043252	Serine/threonine-protein kinase  	0.0,0.0	0.702,0.274	0.122,0.208	0.042,0.016	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d043253	Receptor-like serine/threonine-protein kinase SD1-8	0.0,0.0,0.0	0.463,-0.681,-0.442	0.115,0.016,0.042	0.049,0.108,0.106	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d043267	Probable 1-acyl-sn-glycerol-3-phosphate acyltransferase 4	0.0,0.0	0.833,-0.563	0.261,0.059	0.123,0.137	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d043272		0.0	0.315	0.265	0.172	0.0	Mesophyll
+Zm00001d043274	Insulin-degrading enzyme-like 1 peroxisomal	0.0,0.0,0.0	-0.506,1.387,-0.949	0.382,0.624,0.227	0.425,0.373,0.401	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d043275		0.0,0.0	-0.257,0.326	0.175,0.279	0.238,0.182	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d043293	 cytokinin oxidase 4	0.0,0.0	1.035,0.517	0.132,0.1	0.025,0.032	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d043294	TRAF-like superfamily protein	0.0	0.375	0.23	0.117	0.007	Bundle sheath
+Zm00001d043295	Myosin-binding protein 1	0.0	-0.537	0.06	0.132	0.0	Mesophyll
+Zm00001d043298	P-loop containing nucleoside triphosphate hydrolases superfamily protein	0.0,0.0	1.496,1.624	0.122,0.906	0.002,0.004	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d043299	Photosystem II reaction center W protein chloroplastic	0.0,0.0,0.0,0.0	-1.108,2.059,1.508,2.625	0.052,0.4,0.273,0.999	0.181,0.054,0.076,0.981	0.0,0.0,0.021,0.0	Pavement cells,Mesophyll,Guard cell,Mesophyll
+Zm00001d043305		0.0	0.304	0.528	0.401	0.0	Pavement cells
+Zm00001d043312	Ubiquitin carboxyl-terminal hydrolase 13	0.0,0.0	-0.275,0.63	0.199,0.282	0.245,0.203	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d043329	Topoisomerase II-associated protein PAT1	0.0	0.663	0.152	0.044	0.0	Bundle sheath
+Zm00001d043335	Branched-chain-amino-acid aminotransferase 5 chloroplastic	0.0,0.0	0.57,1.663	0.222,0.386	0.103,0.104	0.0,0.0	Bundle sheath,Guard cell
+Zm00001d043338		0.0	0.539	0.679	0.34	0.0	Bundle sheath
+Zm00001d043339	RING/U-box superfamily protein	0.0,0.0,0.0,0.0	0.44,-0.519,-0.685,1.264	0.136,0.064,0.028,0.83	0.08,0.13,0.132,0.167	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043348		0.0	-0.29	0.097	0.159	0.0	Subsidiary
+Zm00001d043356	Chorismate mutase 1 chloroplastic	0.0,0.0	0.252,0.539	0.129,0.623	0.071,0.235	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d043365	Protein binding protein  	0.0	1.299	0.751	0.094	0.0	Mesophyll
+Zm00001d043374	Peptide transporter PTR2  	0.0	1.275	0.792	0.182	0.0	Bundle sheath
+Zm00001d043382	 glutamate-oxaloacetate transaminase1	0.0	0.599	0.172	0.076	0.0	Pavement cells
+Zm00001d043389	CBL-interacting serine/threonine-protein kinase 18	0.0	0.552	0.109	0.018	0.0	Bundle sheath
+Zm00001d043401		0.0	0.357	0.212	0.118	0.0	Mesophyll
+Zm00001d043418	La-related protein 6A	0.0,0.0	0.255,1.314	0.654,0.75	0.531,0.537	0.0,0.017	Pavement cells,Guard cell
+Zm00001d043444	plant-specific domain TIGR01615 family protein expressed	0.0,0.0,0.0	0.741,-1.518,-0.712	0.168,0.048,0.107	0.102,0.16,0.158	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d043452		0.0	-0.259	0.174	0.274	0.0	Subsidiary
+Zm00001d043474	Probable WRKY transcription factor 69	0.0,0.0,0.0	-0.306,0.491,0.368	0.122,0.24,0.21	0.179,0.127,0.127	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d043477	 cellulose synthase 11	0.0	1.116	0.108	0.001	0.0	Pavement cells
+Zm00001d043479	Coiled-coil domain-containing protein 25	0.0,0.0,0.0	0.409,-0.532,-0.655	0.173,0.099,0.075	0.123,0.167,0.17	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d043483		0.0	0.288	0.237	0.159	0.0	Mesophyll
+Zm00001d043490	3-hydroxyisobutyryl-CoA hydrolase-like protein 5	0.0	0.536	0.102	0.021	0.0	Pavement cells
+Zm00001d043511	 hexokinase5	0.0	0.287	0.283	0.005	0.0	Bundle sheath
+Zm00001d043515	IAA6-auxin-responsive Aux/IAA family member  	0.0,0.0	0.698,-0.556	0.242,0.04	0.108,0.12	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d043517	Peptidase M28 family protein	0.0,0.0	0.381,-0.436	0.106,0.031	0.052,0.1	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d043519	Peptidase M28 family protein	0.0,0.0,0.0	0.385,-0.975,0.512	0.484,0.28,0.491	0.389,0.479,0.036	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d043525	oxidative stress 3	0.0,0.0	-0.589,-0.394	0.13,0.116	0.189,0.191	0.002,0.0	Pavement cells,Subsidiary
+Zm00001d043527	Putative dual specificity protein phosphatase DSP8	0.0,0.0,0.0	0.394,-0.677,-0.462	0.141,0.054,0.057	0.09,0.137,0.136	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d043540		0.0,0.0	0.41,1.092	0.154,0.27	0.077,0.079	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d043543	 respiratory burst oxidase2	0.0,0.0,0.0,0.0	-0.396,0.365,0.663,0.655	0.071,0.161,0.147,0.213	0.129,0.076,0.077,0.08	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043544	UDP-glycosyltransferase 88A1	0.0,0.0	0.495,-0.281	0.204,0.059	0.107,0.116	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d043560	Ubiquitin-like-specific protease 1D	0.0	0.444	0.528	0.113	0.0	Bundle sheath
+Zm00001d043573		0.0,0.0,0.0	-0.376,0.882,0.851	0.146,0.33,0.352	0.208,0.146,0.156	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d043592	SPA1-related 3	0.0,0.0,0.0,0.0	-0.598,1.304,-0.446,1.107	0.095,0.362,0.04,0.3	0.179,0.093,0.116,0.11	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043595	Regulator of chromosome condensation (RCC1) family protein	0.0	0.778	0.112	0.023	0.0	Subsidiary
+Zm00001d043610		0.0	0.624	0.321	0.037	0.0	Bundle sheath
+Zm00001d043613	CHY-type/CTCHY-type/RING-type Zinc finger protein	0.0,0.0,0.0	0.313,-0.824,0.325	0.688,0.45,0.835	0.632,0.693,0.676	0.0,0.0,0.036	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d043619	NADH dehydrogenase [ubiquinone] iron-sulfur protein 7 mitochondrial	0.0	0.707	1.0	0.834	0.0	Bundle sheath
+Zm00001d043650	Tryptophan aminotransferase-related protein 4	0.0,0.0	0.908,1.505	0.142,0.265	0.013,0.019	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d043652	Probable choline kinase 2	0.0,0.0,0.0	0.861,-0.542,-1.086	0.393,0.152,0.091	0.241,0.255,0.259	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d043653	Type I inositol polyphosphate 5-phosphatase 1	0.0,0.0,0.0,0.0,0.0,0.0	-1.252,1.055,1.44,1.634,1.874,0.446	0.083,0.342,0.333,0.439,0.432,0.925	0.28,0.105,0.106,0.118,0.12,0.815	0.0,0.0,0.0,0.0,0.0,0.004	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d043667	Myosin family protein with Dil domain	0.0	-0.67	0.506	0.64	0.0	Mesophyll
+Zm00001d043674	Cytidine deaminase  	0.0	0.352	0.453	0.175	0.001	Bundle sheath
+Zm00001d043727		0.0	0.356	0.16	0.084	0.0	Pavement cells
+Zm00001d043735	Bidirectional sugar transporter SWEET2	0.0,0.0	0.388,-0.553	0.196,0.052	0.115,0.125	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d043762	ABC transporter B family member 9	0.0	0.534	0.103	0.053	0.0	Pavement cells
+Zm00001d043764		0.0	-0.49	0.048	0.131	0.0	Subsidiary
+Zm00001d043785	Uncharacterised conserved protein UCP031088 alpha/beta hydrolase	0.0	0.485	0.312	0.179	0.0	Mesophyll
+Zm00001d043786	Protein PLASTID MOVEMENT IMPAIRED 2	0.0,0.0	-0.262,0.769	0.226,0.383	0.261,0.222	0.002,0.0	Pavement cells,Mesophyll
+Zm00001d043795	Glutathione S-transferase GSTU6  	0.0,0.0	0.358,-0.856	0.153,0.033	0.104,0.151	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d043798	Kinase superfamily protein	0.0,0.0,0.0,0.0,0.0	0.465,0.625,-0.991,-1.02,-1.149	0.18,0.279,0.038,0.028,0.009	0.095,0.158,0.173,0.173,0.165	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043800	LEAF RUST 10 DISEASE-RESISTANCE LOCUS RECEPTOR-LIKE PROTEIN KINASE-like 1.1	0.0,0.0,0.0,0.0,0.0	0.481,0.412,-0.802,-0.856,-1.195	0.296,0.403,0.147,0.109,0.1	0.197,0.271,0.287,0.289,0.279	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043805	zinc finger protein-related	0.0	0.533	0.29	0.166	0.0	Mesophyll
+Zm00001d043837	Transcription factor MYB36	0.0	0.291	0.189	0.016	0.0	Bundle sheath
+Zm00001d043845	Glutamate synthase 1 [NADH] chloroplastic	0.0,0.0,0.0,0.0	0.329,0.252,-0.716,-0.465	0.106,0.16,0.037,0.044	0.077,0.097,0.105,0.104	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d043851	Long chain acyl-CoA synthetase 5	0.0,0.0,0.0,0.0	0.714,-1.148,-0.474,-1.063	0.224,0.043,0.108,0.057	0.11,0.214,0.209,0.204	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043853	O-acyltransferase WSD1	0.0,0.0,0.0,0.0	-1.091,0.547,0.407,1.575	0.092,0.279,0.218,0.365	0.277,0.12,0.121,0.112	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d043860	evolutionarily conserved C-terminal region 8	0.0	0.687	0.165	0.039	0.0	Bundle sheath
+Zm00001d043875	Potassium/sodium hyperpolarization-activated cyclic nucleotide-gated channel 1	0.0	0.336	0.453	0.127	0.0	Bundle sheath
+Zm00001d043900	ATP binding protein  	0.0,0.0	0.306,2.742	0.322,0.773	0.235,0.24	0.0,0.0	Mesophyll,Guard cell
+Zm00001d043904	Cyclic dof factor 2	0.0,0.0	1.105,-0.933	0.436,0.071	0.194,0.215	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d043905	Ubiquitin-conjugating enzyme E2 36	0.0	0.455	0.962	0.938	0.0	Bundle sheath
+Zm00001d043911	drought-induced 19	0.0,0.0,0.0	-0.266,0.477,0.506	0.113,0.213,0.23	0.16,0.115,0.121	0.0,0.0,0.02	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d043912	Adenine nucleotide alpha hydrolases-like superfamily protein	0.0,0.0,0.0	0.671,-0.798,0.663	0.339,0.073,0.409	0.18,0.199,0.188	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043932	Grx_I1-glutaredoxin subgroup III  	0.0	0.459	0.811	0.519	0.001	Bundle sheath
+Zm00001d043944		0.0,0.0,0.0	-0.571,1.25,1.16	0.03,0.256,0.871	0.106,0.03,0.132	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d043950	Probable WRKY transcription factor 71	0.0,0.0,0.0,0.0	0.5,-0.695,-0.593,-0.813	0.116,0.018,0.025,0.004	0.051,0.109,0.108,0.104	0.0,0.0,0.0,0.028	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d043954	Mitogen-activated protein kinase 20	0.0,0.0,0.0	0.409,-1.498,-0.794	0.496,0.244,0.357	0.401,0.495,0.479	0.0,0.0,0.009	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d043970		0.0	0.86	0.792	0.436	0.0	Bundle sheath
+Zm00001d043971	Iron-sulfur cluster assembly protein 1	0.0	0.46	0.248	0.109	0.0	Bundle sheath
+Zm00001d043982		0.0	-0.739	0.47	0.556	0.036	Bundle sheath
+Zm00001d043998		0.0	-0.283	0.373	0.482	0.0	Subsidiary
+Zm00001d044008	Myosin heavy chain-like;  protein	0.0,0.0,0.0	-1.125,1.938,1.406	0.141,0.527,0.47	0.295,0.145,0.168	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d044016	Long chain acyl-CoA synthetase 5	0.0	0.566	0.175	0.065	0.0	Mesophyll
+Zm00001d044017	Probable plastid-lipid-associated protein 14 chloroplastic	0.0,0.0	0.498,-0.406	0.247,0.077	0.148,0.16	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d044024	 ustilago maydis induced8	0.0,0.0,0.0	-0.896,-1.188,1.137	0.081,0.049,0.254	0.142,0.145,0.131	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d044027		0.0	1.203	0.611	0.189	0.0	Mesophyll
+Zm00001d044033	TRICHOME BIREFRINGENCE-LIKE 20	0.0	0.449	0.185	0.096	0.0	Pavement cells
+Zm00001d044040	GDSL esterase/lipase 	0.0	1.872	0.243	0.004	0.0	Subsidiary
+Zm00001d044043		0.0	-0.325	0.047	0.103	0.0	Subsidiary
+Zm00001d044056	 potassium channel 1	0.0,0.0,0.0,0.0	-1.573,-0.947,-1.073,2.961	0.078,0.044,0.026,0.582	0.219,0.108,0.111,0.073	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d044061	F-box domain containing protein  	0.0,0.0	0.38,1.332	0.107,0.227	0.044,0.047	0.0,0.0	Pavement cells,Guard cell
+Zm00001d044089		0.0,0.0	-0.301,0.714	0.09,0.249	0.145,0.089	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d044090	HD domain containing protein  	0.0	0.482	0.774	0.345	0.0	Bundle sheath
+Zm00001d044091	 MAP kinase kinase kinase55	0.0	2.982	0.455	0.028	0.0	Guard cell
+Zm00001d044095	Beta carbonic anhydrase 4	0.0	0.484	0.144	0.09	0.0	Subsidiary
+Zm00001d044096	 carbonic anhydrase3	0.0,0.0,0.0,0.0,0.0	0.506,-0.686,-0.952,-1.711,3.31	0.441,0.338,0.28,0.109,1.0	0.337,0.425,0.431,0.424,0.434	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath,Mesophyll
+Zm00001d044099	 carbonic anhydrase1	0.0,0.0,0.0,0.0,0.0	-1.871,-1.121,2.031,1.93,3.577	0.114,0.062,0.42,0.546,1.0	0.352,0.164,0.141,0.133,0.528	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d044104	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0,0.0	0.853,-0.491,-0.718	0.309,0.08,0.039	0.131,0.144,0.147	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d044121		0.0	0.338	0.172	0.116	0.0	Pavement cells
+Zm00001d044122	Dihydroflavonol-4-reductase  	0.0,0.0	-2.663,4.5	0.037,0.568	0.163,0.035	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d044133		0.0	0.615	0.541	0.447	0.0	Subsidiary
+Zm00001d044144	CTD-phosphatase-like protein  	0.0	0.479	0.408	0.27	0.0	Mesophyll
+Zm00001d044146	cytochrome P450 family 72 subfamily A polypeptide 8	0.0,0.0	0.362,-0.776	0.129,0.03	0.09,0.128	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d044153	 cytochrome P450 10	0.0	1.102	0.104	0.002	0.0	Bundle sheath
+Zm00001d044159	 cytochrome P450 11	0.0,0.0,0.0,0.0,0.0	0.821,-0.456,-1.072,-0.57,-1.291	0.53,0.422,0.331,0.375,0.257	0.365,0.502,0.51,0.507,0.501	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d044184	Protein ABIL1	0.0	0.507	0.604	0.133	0.0	Bundle sheath
+Zm00001d044194	Transcription factor CPC	0.0,0.0,0.0,0.0	0.641,-0.7,-1.096,-1.364	0.186,0.097,0.039,0.017	0.088,0.17,0.176,0.168	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d044201	ATP-dependent zinc metalloprotease FTSH 11 chloroplastic/mitochondrial	0.0	0.568	0.144	0.042	0.0	Mesophyll
+Zm00001d044211	Phosphoglucomutase chloroplastic	0.0	0.389	0.415	0.046	0.0	Bundle sheath
+Zm00001d044212	Probable aldo-keto reductase 4	0.0	0.505	0.547	0.022	0.0	Bundle sheath
+Zm00001d044226		0.0	0.39	0.623	0.144	0.0	Bundle sheath
+Zm00001d044253	IQ domain-containing protein IQM5	0.0,0.0,0.0	0.366,-0.846,-1.208	0.314,0.133,0.1	0.236,0.31,0.301	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d044261	Protein indeterminate-domain 9	0.0	1.232	0.206	0.002	0.0	Mesophyll
+Zm00001d044291	actin binding protein family	0.0,0.0	0.375,0.476	0.1,0.566	0.029,0.172	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d044310		0.0,0.0	0.549,0.411	0.116,0.109	0.02,0.026	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d044327	Cytokinin riboside 5'-monophosphate phosphoribohydrolase LOG7	0.0,0.0,0.0	-1.35,0.627,-0.394	0.288,0.598,0.362	0.43,0.41,0.427	0.0,0.0,0.015	Pavement cells,Mesophyll,Subsidiary
+Zm00001d044335	OHP2  	0.0	1.396	0.898	0.245	0.0	Mesophyll
+Zm00001d044382	Alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0,0.0,0.0	0.723,-0.53,-0.451,-0.843,-1.53	0.418,0.327,0.287,0.194,0.113	0.257,0.39,0.394,0.4,0.39	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d044387	Transmembrane amino acid transporter family protein	0.0,0.0	0.691,0.703	0.104,0.774	0.008,0.487	0.0,0.001	Bundle sheath,Bundle sheath
+Zm00001d044395	Phosphoethanolamine/phosphocholine phosphatase  	0.0,0.0,0.0,0.0,0.0,0.0	-0.689,0.364,0.365,1.483,4.308,0.985	0.06,0.136,0.12,0.365,0.818,0.906	0.136,0.07,0.071,0.071,0.073,0.281	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d044405		0.0	0.297	0.29	0.239	0.0	Pavement cells
+Zm00001d044426	DnaJ-like protein  	0.0	1.504	0.805	0.34	0.0	Mesophyll
+Zm00001d044430	Amino-acid permease BAT1	0.0	-0.441	0.093	0.154	0.0	Mesophyll
+Zm00001d044437		0.0,0.0	0.281,-0.373	0.161,0.068	0.102,0.108	0.0,0.004	Pavement cells,Mesophyll
+Zm00001d044442	ABC transporter G family member 40	0.0	0.823	0.153	0.099	0.0	Subsidiary
+Zm00001d044443	ABC transporter G family member 40	0.0,0.0,0.0,0.0	0.554,0.385,-0.995,-0.905	0.119,0.164,0.029,0.022	0.062,0.105,0.113,0.114	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d044459	Cytochrome c oxidase polypeptide Vb  	0.0	0.419	0.623	0.195	0.0	Bundle sheath
+Zm00001d044465	GDSL esterase/lipase 	0.0,0.0	0.66,0.524	0.122,0.868	0.067,0.523	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d044467		0.0	0.28	0.472	0.169	0.0	Bundle sheath
+Zm00001d044494		0.0	-0.344	0.128	0.234	0.0	Subsidiary
+Zm00001d044495	 senescence enhanced2b	0.0,0.0,0.0	0.732,-0.307,-1.409	0.839,0.614,0.367	0.599,0.611,0.628	0.0,0.032,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d044513	Ascorbate transporter chloroplastic	0.0	1.119	0.114	0.014	0.001	Guard cell
+Zm00001d044516	DCD (Development and Cell Death) domain protein	0.0,0.0,0.0	0.285,-0.475,-0.621	0.46,0.39,0.34	0.387,0.449,0.454	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d044518		0.0	0.693	0.66	0.224	0.0	Bundle sheath
+Zm00001d044525	Protein phosphatase 2C 57	0.0,0.0,0.0,0.0	-0.616,0.755,0.847,1.669	0.082,0.239,0.194,0.999	0.17,0.089,0.092,0.528	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d044533	Vacuolar cation/proton exchanger 3	0.0,0.0,0.0,0.0,0.0	1.073,-0.613,-1.059,-1.287,0.866	0.736,0.606,0.554,0.401,1.0	0.521,0.699,0.705,0.715,0.949	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d044555	Calcium permeable stress-gated cation channel 1	0.0	0.667	0.152	0.055	0.0	Bundle sheath
+Zm00001d044575	alpha/beta-Hydrolases superfamily protein	0.0	0.448	0.811	0.605	0.004	Bundle sheath
+Zm00001d044599	Nonphototropic hypocotyl 1  	0.0,0.0,0.0	-1.228,0.369,2.079	0.256,0.456,0.685	0.473,0.286,0.271	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d044600		0.0,0.0	0.256,-0.283	0.358,0.254	0.311,0.355	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d044604	Putative serine/threonine-protein kinase-like protein CCR3	0.0,0.0,0.0,0.0,0.0	0.905,-0.862,-0.759,-0.712,-1.716	0.451,0.276,0.263,0.225,0.122	0.246,0.419,0.423,0.425,0.415	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d044606	Bifunctional monothiol glutaredoxin-S16 chloroplastic	0.0	0.668	0.849	0.504	0.0	Bundle sheath
+Zm00001d044618	Protein NUCLEAR FUSION DEFECTIVE 4	0.0	0.743	0.101	0.007	0.0	Pavement cells
+Zm00001d044646	 glucosamine fructose-6-phosphate aminotransferase1	0.0,0.0	0.32,-0.395	0.361,0.169	0.264,0.277	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d044648	Alpha-L-arabinofuranosidase 1	0.0	-0.368	0.056	0.124	0.0	Subsidiary
+Zm00001d044649	Plant mobile domain protein family	0.0,0.0,0.0	0.325,-0.331,-0.496	0.116,0.06,0.034	0.068,0.11,0.112	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d044665	V-type proton ATPase subunit C	0.0	0.328	0.66	0.355	0.004	Bundle sheath
+Zm00001d044666	SMAD/FHA domain-containing protein	0.0	2.264	0.998	0.208	0.0	Mesophyll
+Zm00001d044683	Probable chalcone--flavonone isomerase 3	0.0,0.0,0.0	1.991,-1.134,-0.739	0.464,0.027,0.059	0.115,0.14,0.137	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d044685	Non-specific lipid-transfer protein  	0.0,0.0,0.0,0.0	-1.337,-0.682,-0.957,2.65	0.081,0.057,0.036,0.494	0.195,0.105,0.107,0.076	0.0,0.002,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d044691		0.0	0.594	0.868	0.622	0.0	Bundle sheath
+Zm00001d044693	Phosphoglucan phosphatase LSF2 chloroplastic	0.0	0.426	0.415	0.125	0.0	Bundle sheath
+Zm00001d044694		0.0	-0.3	0.067	0.122	0.0	Subsidiary
+Zm00001d044701	ARM repeat superfamily protein	0.0,0.0,0.0	0.531,-0.494,-0.614	0.127,0.057,0.035	0.058,0.118,0.12	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d044717	Potassium outward rectifying channel  	0.0,0.0	-2.437,3.819	0.011,0.564	0.199,0.011	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d044726	NF-X1-type zinc finger protein NFXL1	0.0	1.039	0.811	0.192	0.0	Bundle sheath
+Zm00001d044730	Probable peroxygenase 4	0.0,0.0	0.352,-0.458	0.158,0.069	0.108,0.154	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d044745	Alanine--tRNA ligase chloroplastic/mitochondrial	0.0	0.732	0.141	0.027	0.0	Mesophyll
+Zm00001d044748	Pyruvate dehydrogenase E1 component subunit alpha-1 mitochondrial	0.0	0.992	0.114	0.001	0.0	Guard cell
+Zm00001d044753	Elongin  	0.0,0.0,0.0	0.508,-0.591,-0.371	0.168,0.079,0.078	0.091,0.159,0.159	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d044759	Alpha-mannosidase 2	0.0	0.362	0.126	0.048	0.003	Bundle sheath
+Zm00001d044765	Benzoate carboxyl methyltransferase  	0.0,0.0	1.567,1.882	0.221,0.8	0.006,0.094	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d044768	Protein NRT1/ PTR FAMILY 5.8	0.0	0.359	0.245	0.002	0.0	Bundle sheath
+Zm00001d044813	Probable fructokinase-6 chloroplastic	0.0	0.402	0.415	0.009	0.0	Bundle sheath
+Zm00001d044838	HVA22-like protein a	0.0	0.365	0.157	0.062	0.0	Bundle sheath
+Zm00001d044878		0.0	0.307	0.258	0.167	0.0	Mesophyll
+Zm00001d044903	Kinesin-like protein KCA2	0.0,0.0,0.0	-0.382,0.974,0.373	0.091,0.3,0.217	0.157,0.089,0.102	0.0,0.0,0.001	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d044906	 12-oxo-phytodienoic acid reductase2	0.0,0.0,0.0	0.482,-1.408,-1.249	0.266,0.078,0.109	0.169,0.26,0.249	0.0,0.0,0.006	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d044908	 12-oxo-phytodienoic acid reductase1	0.0,0.0,0.0,0.0	1.286,-2.027,-1.292,-1.999	0.462,0.129,0.165,0.139	0.223,0.437,0.433,0.419	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d044920	NAD(P)H dehydrogenase C1	0.0	0.412	0.547	0.239	0.0	Bundle sheath
+Zm00001d044921	Probable carboxylesterase 2	0.0	0.959	0.925	0.425	0.0	Bundle sheath
+Zm00001d044925	CP12-1  	0.0,0.0	1.216,2.873	0.191,1.0	0.003,0.008	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d044951	WAT1-related protein 	0.0,0.0	2.477,1.925	0.165,0.849	0.001,0.009	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d044970	Probable tyrosine-protein phosphatase 	0.0,0.0,0.0,0.0,0.0	0.484,-1.188,0.358,-1.013,1.516	0.244,0.083,0.277,0.072,0.783	0.15,0.234,0.223,0.237,0.34	0.0,0.0,0.007,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d044985	Pantothenate kinase family protein  	0.0,0.0,0.0,0.0	0.78,-0.571,-1.092,-0.531	0.384,0.28,0.17,0.217	0.221,0.357,0.366,0.362	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d044995		0.0	0.325	0.123	0.056	0.0	Pavement cells
+Zm00001d045021		0.0	-0.295	0.11	0.185	0.0	Subsidiary
+Zm00001d045036	Chaperone DnaJ-domain superfamily protein	0.0,0.0,0.0	-0.301,0.396,0.4	0.072,0.148,0.145	0.119,0.077,0.076	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d045041	Phosphoinositide phosphatase SAC2	0.0,0.0,0.0	-0.575,-0.915,1.68	0.184,0.084,0.481	0.242,0.203,0.176	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d045043	Probable cinnamyl alcohol dehydrogenase 1	0.0,0.0,0.0	0.476,-0.569,-0.473	0.134,0.061,0.052	0.071,0.126,0.127	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d045055	Anthocyanidin 3-O-glucosyltransferase  	0.0,0.0	-1.174,2.584	0.006,0.513	0.134,0.005	0.0,0.0	Pavement cells,Pavement cells
+Zm00001d045063	Cytochrome P450 709B2	0.0	0.271	0.34	0.068	0.0	Bundle sheath
+Zm00001d045125	RING/U-box superfamily protein	0.0,0.0,0.0,0.0	1.223,-1.08,-1.038,-1.291	0.319,0.16,0.139,0.094	0.134,0.289,0.293,0.296	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d045138	Heparanase-like protein 3	0.0,0.0,0.0,0.0	0.352,-0.791,0.296,-0.852	0.141,0.057,0.184,0.04	0.1,0.137,0.13,0.14	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d045139	 vacuolar proton pump homolog1	0.0,0.0,0.0	-0.251,0.348,0.731	0.08,0.144,0.157	0.106,0.082,0.08	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d045190	Putative WAK family receptor-like protein kinase  	0.0,0.0,0.0,0.0,0.0	1.28,-0.765,-1.088,-1.526,-2.027	0.342,0.252,0.109,0.09,0.052	0.137,0.305,0.316,0.317,0.305	0.0,0.001,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d045202	Protein kinase superfamily protein	0.0,0.0	0.283,-0.531	0.169,0.074	0.129,0.167	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d045205	F-box protein 	0.0,0.0	0.332,-0.704	0.195,0.076	0.125,0.189	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d045220	Late embryogenesis abundant protein group 2	0.0	0.423	0.34	0.078	0.0	Bundle sheath
+Zm00001d045251		0.0	-0.28	0.108	0.18	0.0	Subsidiary
+Zm00001d045261	Starch synthase I  	0.0,0.0	0.897,0.879	0.161,0.849	0.011,0.382	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d045269	Multidrug resistance-associated protein3  	0.0,0.0,0.0,0.0	-3.639,5.522,-1.871,-0.833	0.067,0.827,0.063,0.291	0.285,0.072,0.112,0.107	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d045294	Protein-tyrosine sulfotransferase	0.0	0.396	0.148	0.055	0.0	Bundle sheath
+Zm00001d045298	Lipase-like	0.0,0.0,0.0,0.0	1.419,-0.85,-1.125,0.685	0.55,0.1,0.051,0.679	0.185,0.21,0.213,0.224	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d045305	IQ-domain 10	0.0,0.0,0.0,0.0,0.0	0.862,-1.01,-1.138,-0.253,-1.326	0.529,0.333,0.299,0.372,0.27	0.329,0.499,0.505,0.499,0.493	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d045309	GW2	0.0,0.0,0.0	0.38,-0.404,-0.295	0.256,0.117,0.096	0.161,0.169,0.171	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d045327	Pyridoxal-5'-phosphate-dependent enzyme family protein	0.0,0.0	0.409,-0.42	0.212,0.11	0.161,0.209	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d045334		0.0	0.653	0.472	0.049	0.0	Bundle sheath
+Zm00001d045335		0.0	0.357	0.157	0.088	0.0	Pavement cells
+Zm00001d045359	Mitogen-activated protein kinase kinase 2	0.0	0.559	0.111	0.046	0.0	Mesophyll
+Zm00001d045366		0.0	0.817	0.981	0.951	0.0	Bundle sheath
+Zm00001d045394	Zinc finger protein%3B Zinc finger protein isoform 1%3B Zinc finger protein isoform 2  	0.0	0.429	0.585	0.151	0.0	Bundle sheath
+Zm00001d045397	U-box domain-containing protein 35	0.0,0.0,0.0,0.0	0.356,-0.436,-0.573,-0.942	0.24,0.172,0.109,0.074	0.177,0.232,0.236,0.229	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d045431	Enolase 1  	0.0,0.0,0.0	-0.744,1.344,1.159	0.051,0.196,0.504	0.118,0.055,0.038	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d045432		0.0	1.068	0.128	0.014	0.0	Pavement cells
+Zm00001d045434		0.0	0.326	0.188	0.107	0.0	Mesophyll
+Zm00001d045448		0.0	0.595	0.774	0.543	0.016	Bundle sheath
+Zm00001d045450	 enolpyruvylshikimate phosphate synthase1	0.0	0.502	0.103	0.029	0.0	Pavement cells
+Zm00001d045451	 transketolase 1	0.0,0.0	0.595,2.199	0.135,1.0	0.035,0.517	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d045479	 1-aminocyclopropane-1-carboxylate synthase3	0.0,0.0	0.544,0.255	0.196,0.302	0.067,0.022	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d045491	SPX domain-containing membrane protein 	0.0,0.0,0.0	0.629,-0.599,0.765	0.246,0.03,0.309	0.107,0.122,0.114	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d045499	E3 ubiquitin-protein ligase XBAT33	0.0,0.0	0.645,-1.062	0.304,0.034	0.174,0.191	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d045509		0.0	0.351	0.196	0.111	0.0	Mesophyll
+Zm00001d045513	BAG family molecular chaperone regulator 1	0.0,0.0,0.0	0.562,-0.84,-0.578	0.219,0.078,0.104	0.126,0.21,0.208	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d045517	RING/U-box superfamily protein	0.0,0.0	-0.784,0.692	0.102,0.326	0.213,0.198	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d045519	Oligopeptide transporter 7	0.0,0.0,0.0	0.711,-1.185,-1.019	0.471,0.073,0.135	0.258,0.282,0.27	0.0,0.0,0.024	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d045529	Elongator complex protein 6	0.0	0.278	0.396	0.148	0.005	Bundle sheath
+Zm00001d045537	CYCLOPS	0.0	0.764	0.136	0.03	0.0	Mesophyll
+Zm00001d045550	Pentatricopeptide repeat-containing protein 	0.0	0.47	0.116	0.045	0.0	Mesophyll
+Zm00001d045557	Putative cellulose synthase-like family protein  	0.0,0.0	0.68,-0.608	0.268,0.073	0.134,0.148	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d045563	 dwarf plant3	0.0	0.68	0.113	0.002	0.0	Bundle sheath
+Zm00001d045570	Glycerolphosphate mutase  	0.0	0.848	0.698	0.002	0.0	Bundle sheath
+Zm00001d045574	Sec14p-like phosphatidylinositol transfer family protein	0.0,0.0	-0.771,1.502	0.319,0.676	0.454,0.321	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d045575	Ferredoxin--NADP reductase leaf isozyme 1 chloroplastic	0.0	0.678	0.131	0.027	0.0	Mesophyll
+Zm00001d045604		0.0	-0.271	0.058	0.117	0.0	Subsidiary
+Zm00001d045611		0.0	0.34	0.258	0.185	0.0	Pavement cells
+Zm00001d045621	BTB/POZ domain-containing protein 	0.0,0.0	-0.335,0.735	0.252,0.435	0.326,0.254	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d045667	Protein NRT1/ PTR FAMILY 3.1	0.0,0.0	1.396,0.554	0.226,0.566	0.012,0.17	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d045673	Carbon catabolite repressor protein 4 homolog 3	0.0	0.546	0.122	0.042	0.0	Bundle sheath
+Zm00001d045695	Aspartyl protease APCB1	0.0,0.0	0.253,1.064	0.104,0.633	0.066,0.094	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d045696	Aluminum-activated malate transporter 9	0.0,0.0	0.25,0.329	0.109,0.66	0.054,0.311	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d045706	Restorer of fertility2  	0.0,0.0,0.0	-0.525,0.382,0.978	0.187,0.3,0.338	0.277,0.197,0.195	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d045728		0.0	1.164	0.1	0.001	0.0	Bundle sheath
+Zm00001d045735		0.0	0.282	0.274	0.19	0.0	Pavement cells
+Zm00001d045739	Ubiquitin-protein ligase  	0.0,0.0,0.0	0.286,-0.431,-0.358	0.132,0.081,0.067	0.098,0.129,0.13	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d045740	Transmembrane amino acid transporter family protein	0.0,0.0,0.0	0.296,-0.363,-0.838	0.22,0.132,0.083	0.171,0.216,0.211	0.0,0.0,0.041	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d045746		0.0	0.267	0.139	0.079	0.0	Mesophyll
+Zm00001d045747	DNA topoisomerase type IA core	0.0	0.456	0.201	0.105	0.0	Mesophyll
+Zm00001d045756		0.0	0.326	0.303	0.205	0.0	Mesophyll
+Zm00001d045836	Aspartyl protease AED1	0.0,0.0,0.0	0.96,-0.878,-1.488	0.296,0.158,0.062	0.157,0.277,0.283	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d045837	Transducin/WD40 repeat-like superfamily protein	0.0	0.726	0.314	0.15	0.0	Mesophyll
+Zm00001d045872	Putative BPI/LBP family protein 	0.0	0.559	0.17	0.083	0.0	Mesophyll
+Zm00001d045877		0.0,0.0	-2.844,4.283	0.063,0.677	0.277,0.065	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d045885	Carboxyl-terminal-processing peptidase 3 chloroplastic	0.0,0.0,0.0	-0.579,1.316,0.617	0.05,0.282,0.17	0.13,0.05,0.064	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d045893	Retrovirus-related Pol polyprotein LINE-1	0.0,0.0	0.523,0.519	0.143,0.717	0.058,0.252	0.002,0.0	Bundle sheath,Bundle sheath
+Zm00001d045919	Pyrophosphate--fructose 6-phosphate 1-phosphotransferase subunit alpha 2	0.0,0.0,0.0,0.0,0.0	0.342,-0.918,-1.538,0.752,-1.858	0.547,0.355,0.241,0.69,0.174	0.417,0.53,0.542,0.51,0.525	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d045927	Diacylglycerol O-acyltransferase 2	0.0,0.0	0.623,0.346	0.162,0.245	0.062,0.048	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d045948	Protein DETOXIFICATION 16	0.0,0.0,0.0	0.265,0.618,-0.825	0.214,0.253,0.028	0.142,0.137,0.153	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d045965	Formate dehydrogenase chloroplastic/mitochondrial	0.0	0.329	0.566	0.246	0.0	Bundle sheath
+Zm00001d045972	Glycosyltransferase family 61 protein	0.0,0.0	-0.651,-1.429	0.198,0.091	0.329,0.323	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d045975	U-box domain-containing protein 5	0.0	1.187	0.2	0.04	0.0	Subsidiary
+Zm00001d046004	HGA4  	0.0,0.0,0.0,0.0,0.0	0.621,0.289,-0.767,-1.237,-1.285	0.282,0.349,0.135,0.056,0.07	0.16,0.254,0.268,0.273,0.261	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d046005	Glycosyltransferase family 61 protein	0.0	-0.576	0.052	0.146	0.0	Subsidiary
+Zm00001d046020	Putative VHS/GAT domain containing family protein  	0.0,0.0	0.296,0.513	0.299,0.335	0.194,0.2	0.0,0.028	Mesophyll,Bundle sheath
+Zm00001d046112	Spermidine synthase  	0.0,0.0,0.0	0.271,-0.531,-0.285	0.183,0.115,0.108	0.139,0.179,0.18	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d046166	Polyadenylate-binding protein-interacting protein 9	0.0,0.0	0.26,-0.561	0.251,0.164	0.202,0.247	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d046169	Heavy metal transport/detoxification superfamily protein	0.0,0.0	0.925,1.049	0.103,0.114	0.008,0.014	0.0,0.001	Subsidiary,Guard cell
+Zm00001d046170	Phosphoenolpyruvate carboxylase 1  	0.0,0.0,0.0,0.0,0.0	-1.563,-0.93,2.303,0.881,3.202	0.089,0.06,0.428,0.267,1.0	0.264,0.126,0.101,0.113,0.434	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d046184	Peroxidase 52	0.0,0.0,0.0,0.0	1.497,-1.571,-1.284,-1.278	0.197,0.04,0.069,0.048	0.054,0.176,0.176,0.177	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d046210	Beta-glucosidase 11	0.0,0.0,0.0	-1.168,1.701,2.983	0.054,0.404,0.63	0.199,0.059,0.076	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d046226	multidrug resistance protein associated1	0.0,0.0,0.0,0.0	0.604,0.604,-1.375,-1.375	0.401,0.401,0.038,0.038	0.215,0.215,0.237,0.237	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Subsidiary
+Zm00001d046234	Inositol oxygenase 2	0.0,0.0	0.348,-0.713	0.206,0.133	0.165,0.203	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d046261		0.0	0.327	0.1	0.035	0.005	Bundle sheath
+Zm00001d046263	Amino acid permease 6	0.0,0.0,0.0,0.0	-1.156,1.893,0.617,0.266	0.042,0.228,0.153,0.113	0.153,0.054,0.056,0.059	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d046383	Protein NRT1/ PTR FAMILY 4.6	0.0,0.0	1.939,0.838	0.24,0.136	0.007,0.021	0.0,0.006	Subsidiary,Guard cell
+Zm00001d046385		0.0,0.0,0.0,0.0	-0.386,0.54,0.574,0.548	0.191,0.337,0.348,0.981	0.27,0.197,0.205,0.938	0.0,0.0,0.002,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d046397		0.0	0.541	0.169	0.069	0.0	Mesophyll
+Zm00001d046404		0.0	0.346	0.358	0.026	0.0	Bundle sheath
+Zm00001d046420		0.0	0.334	0.17	0.087	0.0	Mesophyll
+Zm00001d046424	Agglutinin-2	0.0	0.826	0.129	0.045	0.0	Subsidiary
+Zm00001d046442	SOUL heme-binding family protein	0.0	0.557	0.139	0.087	0.0	Subsidiary
+Zm00001d046454	 fatty acyl thioesterase1	0.0,0.0,0.0	0.348,-0.576,-1.083	0.296,0.23,0.148	0.269,0.295,0.292	0.031,0.0,0.018	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d046472	Hemoglobin-like protein HbO  	0.0,0.0	-0.453,1.025	0.1,1.0	0.155,0.811	0.003,0.0	Pavement cells,Bundle sheath
+Zm00001d046492	 elongated mesocotyl2	0.0,0.0	0.683,0.541	0.348,1.0	0.187,0.925	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d046508	 phospholipase D5	0.0	0.28	0.377	0.087	0.0	Bundle sheath
+Zm00001d046530	Tetratricopeptide repeat (TPR)-like superfamily protein	0.0,0.0	0.798,1.615	0.178,0.925	0.04,0.352	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d046553	Fructose-bisphosphate aldolase 7 cytosolic	0.0,0.0	1.463,1.179	0.241,0.923	0.015,0.321	0.0,0.0	Mesophyll,Mesophyll
+Zm00001d046564	Putative bZIP transcription factor superfamily protein [Source:UniProtKB/TrEMBL;Acc:B7ZYA0]	0.0	2.066	0.182	0.037	0.007	Guard cell
+Zm00001d046568	 knotted related homeobox2	0.0,0.0,0.0	0.389,-0.5,-0.73	0.243,0.164,0.133	0.167,0.231,0.235	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d046579	Transcription initiation factor TFIID subunit 1	0.0,0.0	-0.264,0.473	0.407,0.466	0.475,0.417	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d046591	 vacuolar-type H+-pyrophosphatase5	0.0	-0.567	0.111	0.186	0.0	Mesophyll
+Zm00001d046593		0.0	0.262	0.355	0.256	0.0	Pavement cells
+Zm00001d046595	Putative sucrose-phosphate synthase family protein  	0.0	0.71	0.171	0.042	0.0	Mesophyll
+Zm00001d046628		0.0,0.0,0.0	-0.454,1.053,0.502	0.075,0.29,0.191	0.146,0.075,0.088	0.0,0.0,0.003	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d046642	GDSL esterase/lipase 	0.0,0.0,0.0,0.0,0.0	0.312,1.439,-1.979,-1.984,-2.302	0.498,0.837,0.145,0.123,0.13	0.315,0.443,0.485,0.486,0.466	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d046643	Protein kinase superfamily protein	0.0	1.938	0.205	0.005	0.0	Guard cell
+Zm00001d046652	F11F12.5 protein	0.0,0.0	-2.099,3.437	0.025,0.545	0.202,0.026	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d046661	Amino acid transporter-like protein%3B Amino acid transporter-like protein isoform 1%3B Amino acid transporter-like protein isoform 2  	0.0,0.0	0.35,-0.665	0.167,0.073	0.131,0.166	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d046676	tryptophan synthase beta type 2	0.0,0.0,0.0,0.0,0.0	-1.992,-1.237,-1.463,3.488,0.692	0.152,0.123,0.08,0.846,0.698	0.346,0.193,0.197,0.144,0.499	0.0,0.0,0.0,0.0,0.029	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d046679	Potassium transporter 10  	0.0,0.0	1.618,0.796	0.219,0.139	0.016,0.028	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d046682	Peroxiredoxin-5  	0.0	0.294	0.415	0.108	0.0	Bundle sheath
+Zm00001d046688	predicted protein	0.0,0.0,0.0,0.0	-0.512,-0.512,1.046,1.046	0.292,0.292,0.451,0.451	0.386,0.386,0.301,0.301	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Subsidiary
+Zm00001d046714	NAD(P)-binding Rossmann-fold superfamily protein	0.0,0.0,0.0	0.472,-0.392,-0.655	0.142,0.086,0.027	0.073,0.132,0.136	0.0,0.001,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d046742	Ribose-phosphate pyrophosphokinase  	0.0,0.0	-0.517,-0.28	0.105,0.102	0.167,0.168	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d046748	Putative polyphenol oxidase family protein  	0.0,0.0,0.0,0.0	0.867,-1.051,-0.789,-1.13	0.172,0.026,0.037,0.009	0.054,0.158,0.157,0.151	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d046766	Putative glycosyl hydrolase of unknown function (DUF1680)	0.0	1.365	0.159	0.003	0.0	Guard cell
+Zm00001d046784	Alpha carbonic anhydrase 7	0.0	2.47	0.205	0.0	0.0	Guard cell
+Zm00001d046786	Photosystem I chlorophyll a/b-binding protein 3-1 chloroplastic	0.0,0.0,0.0,0.0	-1.553,2.58,1.818,0.492	0.059,0.583,0.422,1.0	0.249,0.06,0.092,0.999	0.0,0.0,0.0,0.032	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d046801	Putative serine peptidase S28 family protein  	0.0	0.861	0.132	0.046	0.0	Subsidiary
+Zm00001d046802	Serine/threonine-protein kinase  	0.0,0.0	-2.759,4.214	0.023,0.769	0.27,0.023	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d046805	Putative WRKY DNA-binding domain superfamily protein  	0.0	0.755	0.453	0.14	0.0	Bundle sheath
+Zm00001d046828		0.0	0.3	0.185	0.15	0.0	Pavement cells
+Zm00001d046909	Homogentisate phytyltransferase 1 chloroplastic	0.0,0.0,0.0	0.792,-0.688,0.381	0.246,0.024,0.222	0.098,0.11,0.104	0.0,0.0,0.001	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d046916	CASP-like protein 10  	0.0,0.0	-1.284,2.347	0.007,0.356	0.131,0.009	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d046925	Zinc finger protein CONSTANS-LIKE 5	0.0,0.0	-0.751,0.495	0.376,0.981	0.463,0.898	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d046935	cryptochrome 3	0.0,0.0	-0.299,0.825	0.151,0.254	0.195,0.153	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d046937	Basic leucine zipper 9	0.0,0.0,0.0	0.521,-1.289,-0.631	0.393,0.222,0.309	0.308,0.384,0.381	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d046941	Receptor-like cytosolic serine/threonine-protein kinase RBK1	0.0,0.0	0.254,0.346	0.104,0.396	0.066,0.134	0.011,0.0	Pavement cells,Bundle sheath
+Zm00001d046942	Fructose-1%2C6-bisphosphatase  	0.0	0.391	0.321	0.021	0.0	Bundle sheath
+Zm00001d046952	Allantoate deiminase	0.0,0.0,0.0,0.0,0.0	-0.383,0.905,-0.543,1.305,1.625	0.154,0.306,0.069,0.404,0.455	0.197,0.152,0.169,0.16,0.162	0.0,0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d046953	Copper-transporting ATPase RAN1	0.0	0.464	0.109	0.045	0.0	Pavement cells
+Zm00001d046971	Filamentation temperature-sensitive H 2A isoform 1%3B Filamentation temperature-sensitive H 2A isoform 2%3B Filamentation temperature-sensitive H 2A isoform 3  	0.0,0.0	0.453,0.462	0.126,0.161	0.059,0.062	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d046999		0.0,0.0,0.0,0.0	-0.402,0.618,0.586,-0.276	0.133,0.276,0.255,0.09	0.203,0.14,0.139,0.151	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d047034	AMMECR1 family	0.0	0.641	0.811	0.336	0.0	Bundle sheath
+Zm00001d047063	camphor resistance CrcB family protein	0.0,0.0	-0.476,1.051	0.166,0.412	0.255,0.167	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d047074	pleckstrin homology (PH) domain-containing protein	0.0	0.6	0.617	0.401	0.0	Bundle sheath
+Zm00001d047077	Beta-amylase 3 chloroplastic	0.0,0.0,0.0	0.886,1.225,1.092	0.181,0.217,0.849	0.049,0.057,0.259	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d047078		0.0	0.348	0.103	0.046	0.0	Mesophyll
+Zm00001d047096	Expansin-B4	0.0	1.766	0.73	0.094	0.0	Mesophyll
+Zm00001d047204	Protein LNK1	0.0	0.5	0.27	0.22	0.0	Subsidiary
+Zm00001d047207	Copper-transporting ATPase PAA1  	0.0	1.438	0.932	0.113	0.0	Mesophyll
+Zm00001d047209	Calmodulin-binding transcription activator 2	0.0,0.0,0.0,0.0	0.513,-0.518,-0.71,0.323	0.397,0.318,0.235,0.453	0.317,0.386,0.391,0.148	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d047220	Serine/threonine-protein kinase SRK2C	0.0,0.0,0.0,0.0	-0.521,0.496,0.358,0.576	0.279,0.442,0.414,0.391	0.404,0.296,0.295,0.297	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d047252		0.0,0.0,0.0,0.0	0.474,0.843,-1.429,-1.136	0.157,0.304,0.052,0.053	0.117,0.141,0.156,0.156	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d047260	Whole genome shotgun sequence of line PN40024 scaffold_16.assembly12x (Fragment)	0.0	0.488	0.604	0.127	0.0	Bundle sheath
+Zm00001d047293	Glucan endo-1%2C3-beta-glucosidase 4  	0.0	0.303	0.283	0.002	0.0	Bundle sheath
+Zm00001d047301		0.0,0.0	-0.436,0.96	0.145,0.342	0.217,0.146	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d047309	Putative WRKY DNA-binding domain superfamily protein  	0.0	0.564	0.13	0.05	0.001	Bundle sheath
+Zm00001d047340	Allene oxide cyclase 3 chloroplastic	0.0,0.0,0.0,0.0	0.522,-0.798,-0.276,0.535	0.282,0.133,0.174,0.396	0.176,0.271,0.268,0.123	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d047342		0.0	0.461	0.189	0.044	0.009	Bundle sheath
+Zm00001d047351	PLAC8 family protein	0.0,0.0	0.59,0.954	0.189,0.925	0.123,0.548	0.0,0.0	Subsidiary,Bundle sheath
+Zm00001d047362		0.0	0.325	0.208	0.128	0.0	Mesophyll
+Zm00001d047418	Cytochrome P450 709B2	0.0,0.0,0.0,0.0	-0.271,0.743,0.688,-1.299	0.218,0.392,0.362,0.038	0.255,0.217,0.215,0.238	0.001,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d047422	[Pyruvate dehydrogenase (acetyl-transferring)] kinase mitochondrial	0.0,0.0,0.0,0.0,0.0,0.0	-0.448,0.453,0.831,-0.398,0.59,0.512	0.091,0.188,0.25,0.048,0.243,0.792	0.164,0.101,0.095,0.109,0.104,0.526	0.0,0.0,0.0,0.0,0.0,0.006	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d047423		0.0	0.297	0.122	0.075	0.0	Mesophyll
+Zm00001d047448	Glutathione peroxidase  	0.0,0.0	0.335,-0.663	0.27,0.163	0.215,0.267	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d047463	NAD(P)-binding Rossmann-fold superfamily protein	0.0	0.82	0.144	0.012	0.0	Mesophyll
+Zm00001d047470	Protein EARLY RESPONSIVE TO DEHYDRATION 15	0.0	-0.517	0.204	0.342	0.0	Subsidiary
+Zm00001d047479	Superoxide dismutase 	0.0	0.573	1.0	1.0	0.0	Bundle sheath
+Zm00001d047492	Heavy metal transport/detoxification superfamily protein	0.0,0.0	0.705,-0.906	0.281,0.019	0.117,0.132	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d047494	AAA-type ATPase family protein	0.0,0.0	0.322,-0.78	0.396,0.228	0.348,0.398	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d047497		0.0	0.304	0.189	0.114	0.0	Mesophyll
+Zm00001d047503	Dormancy-associated protein homolog 3	0.0	-0.556	0.053	0.103	0.001	Pavement cells
+Zm00001d047506	Putative GTP diphosphokinase RSH1 chloroplastic	0.0,0.0	-0.318,0.645	0.099,0.247	0.16,0.101	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d047522	Vacuolar-sorting receptor 1	0.0,0.0,0.0,0.0	0.611,-0.716,-0.486,-1.178	0.361,0.24,0.211,0.148	0.244,0.346,0.347,0.341	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d047539	Putative RNA-binding zinc finger family protein  	0.0	0.903	0.136	0.007	0.0	Guard cell
+Zm00001d047540		0.0	0.303	0.103	0.06	0.0	Pavement cells
+Zm00001d047554		0.0	0.356	0.205	0.133	0.0	Mesophyll
+Zm00001d047582	 galactinol synthase3	0.0,0.0,0.0	0.316,-0.676,1.264	0.182,0.12,0.706	0.147,0.178,0.151	0.0,0.001,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d047608	Betaine aldehyde dehydrogenase 2 mitochondrial	0.0	0.602	0.83	0.403	0.0	Bundle sheath
+Zm00001d047618	Caltractin  	0.0	0.438	0.128	0.044	0.0	Pavement cells
+Zm00001d047671	Transcription factor MYB12	0.0,0.0,0.0	0.591,-0.551,-0.987	0.112,0.053,0.009	0.049,0.102,0.106	0.0,0.001,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d047676		0.0	0.332	0.34	0.265	0.0	Mesophyll
+Zm00001d047681	Pentatricopeptide repeat-containing protein 	0.0	0.384	0.126	0.05	0.0	Pavement cells
+Zm00001d047690	Nucleic acid-binding proteins superfamily	0.0	0.917	0.148	0.04	0.0	Subsidiary
+Zm00001d047710		0.0	0.509	0.21	0.162	0.001	Subsidiary
+Zm00001d047717		0.0	-0.274	0.118	0.199	0.0	Subsidiary
+Zm00001d047720	NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8-B	0.0	0.325	0.585	0.291	0.003	Bundle sheath
+Zm00001d047743	 fatty acid desaturase7	0.0,0.0	0.43,1.006	0.103,0.139	0.045,0.048	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d047754	Probable sugar phosphate/phosphate translocator 	0.0,0.0	0.484,-0.518	0.287,0.089	0.171,0.183	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d047758	 MAP kinase1	0.0	-0.516	0.229	0.341	0.0	Subsidiary
+Zm00001d047759	Pentatricopeptide repeat-containing protein  chloroplastic	0.0,0.0	0.544,0.76	0.119,0.135	0.019,0.024	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d047761	Two-component response regulator-like APRR3	0.0,0.0,0.0,0.0,0.0	-0.419,0.564,0.408,0.545,0.411	0.662,0.783,0.721,0.813,0.887	0.745,0.67,0.675,0.676,0.787	0.0,0.0,0.0,0.0,0.022	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d047762	Ypt/Rab-GAP domain of gyp1p superfamily protein	0.0,0.0	0.324,-0.408	0.14,0.064	0.096,0.136	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d047765	Glutathione S-transferase L2 chloroplastic	0.0,0.0,0.0,0.0,0.0	0.941,-0.346,-1.663,-0.543,-1.686	0.733,0.67,0.408,0.572,0.417	0.531,0.695,0.714,0.702,0.697	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d047780	ABC transporter B family member 6	0.0	0.442	0.187	0.075	0.0	Bundle sheath
+Zm00001d047796	Trifunctional UDP-glucose 46-dehydratase/UDP-4-keto-6-deoxy-D-glucose 35-epimerase/UDP-4-keto-L-rhamnose-reductase RHM2	0.0,0.0	0.664,-0.842	0.127,0.054	0.07,0.121	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d047802	Dof zinc finger protein DOF2.2	0.0	0.347	0.358	0.001	0.0	Bundle sheath
+Zm00001d047808	 initiator binding protein1	0.0,0.0,0.0	-0.642,0.725,0.484	0.037,0.138,0.13	0.104,0.044,0.049	0.0,0.0,0.001	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d047837	Protein DA1-related 2	0.0	1.298	0.152	0.003	0.0	Bundle sheath
+Zm00001d047840		0.0	0.27	0.321	0.09	0.0	Bundle sheath
+Zm00001d047847	Serine/arginine-rich splicing factor SR45a	0.0,0.0	-0.31,0.556	0.368,0.5	0.426,0.37	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d047849	Sulfoquinovosyl transferase SQD2	0.0,0.0,0.0	-0.272,0.296,0.475	0.06,0.136,0.11	0.104,0.064,0.066	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d047853	Protein kinase superfamily protein	0.0	0.744	0.135	0.014	0.0	Mesophyll
+Zm00001d047854	LAG1 longevity assurance homolog 2	0.0,0.0,0.0	-0.425,0.304,0.591	0.15,0.243,0.282	0.23,0.162,0.157	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d047873		0.0	0.265	0.122	0.044	0.001	Bundle sheath
+Zm00001d047893	 phosphoenolpyruvate carboxykinase homolog2	0.0,0.0,0.0	-1.557,2.394,2.185	0.017,0.206,0.148	0.1,0.021,0.032	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d047916	IRK-interacting protein	0.0	1.014	0.136	0.023	0.0	Subsidiary
+Zm00001d047939	Putative thaumatin domain family protein  	0.0,0.0,0.0,0.0,0.0	1.439,-1.383,-1.376,-1.171,-1.572	0.269,0.084,0.066,0.066,0.043	0.07,0.239,0.243,0.242,0.233	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d047942	Actin-depolymerizing factor 5  	0.0,0.0,0.0,0.0,0.0	0.703,-0.558,-0.654,-0.784,0.555	0.121,0.052,0.028,0.017,0.66	0.035,0.107,0.11,0.11,0.248	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d047951	Senescence/dehydration-associated protein-related	0.0,0.0,0.0	0.353,-0.497,0.487	0.173,0.109,1.0	0.12,0.166,0.848	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d047955	Stress inducible protein coi6.1 [Source:UniProtKB/TrEMBL;Acc:C4J684]	0.0,0.0	0.414,-0.305	0.684,0.484	0.579,0.593	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d047972	Putative inositol polyphosphate phosphatase (Synaptogenin-like) family protein  	0.0	0.79	0.11	0.033	0.0	Subsidiary
+Zm00001d047981	Glutamate decarboxylase 1	0.0	1.055	0.78	0.509	0.003	Mesophyll
+Zm00001d047989	Erythronate-4-phosphate dehydrogenase family protein	0.0,0.0	0.43,-0.478	0.329,0.274	0.276,0.322	0.0,0.001	Pavement cells,Mesophyll
+Zm00001d047990	Probable receptor-like serine/threonine-protein kinase 	0.0	1.006	0.103	0.002	0.0	Subsidiary
+Zm00001d047992	AP-3 complex subunit sigma	0.0	0.489	0.717	0.282	0.0	Bundle sheath
+Zm00001d047994	Inositol-tetrakisphosphate 1-kinase 3  	0.0	0.318	0.491	0.129	0.0	Bundle sheath
+Zm00001d047995		0.0,0.0	0.297,-0.64	0.144,0.021	0.092,0.1	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d047998	Squalene monooxygenase  	0.0,0.0,0.0,0.0	0.421,0.328,-0.774,-0.649	0.113,0.162,0.028,0.033	0.065,0.101,0.109,0.109	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d048006	Putative phytosulfokine peptide  	0.0,0.0	-2.109,3.435	0.013,0.387	0.141,0.014	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d048065	Tubulin alpha-1 chain	0.0,0.0,0.0	-0.358,0.722,0.533	0.293,0.467,0.717	0.37,0.358,0.291	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d048066	Sec14p-like phosphatidylinositol transfer family protein	0.0	0.695	0.642	0.08	0.0	Bundle sheath
+Zm00001d048074		0.0	0.325	0.222	0.137	0.0	Mesophyll
+Zm00001d048115		0.0	0.261	0.169	0.1	0.0	Mesophyll
+Zm00001d048116		0.0	1.504	1.0	0.474	0.0	Bundle sheath
+Zm00001d048129		0.0	0.268	0.147	0.076	0.0	Pavement cells
+Zm00001d048131	Probable protein phosphatase 2C 63	0.0	0.543	0.115	0.06	0.0	Subsidiary
+Zm00001d048135		0.0	0.399	0.124	0.062	0.0	Mesophyll
+Zm00001d048136		0.0,0.0,0.0	-0.63,0.745,0.613	0.058,0.154,0.104	0.117,0.063,0.067	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d048149	Mitochondrial outer membrane protein porin 2	0.0	1.078	0.925	0.326	0.0	Bundle sheath
+Zm00001d048163		0.0	0.498	0.566	0.24	0.0	Bundle sheath
+Zm00001d048175	J domain-containing protein required for chloroplast accumulation response 1	0.0,0.0	-0.573,0.955	0.034,0.215	0.114,0.038	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d048190	RNase L inhibitor protein-related	0.0	0.344	0.642	0.361	0.012	Bundle sheath
+Zm00001d048201	Inositol-3-phosphate synthase isozyme 1	0.0,0.0,0.0	0.809,1.054,1.076	0.177,0.2,0.981	0.055,0.062,0.984	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d048203	Probable protein phosphatase 2C BIPP2C1	0.0,0.0,0.0	-0.801,-0.641,0.869	0.131,0.162,0.372	0.251,0.251,0.237	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d048215	WW domain containing protein expressed	0.0	0.946	0.191	0.066	0.0	Subsidiary
+Zm00001d048234		0.0,0.0	-0.726,1.312	0.037,0.206	0.12,0.043	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d048258	Phosphoinositide phosphatase SAC2	0.0,0.0,0.0,0.0,0.0,0.0	-0.742,-0.748,-0.841,1.891,-1.223,2.304	0.601,0.532,0.519,0.825,0.422,0.932	0.624,0.609,0.612,0.59,0.607,0.605	0.0,0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d048268	Putative tify domain/CCT motif transcription factor family protein  	0.0	0.466	0.415	0.119	0.0	Bundle sheath
+Zm00001d048272	CTC-interacting domain 7	0.0,0.0,0.0,0.0	-0.323,0.365,0.45,0.646	0.235,0.364,0.296,0.448	0.315,0.242,0.247,0.248	0.0,0.0,0.001,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d048286	Acyl-CoA N-acyltransferases (NAT) superfamily protein	0.0,0.0	0.482,0.55	0.186,0.23	0.081,0.087	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d048317		0.0,0.0	0.264,-0.647	0.288,0.213	0.251,0.286	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d048324	Ribulose-phosphate 3-epimerase  	0.0	0.885	0.811	0.12	0.0	Bundle sheath
+Zm00001d048329	ABC transporter C family member 3	0.0,0.0,0.0	0.794,-0.617,-1.406	0.32,0.213,0.061	0.187,0.301,0.311	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d048333		0.0,0.0,0.0	0.296,0.279,-0.618	0.102,0.148,0.015	0.063,0.092,0.1	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d048334		0.0	0.261	0.104	0.056	0.0	Pavement cells
+Zm00001d048336	Serine/threonine-protein phosphatase  	0.0,0.0,0.0	-0.366,0.895,0.414	0.078,0.248,0.183	0.13,0.077,0.087	0.0,0.0,0.019	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d048344	Expansin-like A2	0.0,0.0,0.0,0.0,0.0,0.0	1.684,-1.068,-1.933,-1.511,-2.062,-2.001	0.737,0.497,0.256,0.314,0.274,0.25	0.338,0.669,0.69,0.685,0.665,0.662	0.0,0.0,0.0,0.0,0.0,0.003	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d048349		0.0,0.0	0.923,0.284	0.109,0.358	0.02,0.069	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d048364		0.0,0.0	0.336,0.358	0.253,0.304	0.165,0.169	0.0,0.017	Mesophyll,Bundle sheath
+Zm00001d048373	Carotenoid 910(9'10')-cleavage dioxygenase 1	0.0,0.0,0.0	-0.416,0.791,0.604	0.087,0.263,0.239	0.159,0.089,0.1	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d048419	La-related protein 1C	0.0	0.427	0.104	0.035	0.0	Mesophyll
+Zm00001d048422	Photosynthetic NDH subunit of subcomplex B 2 chloroplastic	0.0,0.0	1.029,1.996	0.152,1.0	0.003,0.524	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d048460	CBL-interacting serine/threonine-protein kinase 9	0.0,0.0,0.0,0.0	0.708,-0.513,-1.258,0.641	0.589,0.509,0.238,0.887	0.43,0.562,0.581,0.547	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d048461		0.0	0.34	0.123	0.068	0.0	Pavement cells
+Zm00001d048487		0.0,0.0	0.789,-0.675	0.475,0.131	0.256,0.28	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d048502	COP9 signalosome complex subunit 1	0.0	0.547	0.126	0.038	0.0	Bundle sheath
+Zm00001d048503	alpha/beta-Hydrolases superfamily protein	0.0,0.0,0.0,0.0,0.0	0.573,-0.562,-1.039,-0.834,0.742	0.295,0.195,0.116,0.117,0.868	0.175,0.276,0.283,0.273,0.315	0.0,0.0,0.0,0.005,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d048515	Stress responsive alpha-beta barrel domain protein	0.0,0.0,0.0,0.0	-1.592,2.423,2.565,1.661	0.014,0.36,0.526,0.962	0.162,0.02,0.038,0.259	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d048524	CemA-like proton extrusion protein-related	0.0,0.0	-0.716,1.461	0.024,0.251	0.108,0.025	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d048527	Homeobox-leucine zipper protein REVOLUTA	0.0,0.0	0.32,-0.567	0.238,0.143	0.182,0.233	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d048539	Branched-chain-amino-acid aminotransferase  	0.0,0.0	0.26,-0.386	0.137,0.063	0.104,0.135	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d048540	Phosphatidylinositol N-acetyglucosaminlytransferase subunit P-related	0.0,0.0,0.0	-0.692,1.37,1.202	0.104,0.396,0.33	0.207,0.104,0.122	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d048552		0.0	-0.273	0.132	0.201	0.0	Subsidiary
+Zm00001d048567	DeSI-like protein 	0.0,0.0	0.316,-0.522	0.125,0.072	0.094,0.122	0.0,0.006	Pavement cells,Pavement cells
+Zm00001d048569	Zinc finger CCCH domain-containing protein 18	0.0,0.0,0.0,0.0	-0.596,0.832,0.747,2.297	0.065,0.21,0.181,0.432	0.147,0.072,0.074,0.08	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Guard cell
+Zm00001d048577	Transmembrane amino acid transporter family protein	0.0,0.0	0.389,-0.471	0.186,0.079	0.124,0.18	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d048583	Thioesterase family protein%2C mRNA  	0.0	1.336	0.868	0.099	0.0	Bundle sheath
+Zm00001d048585	Methylsterol monooxygenase 2-2	0.0	0.537	0.126	0.021	0.0	Bundle sheath
+Zm00001d048592	 RUBISCO activase1	0.0	0.79	0.585	0.001	0.0	Bundle sheath
+Zm00001d048593	 RUBISCO activase2	0.0,0.0,0.0	2.228,1.795,3.786	0.243,0.159,1.0	0.006,0.008,0.386	0.0,0.0,0.0	Bundle sheath,Guard cell,Bundle sheath
+Zm00001d048606	RHOMBOID-like protein 1	0.0,0.0,0.0,0.0	0.509,-0.634,-0.761,-0.793	0.379,0.242,0.17,0.196	0.26,0.364,0.369,0.358	0.0,0.0,0.0,0.004	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d048611	Metallothionein-like protein 1B	0.0,0.0,0.0,0.0,0.0	0.938,-0.74,-0.92,-0.942,1.674	0.735,0.645,0.56,0.468,0.981	0.553,0.703,0.71,0.716,0.844	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d048612	Vesicle-associated protein 1-1	0.0,0.0	0.352,1.238	0.349,0.513	0.258,0.261	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d048621	ABC transporter G family member 11	0.0,0.0,0.0,0.0,0.0	0.447,0.257,-1.078,-0.441,0.369	0.152,0.204,0.023,0.072,0.358	0.091,0.137,0.148,0.144,0.017	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d048623	Putative MYB DNA-binding domain superfamily protein  	0.0,0.0	1.313,0.274	0.114,0.189	0.005,0.027	0.0,0.0	Guard cell,Bundle sheath
+Zm00001d048627	ATP-citrate synthase alpha chain protein 3	0.0,0.0,0.0,0.0	-0.837,2.356,-0.848,-0.575	0.123,0.625,0.059,0.067	0.206,0.114,0.144,0.144	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d048634	DIBOA-glucoside dioxygenase BX6  	0.0	1.047	0.628	0.113	0.0	Mesophyll
+Zm00001d048635	Disease resistance protein RPM1	0.0	1.161	0.188	0.006	0.0	Mesophyll
+Zm00001d048637	Disease resistance RPP13-like protein 4	0.0,0.0	-1.838,3.072	0.027,0.545	0.208,0.026	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d048639	Disease resistance protein RPM1	0.0,0.0	-1.1,2.136	0.02,0.38	0.143,0.019	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d048655	 mRNA splicing factor1	0.0	-0.408	0.158	0.209	0.005	Mesophyll
+Zm00001d048667	Protein kinase domain superfamily protein  	0.0	0.379	0.124	0.053	0.0	Mesophyll
+Zm00001d048680	Protein MID1-COMPLEMENTING ACTIVITY 1	0.0,0.0,0.0,0.0,0.0,0.0,0.0	0.824,-0.583,-0.492,-1.123,-0.924,-1.539,0.465	0.776,0.709,0.695,0.467,0.543,0.386,0.415	0.612,0.746,0.748,0.763,0.746,0.745,0.134	0.0,0.0,0.0,0.0,0.0,0.008,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d048692	Magnesium/proton exchanger	0.0	1.057	0.215	0.028	0.0	Mesophyll
+Zm00001d048693	ATA15 protein  	0.0,0.0	-0.322,0.502	0.074,0.154	0.108,0.075	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d048702	 benzoxazinone synthesis3	0.0	0.514	0.321	0.087	0.0	Bundle sheath
+Zm00001d048703	 benzoxazinone synthesis4	0.0,0.0	0.857,1.699	0.104,0.868	0.004,0.096	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d048705	 benzoxazinone synthesis5	0.0,0.0	1.066,1.063	0.135,0.679	0.006,0.067	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d048707	 benzoxazinone synthesis8	0.0,0.0	0.88,0.811	0.17,1.0	0.022,0.833	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d048717	Peptide chain release factor APG3 chloroplastic	0.0,0.0,0.0	-0.444,0.896,0.643	0.057,0.235,0.2	0.13,0.059,0.069	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d048718	Galactose oxidase/kelch repeat superfamily protein	0.0	0.819	0.114	0.005	0.0	Guard cell
+Zm00001d048731	P-loop containing nucleoside triphosphate hydrolases superfamily protein	0.0,0.0,0.0,0.0	-1.536,0.681,2.24,1.162	0.011,0.187,0.367,0.226	0.203,0.038,0.026,0.046	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d048732	Sodium/hydrogen exchanger  	0.0,0.0,0.0	-0.58,0.455,0.913	0.075,0.185,0.2	0.161,0.084,0.084	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d048736	S-alkyl-thiohydroximate lyase SUR1	0.0,0.0	-0.764,1.564	0.025,0.273	0.117,0.026	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d048737		0.0	1.119	0.774	0.042	0.0	Bundle sheath
+Zm00001d048741		0.0	-0.311	0.065	0.117	0.0	Subsidiary
+Zm00001d048763	ARM repeat superfamily protein	0.0,0.0,0.0	0.39,-0.398,-0.424	0.141,0.092,0.062	0.092,0.134,0.136	0.0,0.016,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d048766	 phospholipid synthesis2	0.0	0.527	0.679	0.15	0.0	Bundle sheath
+Zm00001d048777		0.0	0.252	0.392	0.305	0.0	Mesophyll
+Zm00001d048785	Adenylyl-sulfate kinase 3	0.0,0.0,0.0	0.751,-1.036,-0.884	0.178,0.077,0.063	0.101,0.169,0.17	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d048789		0.0	0.62	0.104	0.017	0.0	Bundle sheath
+Zm00001d048794	Phosphoserine phosphatase chloroplastic	0.0	1.238	0.868	0.143	0.0	Bundle sheath
+Zm00001d048795		0.0	1.063	0.623	0.449	0.013	Bundle sheath
+Zm00001d048796		0.0	-0.252	0.07	0.14	0.0	Subsidiary
+Zm00001d048799		0.0	0.973	0.1	0.001	0.0	Bundle sheath
+Zm00001d048802	Glycine-rich domain-containing protein 1	0.0,0.0,0.0	-0.481,0.988,0.81	0.119,0.33,0.335	0.196,0.12,0.132	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d048819	Putative cytochrome P450 superfamily protein  	0.0	0.736	0.105	0.036	0.0	Pavement cells
+Zm00001d048876	OSJNBa0016N04.16 protein; OSJNBb0042I07.4 protein	0.0,0.0	0.315,0.518	0.495,0.552	0.36,0.368	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d048877	Probable LRR receptor-like serine/threonine-protein kinase 	0.0,0.0,0.0	-0.75,0.572,-0.637	0.105,0.347,0.092	0.213,0.198,0.216	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d048890	Acyl-coenzyme A oxidase  	0.0	0.432	0.119	0.039	0.0	Mesophyll
+Zm00001d048903	Acidic endochitinase	0.0	0.373	0.283	0.046	0.0	Bundle sheath
+Zm00001d048924		0.0	0.332	0.123	0.065	0.0	Mesophyll
+Zm00001d048953	3-ketoacyl-CoA synthase 2	0.0,0.0	0.415,-1.099	0.192,0.044	0.127,0.189	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d048957		0.0,0.0,0.0	0.54,-0.776,-0.624	0.248,0.117,0.111	0.155,0.238,0.238	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d048962	Leucine-rich receptor-like protein kinase family protein	0.0,0.0,0.0,0.0	-0.724,1.218,0.678,2.109	0.05,0.197,0.217,0.386	0.137,0.058,0.065,0.066	0.0,0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath,Guard cell
+Zm00001d048979	Putative sucrose-phosphate synthase family protein  	0.0,0.0,0.0,0.0	-1.018,-0.68,-0.785,2.218	0.145,0.103,0.09,0.503	0.239,0.166,0.168,0.14	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d048998	Chlorophyll a-b binding protein CP26 chloroplastic	0.0,0.0,0.0	-1.564,2.768,2.067	0.03,0.42,0.999	0.162,0.029,0.981	0.0,0.0,0.0	Pavement cells,Mesophyll,Mesophyll
+Zm00001d049019		0.0	-0.3	0.071	0.137	0.0	Subsidiary
+Zm00001d049046	Protein kinase superfamily protein	0.0,0.0,0.0	-0.421,0.791,0.482	0.057,0.208,0.165	0.116,0.058,0.067	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d049048	Heat shock protein binding protein  	0.0	1.183	0.962	0.459	0.0	Bundle sheath
+Zm00001d049054	Cysteine proteinases superfamily protein	0.0	0.458	0.148	0.063	0.008	Bundle sheath
+Zm00001d049060		0.0	0.973	0.83	0.545	0.0	Bundle sheath
+Zm00001d049061		0.0,0.0,0.0	0.461,-0.444,-0.492	0.192,0.062,0.038	0.103,0.11,0.112	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d049079	myb domain protein 69	0.0	1.515	0.868	0.004	0.0	Bundle sheath
+Zm00001d049080	mitogen-activated protein kinase kinase kinase 3	0.0	0.436	0.191	0.147	0.006	Subsidiary
+Zm00001d049081		0.0	0.759	0.116	0.013	0.0	Mesophyll
+Zm00001d049099		0.0	0.357	0.163	0.127	0.0	Pavement cells
+Zm00001d049107		0.0,0.0,0.0	-0.379,0.823,1.143	0.061,0.152,0.869	0.102,0.063,0.396	0.0,0.0,0.0	Pavement cells,Subsidiary,Mesophyll
+Zm00001d049125	Transcriptional corepressor SEUSS	0.0	0.481	0.16	0.078	0.0	Pavement cells
+Zm00001d049138	ATP-dependent protease La (LON) domain protein	0.0	0.643	0.167	0.052	0.0	Mesophyll
+Zm00001d049153	Catalytic/ hydrolase  	0.0	0.406	0.122	0.049	0.02	Bundle sheath
+Zm00001d049157	octicosapeptide/Phox/Bem1p (PB1) domain-containing protein	0.0,0.0	1.602,0.934	0.235,0.178	0.008,0.022	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d049171	Lipase/lipooxygenase PLAT/LH2 family protein	0.0,0.0,0.0	0.252,0.447,-0.447	0.184,0.247,0.047	0.127,0.122,0.136	0.001,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d049173		0.0	0.553	0.585	0.107	0.0	Bundle sheath
+Zm00001d049179	O-methyltransferase ZRP4	0.0	1.182	0.205	0.039	0.0	Mesophyll
+Zm00001d049211	Ypt/Rab-GAP domain of gyp1p superfamily protein	0.0	0.436	0.145	0.107	0.006	Subsidiary
+Zm00001d049232	UV-B-induced protein  chloroplastic	0.0,0.0	0.458,0.507	0.133,0.165	0.05,0.055	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d049234	 glycine1	0.0	0.596	0.585	0.107	0.0	Bundle sheath
+Zm00001d049242		0.0	-0.487	0.041	0.1	0.0	Pavement cells
+Zm00001d049244	Putative IQ calmodulin-binding and BAG domain containing family protein  	0.0	1.395	0.79	0.472	0.0	Mesophyll
+Zm00001d049267	Acyl carrier protein  	0.0	1.564	0.925	0.047	0.0	Bundle sheath
+Zm00001d049293	Putative leucine-rich repeat receptor-like protein kinase family protein  	0.0	-0.47	0.057	0.109	0.0	Pavement cells
+Zm00001d049297		0.0	0.28	0.131	0.069	0.0	Mesophyll
+Zm00001d049359	O-Glycosyl hydrolases family 17 protein	0.0	0.802	0.108	0.024	0.0	Subsidiary
+Zm00001d049360	evolutionarily conserved C-terminal region 10	0.0,0.0	-0.279,0.644	0.108,0.176	0.147,0.112	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d049361		0.0	0.304	0.197	0.122	0.0	Mesophyll
+Zm00001d049364		0.0	0.738	0.868	0.671	0.0	Bundle sheath
+Zm00001d049365	Methionine aminopeptidase  	0.0,0.0	1.021,0.264	0.114,0.34	0.014,0.106	0.001,0.0	Guard cell,Bundle sheath
+Zm00001d049369	B3 domain-containing protein 	0.0,0.0,0.0	0.302,-0.577,0.746	0.459,0.395,0.642	0.41,0.452,0.198	0.0,0.0,0.0	Pavement cells,Pavement cells,Bundle sheath
+Zm00001d049377	General transcription factor 2-related zinc finger protein	0.0,0.0,0.0	0.292,-0.382,0.54	0.346,0.212,0.313	0.252,0.26,0.253	0.0,0.028,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d049381	Adhesive/proline-rich protein%3B Proline-rich family protein  	0.0	0.529	0.159	0.089	0.0	Pavement cells
+Zm00001d049387	 photosystem II3	0.0,0.0,0.0,0.0,0.0,0.0	-1.536,-0.78,2.663,-0.717,1.082,1.487	0.086,0.062,0.671,0.056,0.383,0.364	0.292,0.129,0.086,0.13,0.123,0.125	0.0,0.0,0.0,0.0,0.0,0.035	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Guard cell
+Zm00001d049391	Protein kinase superfamily protein	0.0,0.0,0.0,0.0	0.728,-1.061,-0.833,-0.952	0.243,0.071,0.083,0.078	0.123,0.23,0.229,0.221	0.0,0.0,0.0,0.005	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d049405		0.0	-0.288	0.195	0.28	0.0	Subsidiary
+Zm00001d049409	 aconitase1	0.0,0.0	0.357,0.27	0.227,0.415	0.143,0.11	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d049443	Homeobox-leucine zipper protein MERISTEM L1	0.0,0.0,0.0	0.505,-1.43,-1.315	0.332,0.071,0.083	0.214,0.327,0.312	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d049490	Protein CHLORORESPIRATORY REDUCTION 6 chloroplastic	0.0	1.035	0.792	0.114	0.0	Bundle sheath
+Zm00001d049494	sigma factor 1B	0.0	0.731	0.124	0.019	0.0	Mesophyll
+Zm00001d049495	Putative MYB DNA-binding domain superfamily protein  	0.0,0.0	0.297,0.436	0.377,0.439	0.284,0.289	0.0,0.04	Mesophyll,Bundle sheath
+Zm00001d049496	MOB kinase activator-like 1B	0.0	0.508	0.868	0.618	0.0	Bundle sheath
+Zm00001d049525	LOL1%3B LOL1 isoform 1%3B LOL1 isoform 2  	0.0	1.03	0.141	0.029	0.0	Mesophyll
+Zm00001d049529	Homeobox-leucine zipper protein REVOLUTA	0.0,0.0,0.0,0.0	-0.3,0.402,0.885,-0.797	0.088,0.154,0.227,0.014	0.125,0.092,0.085,0.1	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d049540	Putative NAC domain transcription factor superfamily protein  	0.0,0.0,0.0	-0.515,0.262,0.733	0.112,0.175,0.251	0.19,0.124,0.118	0.0,0.023,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d049541	Flavone 3'-O-methyltransferase 1	0.0	0.909	0.792	0.241	0.0	Bundle sheath
+Zm00001d049543	 circadian clock associated1	0.0,0.0,0.0,0.0,0.0	-0.693,-1.271,1.174,0.702,1.768	0.473,0.326,0.711,0.566,0.818	0.557,0.498,0.473,0.484,0.489	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Guard cell
+Zm00001d049597	External alternative NAD(P)H-ubiquinone oxidoreductase B4 mitochondrial	0.0,0.0	0.47,-0.254	0.264,0.142	0.205,0.213	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d049602		0.0,0.0	1.647,1.897	0.222,0.273	0.005,0.018	0.0,0.0	Subsidiary,Guard cell
+Zm00001d049641	Glyceraldehyde-3-phosphate dehydrogenase 1%2C cytosolic  	0.0,0.0,0.0,0.0,0.0	-0.255,0.371,0.605,2.689,0.585	0.18,0.288,0.343,0.727,1.0	0.229,0.183,0.188,0.189,0.998	0.0,0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell,Bundle sheath
+Zm00001d049643	zinc finger (C3HC4-type RING finger) family protein	0.0	0.524	0.139	0.055	0.0	Mesophyll
+Zm00001d049649	 succinate dehydrogenase2	0.0	0.254	0.547	0.268	0.045	Bundle sheath
+Zm00001d049676	Polyadenylate-binding protein-interacting protein 10	0.0	1.435	0.25	0.057	0.001	Guard cell
+Zm00001d049687	Putative NAC domain transcription factor superfamily protein  	0.0,0.0,0.0	-1.603,2.815,1.638	0.009,0.462,0.273	0.162,0.009,0.038	0.0,0.0,0.0	Pavement cells,Subsidiary,Guard cell
+Zm00001d049691	Succinate dehydrogenase subunit 6 mitochondrial	0.0	0.913	0.887	0.318	0.0	Bundle sheath
+Zm00001d049732	Ferredoxin-1  	0.0	1.323	0.781	0.075	0.0	Mesophyll
+Zm00001d049748	Ras guanine nucleotide exchange factor K	0.0	2.629	0.409	0.0	0.0	Guard cell
+Zm00001d049759		0.0	0.269	0.18	0.121	0.0	Mesophyll
+Zm00001d049764	myosin heavy chain-related	0.0	0.375	0.269	0.162	0.0	Pavement cells
+Zm00001d049766	Oxysterol-binding protein-related protein 4B	0.0	0.399	0.509	0.173	0.0	Bundle sheath
+Zm00001d049768	oligopeptide transporter-like protein	0.0,0.0	0.267,0.4	0.109,0.472	0.06,0.131	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d049785	Type II inositol polyphosphate 5-phosphatase 15	0.0,0.0,0.0,0.0	0.355,-1.393,-0.428,1.782	0.192,0.049,0.124,0.523	0.146,0.19,0.188,0.183	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Guard cell
+Zm00001d049870	Transcription factor bHLH137	0.0,0.0,0.0,0.0	1.183,-1.553,-1.26,-1.239	0.248,0.052,0.056,0.057	0.093,0.23,0.229,0.22	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d049894	Mediator of RNA polymerase II transcription subunit 15a	0.0	0.49	0.626	0.455	0.005	Bundle sheath
+Zm00001d049902		0.0	0.84	0.114	0.012	0.0	Guard cell
+Zm00001d049910	Putative MATE efflux family protein%3B Transparent testa 12 protein  	0.0,0.0,0.0	0.673,-0.883,-0.46	0.287,0.039,0.065	0.133,0.148,0.146	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d049939		0.0	0.311	0.125	0.07	0.0	Mesophyll
+Zm00001d049940	Probable calcium-binding protein CML48	0.0,0.0,0.0,0.0	-0.257,0.627,-0.375,1.261	0.09,0.203,0.04,0.352	0.129,0.09,0.101,0.095	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d049950	 male sterile protein homolog1	0.0,0.0,0.0,0.0	1.655,-1.857,-1.415,-1.357	0.18,0.033,0.054,0.047	0.045,0.161,0.162,0.162	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d049954	Monodehydroascorbate reductase 1 peroxisomal	0.0,0.0,0.0	0.59,-0.728,-0.391	0.462,0.197,0.2	0.298,0.314,0.314	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d050011	Alpha carbonic anhydrase 7	0.0,0.0,0.0	0.458,-0.449,-0.815	0.124,0.062,0.017	0.068,0.116,0.12	0.0,0.001,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d050022	Photosynthetic NDH subunit of subcomplex B 1 chloroplastic	0.0,0.0	1.294,1.422	0.114,0.925	0.001,0.133	0.0,0.0	Guard cell,Bundle sheath
+Zm00001d050023	Probable WRKY transcription factor 32	0.0	0.402	0.128	0.087	0.0	Subsidiary
+Zm00001d050033	Whole genome shotgun sequence of line PN40024 scaffold_57.assembly12x (Fragment)	0.0	0.418	0.178	0.095	0.0	Mesophyll
+Zm00001d050043	Putative wound responsive protein%3B Putative wound responsive protein isoform 1%3B Putative wound responsive protein isoform 2%3B Wound responsive protein  	0.0,0.0,0.0,0.0	-0.293,-0.604,0.606,0.883	0.182,0.109,0.274,0.426	0.229,0.195,0.186,0.189	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Bundle sheath
+Zm00001d050051	Calcineurin subunit B  	0.0,0.0	0.328,0.415	0.104,0.736	0.035,0.358	0.001,0.0	Bundle sheath,Bundle sheath
+Zm00001d050062		0.0	0.613	0.113	0.013	0.0	Bundle sheath
+Zm00001d050125	Putative sucrose-phosphate synthase family protein isoform 1%3B Putative sucrose-phosphate synthase family protein isoform 2%3B Putative sucrose-phosphate synthase family protein isoform 3  	0.0,0.0	0.387,0.278	0.158,0.34	0.077,0.054	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d050150	Adenylate kinase 5 chloroplastic	0.0,0.0,0.0,0.0	-0.841,1.453,1.422,1.845	0.052,0.324,0.339,0.409	0.164,0.055,0.071,0.073	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Guard cell
+Zm00001d050195	Putative WRKY DNA-binding domain superfamily protein  	0.0	1.237	0.89	0.566	0.0	Mesophyll
+Zm00001d050214	ATPase 2 plasma membrane-type	0.0	3.529	0.5	0.001	0.0	Guard cell
+Zm00001d050218		0.0,0.0	0.29,-0.344	0.185,0.067	0.118,0.125	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d050245		0.0	0.332	0.59	0.456	0.0	Mesophyll
+Zm00001d050266		0.0	0.294	0.104	0.043	0.0	Mesophyll
+Zm00001d050283	Sulfate transporter 1.2	0.0,0.0,0.0,0.0	-0.602,-0.797,1.199,-0.98	0.091,0.061,0.32,0.03	0.157,0.161,0.143,0.155	0.0,0.0,0.0,0.008	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d050336	Methylcrotonoyl-CoA carboxylase beta chain mitochondrial	0.0	0.325	0.434	0.165	0.001	Bundle sheath
+Zm00001d050339	Betaine aldehyde dehydrogenase 2 mitochondrial	0.0	0.788	0.755	0.05	0.0	Bundle sheath
+Zm00001d050340		0.0	2.052	0.205	0.001	0.0	Guard cell
+Zm00001d050341	Chaperonin-like RbcX protein	0.0	0.355	0.396	0.089	0.0	Bundle sheath
+Zm00001d050350		0.0	0.704	0.122	0.012	0.0	Mesophyll
+Zm00001d050359	F-box protein SKIP28	0.0,0.0	0.45,0.351	0.139,0.509	0.054,0.176	0.001,0.0	Bundle sheath,Bundle sheath
+Zm00001d050375	14-3-3-like protein  	0.0	0.495	0.221	0.173	0.001	Subsidiary
+Zm00001d050384		0.0	0.445	0.717	0.341	0.0	Bundle sheath
+Zm00001d050403	Chlorophyll a-b binding protein 4  	0.0,0.0,0.0	-0.962,1.755,1.286	0.016,0.275,0.239	0.118,0.019,0.034	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d050404	G2-like transcription factor  	0.0,0.0	1.567,0.396	0.191,0.245	0.001,0.012	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d050457	Protein DETOXIFICATION 27	0.0,0.0	0.538,-1.162	0.407,0.059	0.265,0.289	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d050483	Auxin-independent growth promoter  	0.0,0.0	0.592,1.315	0.152,0.25	0.057,0.058	0.0,0.001	Bundle sheath,Guard cell
+Zm00001d050514	Putative RING zinc finger domain superfamily protein  	0.0,0.0,0.0,0.0	0.35,-0.866,0.66,0.503	0.173,0.03,0.176,0.472	0.108,0.117,0.107,0.179	0.0,0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d050518	MAC/Perforin domain containing protein  	0.0,0.0	-0.569,0.259	0.044,0.283	0.117,0.051	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d050606	TUDOR-SN protein 1	0.0,0.0	-0.375,0.659	0.061,0.177	0.112,0.063	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d050716	Alkaline/neutral invertase CINV2	0.0,0.0	0.843,0.347	0.214,0.509	0.081,0.143	0.0,0.0	Pavement cells,Bundle sheath
+Zm00001d050768	Two-component response regulator ARR16	0.0,0.0,0.0,0.0	0.621,-0.799,-0.802,0.28	0.149,0.053,0.043,0.396	0.065,0.137,0.14,0.115	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d050800	Calmodulin-binding protein 60 C	0.0	0.515	0.153	0.057	0.0	Mesophyll
+Zm00001d050816	PHD finger protein  	0.0,0.0,0.0	0.251,0.603,0.509	0.159,0.261,0.623	0.095,0.098,0.275	0.0,0.0,0.0	Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d050844	Bifunctional riboflavin biosynthesis protein RIBA 1 chloroplastic	0.0	0.432	0.101	0.031	0.0	Mesophyll
+Zm00001d050868	 somatic embryogenesis receptor-like kinase3	0.0,0.0,0.0	-0.856,0.426,-0.413	0.284,0.521,0.303	0.416,0.401,0.417	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d050889	Oxygen evolving enhancer protein 3  	0.0	1.32	0.811	0.003	0.0	Bundle sheath
+Zm00001d050893	NAC domain-containing protein 79	0.0,0.0	0.468,-0.869	0.156,0.032	0.104,0.154	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d050910		0.0	0.296	0.138	0.07	0.0	Mesophyll
+Zm00001d050985	Regulator of chromosome condensation (RCC1) family protein	0.0	-0.368	0.098	0.153	0.0	Mesophyll
+Zm00001d051018	B-box zinc finger protein 24	0.0,0.0,0.0,0.0,0.0	0.313,-0.446,0.346,-1.196,0.502	0.271,0.2,0.366,0.059,0.943	0.215,0.263,0.253,0.274,0.818	0.0,0.003,0.0,0.0,0.008	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d051020		0.0,0.0	0.311,-0.283	0.275,0.125	0.188,0.197	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d051053		0.0	0.355	0.1	0.021	0.0	Bundle sheath
+Zm00001d051055	Cytochrome c oxidase polypeptide VIb%3B Cytochrome c oxidase polypeptide VIb isoform 1%3B Cytochrome c oxidase polypeptide VIb isoform 2  	0.0	0.522	0.868	0.7	0.0	Bundle sheath
+Zm00001d051056	S-adenosylmethionine decarboxylase proenzyme  	0.0	1.173	0.287	0.113	0.0	Bundle sheath
+Zm00001d051088	Putative leucine-rich repeat receptor-like protein kinase family protein  	0.0,0.0,0.0	-1.903,1.14,-2.153	0.185,0.422,0.152	0.396,0.383,0.387	0.0,0.005,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d051093	LRR receptor-like serine/threonine-protein kinase EFR	0.0	2.095	0.215	0.042	0.0	Mesophyll
+Zm00001d051094	Protein kinase domain containing protein	0.0	1.702	0.153	0.024	0.0	Mesophyll
+Zm00001d051103		0.0	-0.312	0.124	0.199	0.0	Subsidiary
+Zm00001d051125	LRR receptor-like serine/threonine-protein kinase EFR	0.0,0.0,0.0,0.0,0.0	0.296,0.848,-1.09,-0.761,-1.243	0.174,0.365,0.035,0.068,0.017	0.131,0.156,0.175,0.173,0.167	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d051139	RNA-binding (RRM/RBD/RNP motifs) family protein	0.0,0.0,0.0	0.463,0.505,1.231	0.112,0.126,0.25	0.027,0.032,0.032	0.0,0.0,0.0	Mesophyll,Bundle sheath,Guard cell
+Zm00001d051163	 phenylalanine ammonia lyase5	0.0	0.917	0.217	0.066	0.0	Pavement cells
+Zm00001d051174	Aquaporin PIP2-3  	0.0,0.0,0.0,0.0,0.0	1.331,-0.764,-1.789,-1.021,-1.916	0.414,0.283,0.117,0.179,0.104	0.181,0.374,0.388,0.383,0.372	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d051180	Putative homeodomain-like transcription factor superfamily protein  	0.0	0.61	0.104	0.007	0.0	Bundle sheath
+Zm00001d051188	ADP-ribosylation factor GTPase-activating protein AGD1	0.0,0.0,0.0,0.0	0.331,0.298,-0.603,-0.508	0.139,0.196,0.056,0.055	0.091,0.127,0.136,0.135	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d051225	Putative GEM-like protein 8	0.0,0.0	0.877,1.145	0.149,0.555	0.02,0.189	0.0,0.002	Mesophyll,Mesophyll
+Zm00001d051251	(+)-neomenthol dehydrogenase	0.0,0.0,0.0,0.0	1.269,-0.766,-1.587,-1.371	0.441,0.326,0.199,0.178	0.236,0.406,0.416,0.417	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d051254	(+)-neomenthol dehydrogenase	0.0	3.856	0.432	0.024	0.0	Guard cell
+Zm00001d051272	Ascorbate-specific transmembrane electron transporter 1  	0.0	-0.526	0.134	0.195	0.001	Pavement cells
+Zm00001d051305	Putative DUF26 domain family protein  	0.0	0.929	0.107	0.001	0.0	Subsidiary
+Zm00001d051314	Probable receptor-like protein kinase 	0.0	0.291	0.17	0.001	0.0	Bundle sheath
+Zm00001d051321		0.0	0.287	0.215	0.126	0.0	Mesophyll
+Zm00001d051336	Ras-related protein RABD2c	0.0,0.0	-0.268,0.473	0.11,0.2	0.153,0.112	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d051362	 tonoplast intrinsic protein2	0.0	0.688	0.165	0.07	0.001	Bundle sheath
+Zm00001d051403	 plasma membrane intrinsic protein1	0.0,0.0,0.0	0.415,-0.631,0.923	0.145,0.052,0.736	0.098,0.142,0.216	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d051419	GSDL-motif protein lipase  	0.0	0.436	0.302	0.0	0.0	Bundle sheath
+Zm00001d051424	Probable serine/threonine-protein kinase Cx32 chloroplastic	0.0,0.0	1.023,-0.878	0.295,0.017	0.104,0.121	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d051427	 high mobility group protein3	0.0	0.332	0.396	0.118	0.0	Bundle sheath
+Zm00001d051439	Dof zinc finger protein DOF2.5	0.0,0.0	0.835,0.423	0.143,0.396	0.0,0.001	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d051458		0.0	0.3	0.198	0.135	0.0	Mesophyll
+Zm00001d051511		0.0	0.334	0.139	0.079	0.0	Mesophyll
+Zm00001d051525	Oligopeptide transporter 4	0.0	0.926	0.12	0.016	0.0	Mesophyll
+Zm00001d051526	Probable xyloglucan endotransglucosylase/hydrolase protein 30	0.0,0.0	-1.582,2.804	0.025,0.412	0.156,0.025	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d051529	Putative AMP-dependent synthetase and ligase superfamily protein  	0.0,0.0,0.0,0.0	1.482,-1.054,-0.444,-1.16	0.41,0.074,0.127,0.048	0.169,0.188,0.184,0.182	0.0,0.0,0.001,0.004	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d051545	Probable GTP diphosphokinase RSH2 chloroplastic	0.0,0.0,0.0	-0.743,1.382,0.606	0.305,0.659,0.548	0.452,0.309,0.331	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d051546		0.0	0.307	0.114	0.059	0.0	Mesophyll
+Zm00001d051554	 abscisic acid 8'-hydroxylase2	0.0	0.632	0.134	0.073	0.0	Subsidiary
+Zm00001d051567	alpha/beta-Hydrolases superfamily protein	0.0	0.86	0.197	0.05	0.0	Mesophyll
+Zm00001d051584	Ethylene response protein  	0.0,0.0,0.0	0.465,-0.839,-1.07	0.308,0.127,0.126	0.217,0.302,0.293	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d051595	ATP synthase subunit O mitochondrial	0.0	0.713	1.0	0.964	0.0	Bundle sheath
+Zm00001d051609	Heat shock 70 kDa protein 17	0.0,0.0,0.0,0.0,0.0	0.568,0.264,-0.642,-1.176,-0.883	0.433,0.536,0.296,0.153,0.27	0.308,0.402,0.417,0.426,0.41	0.0,0.0,0.0,0.0,0.011	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d051650	Sucrose cleavage protein-like protein  	0.0	-0.405	0.224	0.27	0.019	Mesophyll
+Zm00001d051661	MSF1-like family protein	0.0	0.418	0.623	0.282	0.0	Bundle sheath
+Zm00001d051664	2-oxoglutarate (2OG) and Fe(II)-dependent oxygenase superfamily protein	0.0,0.0,0.0	-0.386,0.983,0.427	0.068,0.236,0.126	0.12,0.07,0.075	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d051666	Neutral/alkaline invertase  	0.0,0.0,0.0,0.0	-0.897,-0.88,1.921,-0.963	0.099,0.02,0.377,0.009	0.18,0.121,0.097,0.116	0.0,0.0,0.0,0.017	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d051677		0.0	-0.294	0.063	0.108	0.002	Subsidiary
+Zm00001d051684	Zinc finger protein CONSTANS-LIKE 9	0.0	0.868	0.122	0.026	0.0	Bundle sheath
+Zm00001d051685	ADP%2CATP carrier protein 2%2C mitochondrial  	0.0	0.562	0.906	0.691	0.0	Bundle sheath
+Zm00001d051688	 fimbrin homolog1	0.0	0.277	0.472	0.184	0.001	Bundle sheath
+Zm00001d051740	Serine protease SPPA chloroplastic	0.0	0.509	0.247	0.124	0.0	Mesophyll
+Zm00001d051746	Calcium sensing receptor chloroplastic	0.0	2.304	0.998	0.151	0.0	Mesophyll
+Zm00001d051749	Putative homeobox DNA-binding and leucine zipper domain family protein isoform 1%3B Putative homeobox DNA-binding and leucine zipper domain family protein isoform 2  	0.0,0.0,0.0	-0.337,1.043,0.307	0.092,0.219,0.283	0.122,0.09,0.036	0.0,0.0,0.0	Pavement cells,Subsidiary,Bundle sheath
+Zm00001d051753		0.0	0.64	0.1	0.012	0.0	Bundle sheath
+Zm00001d051760	Fcf2 pre-rRNA processing protein	0.0	0.426	0.472	0.117	0.0	Bundle sheath
+Zm00001d051799	Nudix hydrolase 17 mitochondrial	0.0,0.0,0.0	0.698,-0.576,-0.965	0.193,0.115,0.044	0.102,0.179,0.185	0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary
+Zm00001d051804	Glutamine synthetase root isozyme 4  	0.0,0.0,0.0	0.446,-0.659,-0.776	0.492,0.372,0.339	0.397,0.481,0.475	0.0,0.0,0.01	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d051842	Zn-dependent hydrolase%2C including glyoxylase  	0.0	0.893	0.83	0.238	0.0	Bundle sheath
+Zm00001d051866		0.0	0.251	0.135	0.071	0.0	Mesophyll
+Zm00001d051873		0.0	0.256	0.458	0.356	0.0	Mesophyll
+Zm00001d051883	Divalent ion symporter	0.0,0.0,0.0	0.599,-0.444,-0.795	0.229,0.15,0.069	0.129,0.214,0.219	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d051900		0.0	0.266	0.12	0.083	0.0	Pavement cells
+Zm00001d051908	OSIGBa0147B06.5 protein	0.0,0.0,0.0,0.0	-1.768,2.437,3.31,2.259	0.015,0.367,0.548,0.868	0.164,0.021,0.039,0.138	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d051915	 ABC(yeast) homolog1	0.0,0.0	-0.292,0.528	0.093,0.194	0.135,0.094	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d051916		0.0	1.4	0.212	0.041	0.0	Pavement cells
+Zm00001d051917	Phosphatidylinositol N-acetyglucosaminlytransferase subunit P-related	0.0	0.444	0.126	0.041	0.0	Bundle sheath
+Zm00001d051951		0.0	0.443	0.981	0.888	0.001	Bundle sheath
+Zm00001d051981	GATA transcription factor 8	0.0,0.0,0.0	-0.547,1.24,-0.58	0.265,0.435,0.154	0.316,0.263,0.283	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d052008	Putative clathrin assembly protein 	0.0	0.415	0.141	0.06	0.0	Pavement cells
+Zm00001d052011	Heparanase-like protein 3	0.0,0.0	-0.601,1.482	0.036,0.273	0.104,0.033	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d052034	Thioredoxin H-type 2	0.0	3.897	0.183	0.005	0.0	Bundle sheath
+Zm00001d052038	Putative HLH DNA-binding domain superfamily protein  	0.0,0.0	0.697,0.681	0.1,0.623	0.004,0.122	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d052057	E3 ubiquitin-protein ligase XBAT32	0.0,0.0,0.0	0.362,-0.511,-0.252	0.171,0.094,0.107	0.115,0.165,0.164	0.0,0.0,0.001	Pavement cells,Mesophyll,Subsidiary
+Zm00001d052060	 trehalose-6-phosphate synthase10	0.0	0.657	0.487	0.267	0.0	Bundle sheath
+Zm00001d052061		0.0	0.334	0.1	0.035	0.005	Bundle sheath
+Zm00001d052063	Transmembrane amino acid transporter family protein	0.0	0.462	0.126	0.03	0.0	Bundle sheath
+Zm00001d052079	Lysine-ketoglutarate reductase/saccharopine dehydrogenase1  	0.0,0.0	0.593,-0.448	0.406,0.194	0.281,0.294	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d052093		0.0	0.257	0.263	0.182	0.0	Mesophyll
+Zm00001d052108	UMP-CMP kinase family protein%3B UMP-CMP kinase family protein isoform 1%3B UMP-CMP kinase family protein isoform 2%3B UMP-CMP kinase family protein isoform 3%3B UMP-CMP kinase family protein isoform 4  	0.0	0.537	0.101	0.049	0.0	Subsidiary
+Zm00001d052111	DENN (AEX-3) domain-containing protein	0.0	-0.46	0.361	0.527	0.0	Subsidiary
+Zm00001d052118	Zinc finger protein  	0.0	0.556	0.547	0.189	0.0	Bundle sheath
+Zm00001d052123	Thioredoxin-like 5  	0.0	0.341	0.34	0.006	0.0	Bundle sheath
+Zm00001d052136	 1-aminocyclopropane-1-carboxylate oxidase20	0.0	1.206	0.106	0.008	0.0	Subsidiary
+Zm00001d052170		0.0,0.0	0.26,-0.36	0.102,0.057	0.073,0.1	0.0,0.001	Pavement cells,Mesophyll
+Zm00001d052174	Cyclin-dependent kinase inhibitor 1	0.0,0.0	-0.409,0.833	0.119,0.221	0.177,0.124	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d052184		0.0	1.37	0.962	0.459	0.0	Bundle sheath
+Zm00001d052200	F-box protein FBW2	0.0,0.0	-0.578,0.956	0.039,0.215	0.121,0.043	0.0,0.0	Pavement cells,Mesophyll
+Zm00001d052247		0.0	1.311	0.943	0.482	0.0	Bundle sheath
+Zm00001d052263	Starch synthase 2 chloroplastic/amyloplastic	0.0	0.271	0.491	0.199	0.002	Bundle sheath
+Zm00001d052264		0.0	1.626	0.182	0.007	0.0	Guard cell
+Zm00001d052268	NEP1-interacting protein-like 2	0.0	1.108	0.148	0.004	0.0	Bundle sheath
+Zm00001d052316	Ferritin-1%2C chloroplastic  	0.0,0.0,0.0	-0.544,0.451,0.702	0.044,0.105,0.121	0.103,0.052,0.051	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d052343	Probable serine/threonine-protein kinase WNK5	0.0	0.53	0.339	0.192	0.003	Bundle sheath
+Zm00001d052348	Cysteine-rich receptor-like protein kinase 26	0.0	-0.38	0.122	0.168	0.014	Mesophyll
+Zm00001d052354	Vacuolar-sorting receptor 1	0.0	0.558	0.143	0.037	0.0	Bundle sheath
+Zm00001d052379	Vacuolar protein sorting-associated protein 32 homolog 1	0.0	0.685	0.123	0.045	0.0	Subsidiary
+Zm00001d052392	TRAF-like superfamily protein	0.0,0.0,0.0,0.0	0.681,-0.598,-0.7,-0.497	0.127,0.053,0.025,0.048	0.04,0.113,0.116,0.114	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d052393	Os01g0536600 protein	0.0,0.0,0.0	0.349,-0.428,-0.3	0.112,0.05,0.052	0.06,0.105,0.105	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d052409	DUF309 domain protein	0.0,0.0,0.0,0.0	0.591,-0.764,0.545,1.248	0.254,0.022,0.27,0.943	0.12,0.136,0.128,0.52	0.0,0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d052416	Putative CBL-interacting protein kinase family protein isoform 1%3B Putative CBL-interacting protein kinase family protein isoform 2%3B Putative CBL-interacting protein kinase family protein isoform 3%3B Putative CBL-interacting protein kinase family protein isoform 4  	0.0,0.0	0.308,-0.872	0.304,0.071	0.2,0.214	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d052434	 major facilitator superfamily defense2	0.0,0.0,0.0	0.446,0.343,0.431	0.114,0.1,0.126	0.041,0.041,0.044	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d052435	Probable peptide/nitrate transporter 	0.0,0.0,0.0,0.0	0.62,-0.996,-0.631,-0.964	0.195,0.04,0.069,0.048	0.098,0.187,0.184,0.178	0.0,0.0,0.0,0.008	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d052442	 PIN-formed protein4	0.0	1.199	0.136	0.0	0.0	Guard cell
+Zm00001d052444	Hydroxymethylglutaryl-CoA lyase mitochondrial	0.0,0.0	0.429,-0.511	0.336,0.191	0.269,0.332	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d052450	Pentatricopeptide repeat-containing protein 	0.0,0.0	0.307,-0.397	0.112,0.048	0.088,0.111	0.024,0.0	Pavement cells,Subsidiary
+Zm00001d052453	RNA-binding (RRM/RBD/RNP motifs) family protein	0.0,0.0,0.0	-0.28,0.564,0.592	0.234,0.4,0.422	0.298,0.236,0.245	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d052475	Cytochrome P450 90A1	0.0,0.0	1.024,0.334	0.16,0.109	0.011,0.02	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d052485	AMP-binding protein  	0.0,0.0,0.0	-0.416,0.496,0.816	0.046,0.124,0.194	0.109,0.055,0.048	0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll
+Zm00001d052518	Pollen Ole e 1 allergen and extensin family protein	0.0	1.253	0.719	0.038	0.0	Mesophyll
+Zm00001d052519	Probable 2-carboxy-D-arabinitol-1-phosphatase	0.0,0.0	0.771,0.933	0.109,0.887	0.004,0.17	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d052525	Calmodulin binding protein%3B Putative calmodulin-binding family protein  	0.0,0.0,0.0,0.0,0.0	-0.296,0.289,0.444,0.764,0.715	0.072,0.114,0.114,0.178,0.811	0.106,0.076,0.076,0.077,0.438	0.0,0.002,0.001,0.001,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath,Bundle sheath
+Zm00001d052578	Probable F-box protein At1g60180	0.0	1.07	0.338	0.019	0.026	Mesophyll
+Zm00001d052595	Ribulose bisphosphate carboxylase small chain%2C chloroplastic  	0.0,0.0	3.125,5.183	0.374,1.0	0.022,0.601	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d052620		0.0,0.0,0.0,0.0	-0.279,0.328,0.565,-0.297	0.544,0.682,0.729,0.436	0.615,0.551,0.545,0.566	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary
+Zm00001d052624		0.0	0.278	0.306	0.251	0.0	Pavement cells
+Zm00001d052653	 respiratory burst oxidase4	0.0,0.0,0.0	0.386,-0.672,-0.301	0.22,0.108,0.135	0.152,0.214,0.212	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d052673	Chalcone synthase C2  	0.0,0.0,0.0,0.0	-1.629,3.278,-2.44,-2.195	0.308,0.935,0.153,0.157	0.49,0.313,0.357,0.345	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Bundle sheath
+Zm00001d052675	Type III polyketide synthase B	0.0	-0.454	0.068	0.114	0.0	Mesophyll
+Zm00001d052678	Succinate dehydrogenase assembly factor 2 mitochondrial	0.0	0.384	0.849	0.57	0.001	Bundle sheath
+Zm00001d052697	RING/U-box superfamily protein	0.0	0.444	0.214	0.11	0.0	Mesophyll
+Zm00001d052735	Plant UBX domain-containing protein 8	0.0,0.0	0.549,-0.466	0.641,0.298	0.446,0.466	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d052753		0.0,0.0	-0.418,-0.341	0.128,0.095	0.175,0.177	0.003,0.0	Mesophyll,Subsidiary
+Zm00001d052760	Farnesylated protein 2%3B Farnesylated protein 2 isoform 1%3B Farnesylated protein 2 isoform 2  	0.0,0.0,0.0	-2.17,1.701,-2.071	0.126,0.779,0.135	0.516,0.47,0.493	0.0,0.0,0.0	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d052766	Protein S-acyltransferase 8	0.0,0.0	0.706,0.335	0.265,0.453	0.092,0.131	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d052769	Thioredoxin H-type 5  	0.0	2.162	0.191	0.003	0.0	Bundle sheath
+Zm00001d052796	14-3-3-like protein A  	0.0	0.458	0.642	0.291	0.0	Bundle sheath
+Zm00001d052801		0.0	0.297	0.199	0.137	0.0	Pavement cells
+Zm00001d052837	BTB/POZ domain-containing protein 	0.0	0.571	0.227	0.115	0.0	Pavement cells
+Zm00001d052840	Phosphatidylinositol/phosphatidylcholine transfer protein SFH13	0.0,0.0,0.0,0.0	0.706,-1.087,-0.334,-1.053	0.318,0.117,0.204,0.122	0.181,0.304,0.298,0.293	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d052875	Glycerophosphodiester phosphodiesterase GDPDL3	0.0,0.0	-2.224,3.582	0.012,0.591	0.208,0.012	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d052888	RNA binding (RRM/RBD/RNP motifs) family protein	0.0	0.512	0.388	0.241	0.0	Mesophyll
+Zm00001d052903	3-hydroxy-3-methylglutaryl-coenzyme A reductase 2	0.0	0.786	0.115	0.006	0.0	Mesophyll
+Zm00001d052922		0.0,0.0,0.0	0.471,-0.952,-1.045	0.263,0.112,0.104	0.183,0.257,0.249	0.0,0.0,0.005	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d052962		0.0	0.469	0.1	0.037	0.0	Mesophyll
+Zm00001d052977		0.0	0.447	0.415	0.013	0.0	Bundle sheath
+Zm00001d052985		0.0,0.0,0.0	0.538,-0.55,-0.465	0.186,0.102,0.098	0.106,0.175,0.175	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d052992		0.0,0.0	0.288,-0.347	0.186,0.108	0.142,0.182	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d053007		0.0,0.0,0.0	0.879,-0.957,-0.758	0.153,0.053,0.061	0.066,0.142,0.141	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d053010	V-type proton ATPase 16 kDa proteolipid subunit  	0.0	1.247	0.25	0.058	0.002	Guard cell
+Zm00001d053015	Fructose-bisphosphate aldolase  	0.0	2.892	0.981	0.008	0.0	Bundle sheath
+Zm00001d053018		0.0	0.323	0.104	0.052	0.0	Pavement cells
+Zm00001d053022	Transcription factor GTE12	0.0	0.492	0.212	0.159	0.0	Subsidiary
+Zm00001d053060	Putative MYB DNA-binding domain superfamily protein  	0.0	0.496	0.128	0.056	0.0	Pavement cells
+Zm00001d053066	NifU-like protein 2 chloroplastic	0.0	0.579	0.981	0.804	0.0	Bundle sheath
+Zm00001d053067	NAD(P)-binding Rossmann-fold superfamily protein	0.0	0.39	0.14	0.064	0.0	Mesophyll
+Zm00001d053076	NAD kinase 2 chloroplastic	0.0,0.0,0.0	-0.438,0.933,0.581	0.132,0.342,0.309	0.206,0.132,0.145	0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath
+Zm00001d053082		0.0,0.0	0.28,-0.345	0.173,0.055	0.109,0.116	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d053090	14-3-3-like protein  	0.0,0.0	-0.299,0.427	0.08,0.133	0.126,0.086	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d053103	Plastid-specific ribosomal protein 6  	0.0	0.558	0.887	0.657	0.0	Bundle sheath
+Zm00001d053119		0.0	-0.503	0.046	0.127	0.0	Subsidiary
+Zm00001d053120	Putative lysM-domain receptor-like protein kinase family protein  	0.0	1.221	0.715	0.245	0.0	Mesophyll
+Zm00001d053124	myb domain protein 60	0.0	2.811	0.409	0.001	0.0	Guard cell
+Zm00001d053149	Digalactosyldiacylglycerol synthase 1 chloroplastic	0.0,0.0	0.609,0.866	0.339,0.943	0.187,0.449	0.0,0.0	Bundle sheath,Bundle sheath
+Zm00001d053162		0.0	0.345	0.272	0.192	0.0	Mesophyll
+Zm00001d053171	L-zip+NBS+LRR-like protein	0.0,0.0,0.0	0.788,-0.981,-0.91	0.173,0.03,0.028	0.062,0.161,0.16	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d053172	F-box protein PP2-B10	0.0,0.0,0.0	0.63,-0.875,-0.564	0.191,0.035,0.072	0.085,0.181,0.178	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d053189	Probable mediator of RNA polymerase II transcription subunit 26c	0.0,0.0,0.0	0.463,-0.505,-0.532	0.225,0.145,0.099	0.146,0.215,0.218	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d053223	L-ascorbate peroxidase 3 peroxisomal	0.0	0.657	1.0	0.73	0.0	Bundle sheath
+Zm00001d053247	lipase class 3 family protein	0.0,0.0	0.494,-0.376	0.376,0.145	0.233,0.249	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d053284		0.0	0.333	0.106	0.039	0.0	Mesophyll
+Zm00001d053293		0.0	0.261	0.11	0.069	0.007	Pavement cells
+Zm00001d053295	Ubiquitin-conjugating enzyme E2 variant 1C	0.0	0.506	1.0	0.991	0.0	Bundle sheath
+Zm00001d053296	Ubiquitin-conjugating enzyme E2 variant 1C	0.0	0.816	1.0	0.996	0.0	Bundle sheath
+Zm00001d053301	NADPH:adrenodoxin oxidoreductase mitochondrial	0.0	0.456	0.265	0.139	0.003	Bundle sheath
+Zm00001d053308		0.0,0.0	0.499,-1.018	0.684,0.288	0.527,0.551	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d053313	Protein phosphatase 2C and cyclic nucleotide-binding/kinase domain-containing protein	0.0,0.0	-0.554,1.054	0.337,0.502	0.441,0.347	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d053334	Metabolite transport protein csbC%3B Metabolite transport protein csbC isoform 1%3B Metabolite transport protein csbC isoform 2  	0.0,0.0,0.0	0.407,0.451,-0.517	0.264,0.277,0.075	0.159,0.156,0.17	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d053393	Core-2/I-branching beta-16-N-acetylglucosaminyltransferase family protein	0.0,0.0	-0.406,0.714	0.052,0.18	0.105,0.096	0.0,0.0	Mesophyll,Subsidiary
+Zm00001d053396	Abscisic acid receptor PYL9	0.0,0.0,0.0	-0.453,0.837,-1.055	0.176,0.342,0.083	0.237,0.226,0.235	0.0,0.0,0.001	Mesophyll,Subsidiary,Bundle sheath
+Zm00001d053404	Spermine synthase	0.0	1.03	0.17	0.052	0.0	Bundle sheath
+Zm00001d053412	RHOMBOID-like protein 9 chloroplastic	0.0,0.0,0.0,0.0	-0.663,1.379,0.911,0.45	0.066,0.283,0.217,0.943	0.144,0.067,0.08,0.902	0.0,0.0,0.0,0.0	Pavement cells,Mesophyll,Bundle sheath,Bundle sheath
+Zm00001d053432	 iron-sulfur protein2	0.0	0.731	0.106	0.005	0.0	Mesophyll
+Zm00001d053452	Polyadenylate-binding protein-interacting protein 9	0.0,0.0,0.0	0.43,-0.697,-0.348	0.259,0.151,0.15	0.183,0.251,0.251	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d053515	Protein kinase superfamily protein	0.0	2.566	0.727	0.299	0.0	Guard cell
+Zm00001d053545	NAD(P)-binding Rossmann-fold superfamily protein	0.0	0.703	0.344	0.179	0.0	Mesophyll
+Zm00001d053559	Nuclear poly(A) polymerase 2	0.0	0.416	0.307	0.179	0.0	Mesophyll
+Zm00001d053566	Probable protein phosphatase 2C 72	0.0	0.388	0.139	0.06	0.043	Bundle sheath
+Zm00001d053632		0.0	0.41	0.528	0.228	0.003	Bundle sheath
+Zm00001d053633		0.0	1.341	1.0	0.444	0.0	Bundle sheath
+Zm00001d053639		0.0	0.599	0.566	0.005	0.0	Bundle sheath
+Zm00001d053663	Fumarylacetoacetase	0.0,0.0,0.0	0.61,-0.665,-0.708	0.183,0.085,0.055	0.096,0.172,0.174	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d053675	 lipoxygenase10	0.0,0.0,0.0,0.0,0.0	-2.827,-1.447,4.224,-1.218,2.11	0.06,0.049,0.754,0.05,0.984	0.298,0.109,0.06,0.11,0.189	0.0,0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Mesophyll
+Zm00001d053722	Cyclase  	0.0,0.0,0.0	0.956,0.687,1.164	0.143,0.136,0.851	0.004,0.013,0.189	0.0,0.0,0.0	Mesophyll,Guard cell,Mesophyll
+Zm00001d053735	Protein kinase superfamily protein	0.0	1.792	0.273	0.001	0.0	Guard cell
+Zm00001d053746	Probable WRKY transcription factor 40	0.0	0.771	0.981	0.951	0.0	Bundle sheath
+Zm00001d053753		0.0,0.0	0.307,0.29	0.134,0.174	0.073,0.076	0.0,0.005	Mesophyll,Bundle sheath
+Zm00001d053765	 vacuolar proton pump3	0.0	0.346	0.811	0.678	0.033	Bundle sheath
+Zm00001d053782	 cytochrome P450 15	0.0	0.609	0.113	0.056	0.0	Subsidiary
+Zm00001d053818	Protein kinase superfamily protein	0.0,0.0	0.317,-0.452	0.131,0.069	0.106,0.13	0.049,0.0	Pavement cells,Subsidiary
+Zm00001d053828		0.0,0.0,0.0,0.0	-3.743,-2.112,4.857,2.364	0.077,0.051,0.905,0.75	0.417,0.147,0.09,0.141	0.0,0.0,0.0,0.0	Pavement cells,Pavement cells,Subsidiary,Guard cell
+Zm00001d053834	Putative ubiquitin family protein%3B Ubiquitin2  	0.0,0.0,0.0,0.0,0.0	0.743,-0.661,-1.081,-0.301,-0.69	0.671,0.57,0.473,0.516,0.5	0.514,0.644,0.653,0.649,0.642	0.0,0.0,0.0,0.0,0.001	Pavement cells,Pavement cells,Mesophyll,Subsidiary,Bundle sheath
+Zm00001d053838		0.0	0.325	0.689	0.576	0.0	Pavement cells
+Zm00001d053861	Putative translation elongation factor family protein  	0.0,0.0	0.698,0.366	0.172,0.139	0.04,0.048	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d053885		0.0	0.332	0.139	0.076	0.0	Mesophyll
+Zm00001d053889	 cycloartenol synthase1	0.0,0.0,0.0	0.822,-0.991,-0.954	0.238,0.072,0.061	0.109,0.223,0.224	0.0,0.0,0.0	Pavement cells,Mesophyll,Subsidiary
+Zm00001d053897	Ubiquitin-conjugating enzyme E2 29	0.0	1.403	0.109	0.002	0.0	Bundle sheath
+Zm00001d053900	Bifunctional protein FolD 4 chloroplastic	0.0	0.384	0.415	0.051	0.0	Bundle sheath
+Zm00001d053932	NAD(P)-linked oxidoreductase superfamily protein	0.0	0.384	0.755	0.383	0.0	Bundle sheath
+Zm00001d053952	Bax inhibitor 1	0.0	1.495	0.774	0.027	0.0	Bundle sheath
+Zm00001d053960		0.0	0.572	0.245	0.071	0.018	Bundle sheath
+Zm00001d053964		0.0	0.4	0.849	0.499	0.0	Bundle sheath
+Zm00001d053967	Putative bZIP transcription factor superfamily protein  	0.0,0.0	0.334,-0.756	0.228,0.073	0.181,0.229	0.0,0.0	Pavement cells,Subsidiary
+Zm00001d053972	DNAJ heat shock family protein	0.0	0.37	0.112	0.037	0.0	Mesophyll
+Zm00001d053974		0.0	0.712	0.11	0.003	0.0	Mesophyll
+Zm00001d053981	Probable pyridoxal 5'-phosphate synthase subunit PDX2	0.0,0.0	0.554,0.443	0.143,0.148	0.05,0.055	0.0,0.0	Mesophyll,Bundle sheath
+Zm00001d054038	Transcription factor bHLH104	0.0	0.555	0.242	0.129	0.0	Mesophyll
+Zm00001d054044	Catalase isozyme 3  	0.0	1.94	0.246	0.009	0.0	Mesophyll
+Zm00001d054066	Glycosyltransferase family 61 protein	0.0	0.417	0.136	0.054	0.0	Mesophyll
+Zm00001d054070	Putative jumonji-like transcription factor family protein  	0.0	0.38	0.455	0.329	0.0	Mesophyll
+Zm00001d054093	Senescence-associated protein DIN1  	0.0,0.0	-1.243,-0.967	0.02,0.032	0.114,0.115	0.0,0.0	Pavement cells,Subsidiary
diff --git a/tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt b/tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt
new file mode 100644
index 0000000..a1b5aa3
--- /dev/null
+++ b/tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt
@@ -0,0 +1,23229 @@
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+Zm00001d011845
+Zm00001d024390
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+Zm00001d012131
+Zm00001d047986
+Zm00001d006336
+Zm00001d017868
+Zm00001d037429
+Zm00001d047677
+Zm00001d044714
+Zm00001d044715
+Zm00001d008316
+Zm00001d013920
+Zm00001d042837
+Zm00001d041741
+Zm00001d021104
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+Zm00001d013211
+Zm00001d008788
+Zm00001d034828
+Zm00001d023749
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+Zm00001d022264
+Zm00001d002956
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+Zm00001d002955
+Zm00001d052112
+Zm00001d033965
+Zm00001d008500
+Zm00001d011124
+Zm00001d053228
+Zm00001d026193
+Zm00001d046645
+Zm00001d032420
+Zm00001d045146
+Zm00001d012573
+Zm00001d009772
+Zm00001d027885
+Zm00001d023271
+Zm00001d001916
+Zm00001d023888
+Zm00001d017907
+Zm00001d001790
+Zm00001d043360
+Zm00001d025273
+Zm00001d036468
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From f4e604d41ec3358ea3f56b74e005d7eefa365e7e Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 17:47:39 +0200
Subject: [PATCH 17/83] Update test scenario for maize genome-wide

---
 .gitignore                    |  2 +-
 test.sh                       |  7 +++++++
 tests/data/{ => zma_v4}/.keep |  0
 tests/mini_ac.nf.test         | 12 ++++++------
 4 files changed, 14 insertions(+), 7 deletions(-)
 rename tests/data/{ => zma_v4}/.keep (100%)

diff --git a/.gitignore b/.gitignore
index d9c252e..b566502 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,7 +6,7 @@
 singularity_cache/
 
 # ignore large motif mapping files
-data/**/*motif_mappings*.bed
+*motif_mappings*.bed
 
 # ignore test cache
 .nf-test/
diff --git a/test.sh b/test.sh
index 3160257..a8d83ff 100755
--- a/test.sh
+++ b/test.sh
@@ -8,4 +8,11 @@
 
 module load nextflow
 
+# fetch test motif mappings
+curl -k -o tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed \
+           https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
+
+curl -k -o tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed \
+           https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
+
 ~/nf-test test
diff --git a/tests/data/.keep b/tests/data/zma_v4/.keep
similarity index 100%
rename from tests/data/.keep
rename to tests/data/zma_v4/.keep
diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 23a67d7..5ea580f 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -21,7 +21,7 @@ nextflow_workflow {
                 Shuffle_seed = 42
 
                 //// Hard code data paths
-                MotMapsFile_gw = "${baseDir}/data/zma_v4/zma_v4_genome_wide_motif_mappings.bed"
+                MotMapsFile_gw = "${baseDir}/tests/data/zma_v4/zma_v4_genome_wide_motif_mappings.bed"
                 Non_cod_genome = "${baseDir}/data/zma_v4/zma_v4_noncod_merged.bed"
                 Faix_file = "${baseDir}/data/zma_v4/zma_v4.fasta.fai"
                 Motif_tf_file = "${baseDir}/data/zma_v4/zma_v4_motif_TF_file.txt"
@@ -32,26 +32,26 @@ nextflow_workflow {
                 OBO_file = "${baseDir}/data/ontologies/go.obo"
 
                 //// Output folder
-                OutDir = "${baseDir}/tests/outputs"
+                OutDir = "${baseDir}/tests/outputs/zma_v4/genome_wide"
 
                 //// Required input
-                ACR_dir = "${baseDir}/example/inputs/acr_files/"
+                ACR_dir = "${baseDir}/tests/inputs/zma_v4/acr_files"
 
                 //// Optional input
                 // Differential expression data
                 DE_genes = true
-                DE_genes_dir = "${baseDir}/example/inputs/de_files"
+                DE_genes_dir = "${baseDir}/tests/inputs/zma_v4/de_files"
                 One_DE_set = true
                 // Expression data
                 Filter_set_genes = true
-                Set_genes_dir = "${baseDir}/example/inputs/exp_genes_files"
+                Set_genes_dir = "${baseDir}/tests/inputs/zma_v4/exp_genes_files"
                 One_filtering_set = true
 
                 //// Prediction parameters
                 Bps_intersect = false
 
                 //// Prediction parameters only genome-wide
-                Second_gene_annot = false
+                Second_gene_annot = true
                 Second_gene_dist = 500
             }
             workflow {

From dbc6e574ff761c84e6abc5830cda0898cd51465a Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 18:04:30 +0200
Subject: [PATCH 18/83] Ignore SLURM output and error files

---
 .gitignore | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.gitignore b/.gitignore
index b566502..936ebcb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,3 +13,7 @@ singularity_cache/
 
 # ignore test outputs
 tests/outputs/
+
+# ignore SLURM output and error files
+slurm.*.out
+slurm.*.err

From d5f8f18191183bfead8e90b7efb19df7b2dfdcdb Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 18:04:53 +0200
Subject: [PATCH 19/83] Fix test file paths

---
 .../maize_leaf_expressed_genes.txt                              | 0
 tests/mini_ac.nf.test                                           | 2 +-
 2 files changed, 1 insertion(+), 1 deletion(-)
 rename tests/inputs/zma_v4/{exp_gene_files => exp_genes_files}/maize_leaf_expressed_genes.txt (100%)

diff --git a/tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt b/tests/inputs/zma_v4/exp_genes_files/maize_leaf_expressed_genes.txt
similarity index 100%
rename from tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt
rename to tests/inputs/zma_v4/exp_genes_files/maize_leaf_expressed_genes.txt
diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 5ea580f..7a58b87 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -21,7 +21,7 @@ nextflow_workflow {
                 Shuffle_seed = 42
 
                 //// Hard code data paths
-                MotMapsFile_gw = "${baseDir}/tests/data/zma_v4/zma_v4_genome_wide_motif_mappings.bed"
+                MotMapsFile_gw = "${baseDir}/tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed"
                 Non_cod_genome = "${baseDir}/data/zma_v4/zma_v4_noncod_merged.bed"
                 Faix_file = "${baseDir}/data/zma_v4/zma_v4.fasta.fai"
                 Motif_tf_file = "${baseDir}/data/zma_v4/zma_v4_motif_TF_file.txt"

From 1aec75ae92f2021b3c7a76ccca31c841902cd6a2 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 18:23:24 +0200
Subject: [PATCH 20/83] Fix test input folder names

---
 .../maize_leaf_expressed_genes.txt                                | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename tests/inputs/zma_v4/{exp_genes_files => exp_gene_files}/maize_leaf_expressed_genes.txt (100%)

diff --git a/tests/inputs/zma_v4/exp_genes_files/maize_leaf_expressed_genes.txt b/tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt
similarity index 100%
rename from tests/inputs/zma_v4/exp_genes_files/maize_leaf_expressed_genes.txt
rename to tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt

From 38374662d10fae3d01acc61e4b9e9f8fe09f4329 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 18:25:34 +0200
Subject: [PATCH 21/83] Reduce maize non-conding genome to chr1 for testing

---
 .../data/zma_v4/zma_v4_noncod_merged_chr1.bed | 27638 ++++++++++++++++
 tests/mini_ac.nf.test                         |     2 +-
 2 files changed, 27639 insertions(+), 1 deletion(-)
 create mode 100644 tests/data/zma_v4/zma_v4_noncod_merged_chr1.bed

diff --git a/tests/data/zma_v4/zma_v4_noncod_merged_chr1.bed b/tests/data/zma_v4/zma_v4_noncod_merged_chr1.bed
new file mode 100644
index 0000000..f9dd336
--- /dev/null
+++ b/tests/data/zma_v4/zma_v4_noncod_merged_chr1.bed
@@ -0,0 +1,27638 @@
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diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 7a58b87..77923a9 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -22,7 +22,7 @@ nextflow_workflow {
 
                 //// Hard code data paths
                 MotMapsFile_gw = "${baseDir}/tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed"
-                Non_cod_genome = "${baseDir}/data/zma_v4/zma_v4_noncod_merged.bed"
+                Non_cod_genome = "${baseDir}/tests/data/zma_v4/zma_v4_noncod_merged_chr1.bed"
                 Faix_file = "${baseDir}/data/zma_v4/zma_v4.fasta.fai"
                 Motif_tf_file = "${baseDir}/data/zma_v4/zma_v4_motif_TF_file.txt"
                 Genes_coords = "${baseDir}/data/zma_v4/zma_v4_genes_coords_sorted.bed"

From 7d146f5b8afd67a4d608c556b87b1dbd5ff59d86 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 18:30:46 +0200
Subject: [PATCH 22/83] Reduce promotor maize promotor coordinates files to
 chr1 for testing

---
 tests/data/zma_v4/.keep                       |     0
 ..._v4_promoter_5kbup_1kbdown_sorted_chr1.bed | 34223 ++++++++++++++++
 2 files changed, 34223 insertions(+)
 delete mode 100644 tests/data/zma_v4/.keep
 create mode 100644 tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed

diff --git a/tests/data/zma_v4/.keep b/tests/data/zma_v4/.keep
deleted file mode 100644
index e69de29..0000000
diff --git a/tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed b/tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed
new file mode 100644
index 0000000..3408154
--- /dev/null
+++ b/tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed
@@ -0,0 +1,34223 @@
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+1	306168263	306168381	Zm00001d034940
+1	306168485	306168610	Zm00001d034940
+1	306168776	306168864	Zm00001d034940
+1	306168993	306169507	Zm00001d034940
+1	306169614	306169709	Zm00001d034940
+1	306170042	306170162	Zm00001d034940
+1	306170453	306170558	Zm00001d034940
+1	306170642	306170851	Zm00001d034940
+1	306170985	306171602	Zm00001d034940
+1	306171830	306171944	Zm00001d034940
+1	306172116	306172235	Zm00001d034940
+1	306172517	306172593	Zm00001d034940
+1	306172863	306173863	Zm00001d034940
+1	306273863	306278863	Zm00001d034941
+1	306278962	306279081	Zm00001d034941
+1	306279177	306279261	Zm00001d034941
+1	306279365	306279503	Zm00001d034941
+1	306279748	306279826	Zm00001d034941
+1	306279949	306280032	Zm00001d034941
+1	306280121	306280219	Zm00001d034941
+1	306280325	306280434	Zm00001d034941
+1	306280532	306287390	Zm00001d034941
+1	306287588	306288588	Zm00001d034941
+1	306302449	306303449	Zm00001d034942
+1	306304106	306309106	Zm00001d034942
+1	306345945	306350945	Zm00001d034943
+1	306351141	306351234	Zm00001d034943
+1	306351242	306352242	Zm00001d034943
+1	306352141	306357141	Zm00001d034944
+1	306357771	306357850	Zm00001d034944
+1	306358306	306359306	Zm00001d034944
+1	306361054	306367570	Zm00001d034945
+1	306412786	306417786	Zm00001d034946
+1	306412786	306417786	Zm00001d034947
+1	306418293	306419293	Zm00001d034946
+1	306418293	306419293	Zm00001d034947
+1	306472606	306477606	Zm00001d034948
+1	306477729	306488367	Zm00001d034948
+1	306488456	306488550	Zm00001d034948
+1	306488686	306488798	Zm00001d034948
+1	306488873	306489049	Zm00001d034948
+1	306489171	306489259	Zm00001d034948
+1	306489335	306489749	Zm00001d034948
+1	306489809	306489911	Zm00001d034948
+1	306490040	306490833	Zm00001d034948
+1	306490040	306490833	Zm00001d034949
+1	306490940	306491070	Zm00001d034949
+1	306491164	306497358	Zm00001d034949
+1	306497432	306499057	Zm00001d034949
+1	306499106	306501785	Zm00001d034949
+1	306501953	306502032	Zm00001d034949
+1	306502110	306502614	Zm00001d034949
+1	306502791	306505091	Zm00001d034949
+1	306502791	306505091	Zm00001d034950
+1	306505289	306506091	Zm00001d034950
+1	306506718	306507718	Zm00001d034950
+1	306506718	306507952	Zm00001d034951
+1	306508014	306511913	Zm00001d034951
+1	306512169	306513169	Zm00001d034951
+1	306555125	306556125	Zm00001d034953
+1	306556740	306561740	Zm00001d034953
+1	306610487	306615487	Zm00001d034954
+1	306615724	306615817	Zm00001d034954
+1	306615922	306616480	Zm00001d034954
+1	306616542	306616625	Zm00001d034954
+1	306616709	306616800	Zm00001d034954
+1	306616832	306616948	Zm00001d034954
+1	306617030	306617597	Zm00001d034954
+1	306617829	306618537	Zm00001d034954
+1	306618765	306618830	Zm00001d034954
+1	306619123	306619224	Zm00001d034954
+1	306619591	306620591	Zm00001d034954
+1	306759629	306760629	Zm00001d034956
+1	306760763	306764988	Zm00001d034956
+1	306765061	306770061	Zm00001d034956
+1	306769165	306770165	Zm00001d034957
+1	306770379	306776982	Zm00001d034957
+1	306777091	306780812	Zm00001d034957
+1	306780884	306781111	Zm00001d034957
+1	306781219	306781624	Zm00001d034957
+1	306781700	306781790	Zm00001d034957
+1	306782033	306782159	Zm00001d034957
+1	306782270	306787270	Zm00001d034957
+1	306876738	306881738	Zm00001d034961
+1	306881796	306886178	Zm00001d034961
+1	306886241	306887283	Zm00001d034961
+1	306887346	306888479	Zm00001d034961
+1	306888678	306888755	Zm00001d034961
+1	306888864	306888941	Zm00001d034961
+1	306889031	306890031	Zm00001d034961
+1	306901742	306902742	Zm00001d034962
+1	306903420	306907529	Zm00001d034962
+1	306907964	306908142	Zm00001d034962
+1	306909120	306910028	Zm00001d034962
+1	306910186	306910511	Zm00001d034962
+1	306910605	306911172	Zm00001d034962
+1	306911286	306911391	Zm00001d034962
+1	306911583	306911689	Zm00001d034962
+1	306911771	306911856	Zm00001d034962
+1	306912048	306920594	Zm00001d034962
+1	306920642	306920776	Zm00001d034962
+1	306921351	306926351	Zm00001d034962

From d0e072e694026af22984a9b697172383def9ab7d Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 18:38:50 +0200
Subject: [PATCH 23/83] Download test motif mapping files only if not already
 present

---
 test.sh | 16 +++++++++++-----
 1 file changed, 11 insertions(+), 5 deletions(-)

diff --git a/test.sh b/test.sh
index a8d83ff..52236f1 100755
--- a/test.sh
+++ b/test.sh
@@ -8,11 +8,17 @@
 
 module load nextflow
 
-# fetch test motif mappings
-curl -k -o tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed \
-           https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
+# fetch test motif mappings (if not already present)
+genome_wide_motif_mapping=tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed
+locus_based_motif_mapping=tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
 
-curl -k -o tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed \
-           https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
+if [ ! -f "$genome_wide_motif_mapping" ]; then
+  curl -k -o $genome_wide_motif_mapping https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
+fi
 
+if [ ! -f "$locus_based_motif_mapping" ]; then
+  curl -k -o $locus_based_motif_mapping https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
+fi
+
+# run MINI-AC test pipeline
 ~/nf-test test

From 248778a5bba0937ead4244a7a6ad1f7ea17228f7 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 18:40:01 +0200
Subject: [PATCH 24/83] Rename variables to clarify it's maize

---
 test.sh | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/test.sh b/test.sh
index 52236f1..0a15ac2 100755
--- a/test.sh
+++ b/test.sh
@@ -8,16 +8,16 @@
 
 module load nextflow
 
-# fetch test motif mappings (if not already present)
-genome_wide_motif_mapping=tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed
-locus_based_motif_mapping=tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
+# fetch zma_v4 test motif mappings (if not already present)
+zma_v4_genome_wide_motif_mapping=tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed
+zma_v4_locus_based_motif_mapping=tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
 
-if [ ! -f "$genome_wide_motif_mapping" ]; then
-  curl -k -o $genome_wide_motif_mapping https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
+if [ ! -f "$zma_v4_genome_wide_motif_mapping" ]; then
+  curl -k -o $zma_v4_genome_wide_motif_mapping https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
 fi
 
-if [ ! -f "$locus_based_motif_mapping" ]; then
-  curl -k -o $locus_based_motif_mapping https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
+if [ ! -f "$zma_v4_locus_based_motif_mapping" ]; then
+  curl -k -o $zma_v4_locus_based_motif_mapping https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
 fi
 
 # run MINI-AC test pipeline

From ad716fe70d0cfbfbd316ccd695f1cce5788e90d1 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 18:44:53 +0200
Subject: [PATCH 25/83] Install nf-test only once

---
 .gitignore | 3 +++
 test.sh    | 7 ++++++-
 2 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 936ebcb..c612040 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,6 +8,9 @@ singularity_cache/
 # ignore large motif mapping files
 *motif_mappings*.bed
 
+# ignore nf-test executable
+nf-test
+
 # ignore test cache
 .nf-test/
 
diff --git a/test.sh b/test.sh
index 0a15ac2..94f1c9b 100755
--- a/test.sh
+++ b/test.sh
@@ -20,5 +20,10 @@ if [ ! -f "$zma_v4_locus_based_motif_mapping" ]; then
   curl -k -o $zma_v4_locus_based_motif_mapping https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
 fi
 
+# install nf-test locally (if not already present)
+if [ ! -f "nf-test" ]; then
+  wget -qO- https://code.askimed.com/install/nf-test | bash
+fi
+
 # run MINI-AC test pipeline
-~/nf-test test
+./nf-test test

From f34cac45dc71ae41adbd37053f0fd1f027457a96 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Mon, 25 Sep 2023 18:48:35 +0200
Subject: [PATCH 26/83] Fix maize test folder names

---
 .../maize_leaf_expressed_genes.txt                                | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename tests/inputs/zma_v4/{exp_gene_files => exp_genes_files}/maize_leaf_expressed_genes.txt (100%)

diff --git a/tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt b/tests/inputs/zma_v4/exp_genes_files/maize_leaf_expressed_genes.txt
similarity index 100%
rename from tests/inputs/zma_v4/exp_gene_files/maize_leaf_expressed_genes.txt
rename to tests/inputs/zma_v4/exp_genes_files/maize_leaf_expressed_genes.txt

From 685236c02a9974b564bbe460c751c18b5217f29c Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 09:37:56 +0200
Subject: [PATCH 27/83] Output CSV instead of Excel in test runs

---
 bin/getGO_xlsx_gw.py            | 11 +++++++++--
 bin/getGO_xlsx_lb.py            | 11 +++++++++--
 bin/getMotifCentricOutput_gw.py | 11 +++++++++--
 bin/getMotifCentricOutput_lb.py | 11 +++++++++--
 bin/getTFCentricOutput_gw.py    | 12 ++++++++++--
 bin/getTFCentricOutput_lb.py    | 11 +++++++++--
 mini_ac.nf                      |  1 +
 tests/mini_ac.nf.test           |  3 +++
 workflows/miniac_gw.nf          | 12 ++++++++----
 workflows/miniac_lb.nf          | 14 +++++++++-----
 10 files changed, 76 insertions(+), 21 deletions(-)

diff --git a/bin/getGO_xlsx_gw.py b/bin/getGO_xlsx_gw.py
index 6722864..8487a52 100755
--- a/bin/getGO_xlsx_gw.py
+++ b/bin/getGO_xlsx_gw.py
@@ -34,6 +34,9 @@ def parseArgs():
     parser.add_argument('-ex', '--expressed_genes_file', nargs = 1, type = str,
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
+    
+    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
+                        metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
@@ -49,6 +52,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -130,5 +134,8 @@ def parseArgs():
 
 ### Writing output file ###
 
-with pd.ExcelWriter(output_file) as writer:
-    go_df.to_excel(writer, index = False)
\ No newline at end of file
+if (csv_output):
+    go_df.to_csv(output_file, index = False)
+else:
+    with pd.ExcelWriter(output_file) as writer:
+        go_df.to_excel(writer, index = False)
diff --git a/bin/getGO_xlsx_lb.py b/bin/getGO_xlsx_lb.py
index 6722864..8487a52 100755
--- a/bin/getGO_xlsx_lb.py
+++ b/bin/getGO_xlsx_lb.py
@@ -34,6 +34,9 @@ def parseArgs():
     parser.add_argument('-ex', '--expressed_genes_file', nargs = 1, type = str,
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
+    
+    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
+                        metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
@@ -49,6 +52,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -130,5 +134,8 @@ def parseArgs():
 
 ### Writing output file ###
 
-with pd.ExcelWriter(output_file) as writer:
-    go_df.to_excel(writer, index = False)
\ No newline at end of file
+if (csv_output):
+    go_df.to_csv(output_file, index = False)
+else:
+    with pd.ExcelWriter(output_file) as writer:
+        go_df.to_excel(writer, index = False)
diff --git a/bin/getMotifCentricOutput_gw.py b/bin/getMotifCentricOutput_gw.py
index ba85774..4f23a0a 100755
--- a/bin/getMotifCentricOutput_gw.py
+++ b/bin/getMotifCentricOutput_gw.py
@@ -44,6 +44,9 @@ def parseArgs():
     parser.add_argument('-ex', '--expressed_genes_file', nargs = 1, type = str,
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
+    
+    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
+                        metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
@@ -61,6 +64,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -146,5 +150,8 @@ def parseArgs():
 
 ### Writing output file ###
 
-with pd.ExcelWriter(output_file) as writer:
-    enr_stats.to_excel(writer, index = False)
\ No newline at end of file
+if (csv_output):
+    enr_stats.to_csv(output_file, index = False)
+else:
+    with pd.ExcelWriter(output_file) as writer:
+        enr_stats.to_excel(writer, index = False)
diff --git a/bin/getMotifCentricOutput_lb.py b/bin/getMotifCentricOutput_lb.py
index 33477b8..b38c595 100755
--- a/bin/getMotifCentricOutput_lb.py
+++ b/bin/getMotifCentricOutput_lb.py
@@ -44,6 +44,9 @@ def parseArgs():
     parser.add_argument('-ex', '--expressed_genes_file', nargs = 1, type = str,
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
+    
+    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
+                        metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
@@ -61,6 +64,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -146,5 +150,8 @@ def parseArgs():
 
 ### Writing output file ###
 
-with pd.ExcelWriter(output_file) as writer:
-    enr_stats.to_excel(writer, index = False)
\ No newline at end of file
+if (csv_output):
+    enr_stats.to_csv(output_file, index = False)
+else:
+    with pd.ExcelWriter(output_file) as writer:
+        enr_stats.to_excel(writer, index = False)
diff --git a/bin/getTFCentricOutput_gw.py b/bin/getTFCentricOutput_gw.py
index d905cd4..bfa6ba5 100755
--- a/bin/getTFCentricOutput_gw.py
+++ b/bin/getTFCentricOutput_gw.py
@@ -52,6 +52,9 @@ def parseArgs():
     parser.add_argument('-ex', '--expressed_genes_file', nargs = 1, type = str,
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
+    
+    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
+                        metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
@@ -71,6 +74,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -261,5 +265,9 @@ def parseArgs():
 
 ### Writing output file ###
 
-with pd.ExcelWriter(output_file) as writer:
-    enr_stats.to_excel(writer, index = False)
\ No newline at end of file
+if (csv_output):
+    enr_stats.to_csv(output_file, index = False)
+else:
+    with pd.ExcelWriter(output_file) as writer:
+        enr_stats.to_excel(writer, index = False)
+        
\ No newline at end of file
diff --git a/bin/getTFCentricOutput_lb.py b/bin/getTFCentricOutput_lb.py
index b3d5ca6..218aa79 100755
--- a/bin/getTFCentricOutput_lb.py
+++ b/bin/getTFCentricOutput_lb.py
@@ -52,6 +52,9 @@ def parseArgs():
     parser.add_argument('-ex', '--expressed_genes_file', nargs = 1, type = str,
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
+    
+    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
+                        metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
@@ -71,6 +74,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -261,5 +265,8 @@ def parseArgs():
 
 ### Writing output file ###
 
-with pd.ExcelWriter(output_file) as writer:
-    enr_stats.to_excel(writer, index = False)
\ No newline at end of file
+if (csv_output):
+    enr_stats.to_csv(output_file, index = False)
+else:
+    with pd.ExcelWriter(output_file) as writer:
+        enr_stats.to_excel(writer, index = False)
diff --git a/mini_ac.nf b/mini_ac.nf
index da6200d..f496a01 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -8,6 +8,7 @@ workflow MINIAC {
     params.OBO_file = "$projectDir/data/ontologies/go.obo"
     params.Shuffle_count = 1000
     params.Shuffle_seed = null
+    params.Csv_output = false
 
     if (params.mode == "genome_wide" && params.species == "maize_v4") {
 
diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 77923a9..122b7f3 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -34,6 +34,9 @@ nextflow_workflow {
                 //// Output folder
                 OutDir = "${baseDir}/tests/outputs/zma_v4/genome_wide"
 
+                //// Output CSV instead of Excel for automated output comparison
+                Csv_output = true
+
                 //// Required input
                 ACR_dir = "${baseDir}/tests/inputs/zma_v4/acr_files"
 
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index 8594477..f6c4bd8 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -237,6 +237,7 @@ process getIntegrativeOutputs {
    path script_go
    path script_net
    val outDir
+   val csvOutput            // set to true for CSV instead of Excel output
 
 
    output:
@@ -250,13 +251,14 @@ process getIntegrativeOutputs {
    script:
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
+   csv_output_flag = csvOutput ? '-csv' : ''
 
    """
-   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table
+   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
 
-   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.xlsx $de_genes_table $exp_genes_table
+   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
 
-   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.xlsx $de_genes_table $exp_genes_table
+   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.xlsx $de_genes_table $exp_genes_table $csv_output_flag
 
    OMP_NUM_THREADS=1 python3 $script_net $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_functional_network.txt ${acr_file_name}_node_attributes.txt $de_genes_table $exp_genes_table
 
@@ -289,6 +291,7 @@ workflow genome_wide_miniac {
     Genes_metadata
     Shuffle_count
     Shuffle_seed
+    Csv_output
 
     main:
     
@@ -432,6 +435,7 @@ workflow genome_wide_miniac {
     script_go_file = "${projectDir}/bin/getGO_xlsx_gw.py"
     script_net_files = "${projectDir}/bin/getNetVisualizationOutput_gw.py"
 
-    getIntegrativeOutputs(int_input, Motif_tf_file, TF_fam_file, Genes_metadata, P_val, Filter_set_genes, DE_genes, script_tf_file, script_motif_file, script_go_file, script_net_files, OutDir)
+    getIntegrativeOutputs(int_input, Motif_tf_file, TF_fam_file, Genes_metadata, P_val, Filter_set_genes, DE_genes,
+                          script_tf_file, script_motif_file, script_go_file, script_net_files, OutDir, Csv_output)
 
         }
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 97f0a95..8e8850c 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -237,7 +237,8 @@ process getIntegrativeOutputs {
    path script_go
    path script_net
    val outDir
-
+   val csvOutput            // set to true for CSV instead of Excel output
+   
 
    output:
    path "${acr_file_name}_TF_centric.xlsx"
@@ -250,13 +251,14 @@ process getIntegrativeOutputs {
    script:
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
+   csv_output_flag = csvOutput ? '-csv' : ''
 
    """
-   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table
+   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
 
-   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.xlsx $de_genes_table $exp_genes_table
+   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
 
-   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.xlsx $de_genes_table $exp_genes_table
+   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.xlsx $de_genes_table $exp_genes_table $csv_output_flag
 
    OMP_NUM_THREADS=1 python3 $script_net $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_functional_network.txt ${acr_file_name}_node_attributes.txt $de_genes_table $exp_genes_table
 
@@ -287,6 +289,7 @@ workflow locus_based_miniac {
     Genes_metadata
     Shuffle_count
     Shuffle_seed
+    Csv_output
 
     main:
 
@@ -430,6 +433,7 @@ workflow locus_based_miniac {
     script_go_file = "${projectDir}/bin/getGO_xlsx_lb.py"
     script_net_files = "${projectDir}/bin/getNetVisualizationOutput_lb.py"
 
-    getIntegrativeOutputs(int_input, Motif_tf_file, TF_fam_file, Genes_metadata, P_val, Filter_set_genes, DE_genes, script_tf_file, script_motif_file, script_go_file, script_net_files, OutDir)
+    getIntegrativeOutputs(int_input, Motif_tf_file, TF_fam_file, Genes_metadata, P_val, Filter_set_genes, DE_genes,
+                          script_tf_file, script_motif_file, script_go_file, script_net_files, OutDir, Csv_output)
 
 }

From d5bbab8e377e30eabb56e1caeeb0d62472357c71 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 09:41:50 +0200
Subject: [PATCH 28/83] Fix csv flag not passed from main workflow

---
 mini_ac.nf | 18 ++++++++++++------
 1 file changed, 12 insertions(+), 6 deletions(-)

diff --git a/mini_ac.nf b/mini_ac.nf
index f496a01..6d9941f 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -26,7 +26,8 @@ workflow MINIAC {
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw,
             params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
-            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
+            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed,
+            params.Csv_output)
     }
 
     else if (params.mode == "genome_wide" && params.species == "maize_v5") {
@@ -45,7 +46,8 @@ workflow MINIAC {
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw,
             params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
-            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
+            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed,
+            params.Csv_output)
     }
 
     else if (params.mode == "genome_wide" && params.species == "arabidopsis") {
@@ -64,7 +66,8 @@ workflow MINIAC {
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile_gw,
             params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
-            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
+            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed,
+            params.Csv_output)
 
     }
 
@@ -82,7 +85,8 @@ workflow MINIAC {
         locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
-            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
+            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed,
+            params.Csv_output)
 
     }
 
@@ -100,7 +104,8 @@ workflow MINIAC {
         locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
-            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
+            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed,
+            params.Csv_output)
 
     }
 
@@ -118,7 +123,8 @@ workflow MINIAC {
         locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.MotMapsFile_lb, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
-            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed)
+            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed,
+            params.Csv_output)
     }
 
     else {

From 4458601f401b621645969298f8a112329ede1f3e Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 10:12:52 +0200
Subject: [PATCH 29/83] Fix -csv bool flag in python scripts

---
 bin/getGO_xlsx_gw.py            | 3 +--
 bin/getGO_xlsx_lb.py            | 3 +--
 bin/getMotifCentricOutput_gw.py | 3 +--
 bin/getMotifCentricOutput_lb.py | 3 +--
 bin/getTFCentricOutput_gw.py    | 5 ++---
 bin/getTFCentricOutput_lb.py    | 3 +--
 6 files changed, 7 insertions(+), 13 deletions(-)

diff --git a/bin/getGO_xlsx_gw.py b/bin/getGO_xlsx_gw.py
index 8487a52..e3eae99 100755
--- a/bin/getGO_xlsx_gw.py
+++ b/bin/getGO_xlsx_gw.py
@@ -35,8 +35,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
-                        metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
diff --git a/bin/getGO_xlsx_lb.py b/bin/getGO_xlsx_lb.py
index 8487a52..e3eae99 100755
--- a/bin/getGO_xlsx_lb.py
+++ b/bin/getGO_xlsx_lb.py
@@ -35,8 +35,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
-                        metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
diff --git a/bin/getMotifCentricOutput_gw.py b/bin/getMotifCentricOutput_gw.py
index 4f23a0a..10c5c7a 100755
--- a/bin/getMotifCentricOutput_gw.py
+++ b/bin/getMotifCentricOutput_gw.py
@@ -45,8 +45,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
-                        metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
diff --git a/bin/getMotifCentricOutput_lb.py b/bin/getMotifCentricOutput_lb.py
index b38c595..6fd6482 100755
--- a/bin/getMotifCentricOutput_lb.py
+++ b/bin/getMotifCentricOutput_lb.py
@@ -45,8 +45,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
-                        metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
diff --git a/bin/getTFCentricOutput_gw.py b/bin/getTFCentricOutput_gw.py
index bfa6ba5..c60e275 100755
--- a/bin/getTFCentricOutput_gw.py
+++ b/bin/getTFCentricOutput_gw.py
@@ -52,9 +52,8 @@ def parseArgs():
     parser.add_argument('-ex', '--expressed_genes_file', nargs = 1, type = str,
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
-    
-    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
-                        metavar = 'Output CSV files instead of Excel files')
+
+    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 
diff --git a/bin/getTFCentricOutput_lb.py b/bin/getTFCentricOutput_lb.py
index 218aa79..ebc1cd0 100755
--- a/bin/getTFCentricOutput_lb.py
+++ b/bin/getTFCentricOutput_lb.py
@@ -53,8 +53,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action=argparse.BooleanOptionalAction,
-                        metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
 
     args = parser.parse_args()
 

From 71e69762794d3e0a908adc85e3b3eb931ccdef02 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 10:34:15 +0200
Subject: [PATCH 30/83] Remove metavar from csv flag

---
 bin/getGO_xlsx_gw.py            | 2 +-
 bin/getGO_xlsx_lb.py            | 2 +-
 bin/getMotifCentricOutput_gw.py | 2 +-
 bin/getMotifCentricOutput_lb.py | 2 +-
 bin/getTFCentricOutput_gw.py    | 2 +-
 bin/getTFCentricOutput_lb.py    | 2 +-
 6 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/bin/getGO_xlsx_gw.py b/bin/getGO_xlsx_gw.py
index e3eae99..37a38e5 100755
--- a/bin/getGO_xlsx_gw.py
+++ b/bin/getGO_xlsx_gw.py
@@ -35,7 +35,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true")
 
     args = parser.parse_args()
 
diff --git a/bin/getGO_xlsx_lb.py b/bin/getGO_xlsx_lb.py
index e3eae99..37a38e5 100755
--- a/bin/getGO_xlsx_lb.py
+++ b/bin/getGO_xlsx_lb.py
@@ -35,7 +35,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true")
 
     args = parser.parse_args()
 
diff --git a/bin/getMotifCentricOutput_gw.py b/bin/getMotifCentricOutput_gw.py
index 10c5c7a..1b387e0 100755
--- a/bin/getMotifCentricOutput_gw.py
+++ b/bin/getMotifCentricOutput_gw.py
@@ -45,7 +45,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true")
 
     args = parser.parse_args()
 
diff --git a/bin/getMotifCentricOutput_lb.py b/bin/getMotifCentricOutput_lb.py
index 6fd6482..57a3422 100755
--- a/bin/getMotifCentricOutput_lb.py
+++ b/bin/getMotifCentricOutput_lb.py
@@ -45,7 +45,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true")
 
     args = parser.parse_args()
 
diff --git a/bin/getTFCentricOutput_gw.py b/bin/getTFCentricOutput_gw.py
index c60e275..6f3ef12 100755
--- a/bin/getTFCentricOutput_gw.py
+++ b/bin/getTFCentricOutput_gw.py
@@ -53,7 +53,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
 
-    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true")
 
     args = parser.parse_args()
 
diff --git a/bin/getTFCentricOutput_lb.py b/bin/getTFCentricOutput_lb.py
index ebc1cd0..50ebd30 100755
--- a/bin/getTFCentricOutput_lb.py
+++ b/bin/getTFCentricOutput_lb.py
@@ -53,7 +53,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true", metavar = 'Output CSV files instead of Excel files')
+    parser.add_argument('-csv', action="store_true")
 
     args = parser.parse_args()
 

From 14a4f6f7d3241674c7cf1333670054ef4d5a384f Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 10:44:09 +0200
Subject: [PATCH 31/83] Get rid of non-working boolean flag

---
 bin/getGO_xlsx_gw.py            | 10 ++++++----
 bin/getGO_xlsx_lb.py            | 10 ++++++----
 bin/getMotifCentricOutput_gw.py |  8 +++++---
 bin/getMotifCentricOutput_lb.py |  8 +++++---
 bin/getTFCentricOutput_gw.py    |  8 +++++---
 bin/getTFCentricOutput_lb.py    | 10 ++++++----
 workflows/miniac_gw.nf          |  2 +-
 workflows/miniac_lb.nf          |  2 +-
 8 files changed, 35 insertions(+), 23 deletions(-)

diff --git a/bin/getGO_xlsx_gw.py b/bin/getGO_xlsx_gw.py
index 37a38e5..15aecf4 100755
--- a/bin/getGO_xlsx_gw.py
+++ b/bin/getGO_xlsx_gw.py
@@ -35,8 +35,10 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
-
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
+    
     args = parser.parse_args()
 
     return args
@@ -51,7 +53,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -133,7 +135,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     go_df.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getGO_xlsx_lb.py b/bin/getGO_xlsx_lb.py
index 37a38e5..15aecf4 100755
--- a/bin/getGO_xlsx_lb.py
+++ b/bin/getGO_xlsx_lb.py
@@ -35,8 +35,10 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
-
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
+    
     args = parser.parse_args()
 
     return args
@@ -51,7 +53,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -133,7 +135,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     go_df.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getMotifCentricOutput_gw.py b/bin/getMotifCentricOutput_gw.py
index 1b387e0..a43584b 100755
--- a/bin/getMotifCentricOutput_gw.py
+++ b/bin/getMotifCentricOutput_gw.py
@@ -45,7 +45,9 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
 
     args = parser.parse_args()
 
@@ -63,7 +65,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -149,7 +151,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getMotifCentricOutput_lb.py b/bin/getMotifCentricOutput_lb.py
index 57a3422..a647ca7 100755
--- a/bin/getMotifCentricOutput_lb.py
+++ b/bin/getMotifCentricOutput_lb.py
@@ -45,7 +45,9 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
 
     args = parser.parse_args()
 
@@ -63,7 +65,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -149,7 +151,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getTFCentricOutput_gw.py b/bin/getTFCentricOutput_gw.py
index 6f3ef12..bae6bf4 100755
--- a/bin/getTFCentricOutput_gw.py
+++ b/bin/getTFCentricOutput_gw.py
@@ -53,7 +53,9 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
 
-    parser.add_argument('-csv', action="store_true")
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
 
     args = parser.parse_args()
 
@@ -73,7 +75,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -264,7 +266,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getTFCentricOutput_lb.py b/bin/getTFCentricOutput_lb.py
index 50ebd30..43b1cfd 100755
--- a/bin/getTFCentricOutput_lb.py
+++ b/bin/getTFCentricOutput_lb.py
@@ -53,8 +53,10 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
-
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
+    
     args = parser.parse_args()
 
     return args
@@ -73,7 +75,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -264,7 +266,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index f6c4bd8..57c7c12 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -251,7 +251,7 @@ process getIntegrativeOutputs {
    script:
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
-   csv_output_flag = csvOutput ? '-csv' : ''
+   csv_output_flag = csvOutput ? '-out csv' : ''
 
    """
    OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 8e8850c..0a22901 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -251,7 +251,7 @@ process getIntegrativeOutputs {
    script:
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
-   csv_output_flag = csvOutput ? '-csv' : ''
+   csv_output_flag = csvOutput ? '-out csv' : ''
 
    """
    OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag

From 42e3beab137facd05e34b38b99ca96f5943793a3 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 11:01:41 +0200
Subject: [PATCH 32/83] Revert "Get rid of non-working boolean flag"

This reverts commit 14a4f6f7d3241674c7cf1333670054ef4d5a384f.
---
 bin/getGO_xlsx_gw.py            | 10 ++++------
 bin/getGO_xlsx_lb.py            | 10 ++++------
 bin/getMotifCentricOutput_gw.py |  8 +++-----
 bin/getMotifCentricOutput_lb.py |  8 +++-----
 bin/getTFCentricOutput_gw.py    |  8 +++-----
 bin/getTFCentricOutput_lb.py    | 10 ++++------
 workflows/miniac_gw.nf          |  2 +-
 workflows/miniac_lb.nf          |  2 +-
 8 files changed, 23 insertions(+), 35 deletions(-)

diff --git a/bin/getGO_xlsx_gw.py b/bin/getGO_xlsx_gw.py
index 15aecf4..37a38e5 100755
--- a/bin/getGO_xlsx_gw.py
+++ b/bin/getGO_xlsx_gw.py
@@ -35,10 +35,8 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
-    
+    parser.add_argument('-csv', action="store_true")
+
     args = parser.parse_args()
 
     return args
@@ -53,7 +51,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -135,7 +133,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (csv_output):
     go_df.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getGO_xlsx_lb.py b/bin/getGO_xlsx_lb.py
index 15aecf4..37a38e5 100755
--- a/bin/getGO_xlsx_lb.py
+++ b/bin/getGO_xlsx_lb.py
@@ -35,10 +35,8 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
-    
+    parser.add_argument('-csv', action="store_true")
+
     args = parser.parse_args()
 
     return args
@@ -53,7 +51,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -135,7 +133,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (csv_output):
     go_df.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getMotifCentricOutput_gw.py b/bin/getMotifCentricOutput_gw.py
index a43584b..1b387e0 100755
--- a/bin/getMotifCentricOutput_gw.py
+++ b/bin/getMotifCentricOutput_gw.py
@@ -45,9 +45,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
+    parser.add_argument('-csv', action="store_true")
 
     args = parser.parse_args()
 
@@ -65,7 +63,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -151,7 +149,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (csv_output):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getMotifCentricOutput_lb.py b/bin/getMotifCentricOutput_lb.py
index a647ca7..57a3422 100755
--- a/bin/getMotifCentricOutput_lb.py
+++ b/bin/getMotifCentricOutput_lb.py
@@ -45,9 +45,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
+    parser.add_argument('-csv', action="store_true")
 
     args = parser.parse_args()
 
@@ -65,7 +63,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -151,7 +149,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (csv_output):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getTFCentricOutput_gw.py b/bin/getTFCentricOutput_gw.py
index bae6bf4..6f3ef12 100755
--- a/bin/getTFCentricOutput_gw.py
+++ b/bin/getTFCentricOutput_gw.py
@@ -53,9 +53,7 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
 
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
+    parser.add_argument('-csv', action="store_true")
 
     args = parser.parse_args()
 
@@ -75,7 +73,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -266,7 +264,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (csv_output):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getTFCentricOutput_lb.py b/bin/getTFCentricOutput_lb.py
index 43b1cfd..50ebd30 100755
--- a/bin/getTFCentricOutput_lb.py
+++ b/bin/getTFCentricOutput_lb.py
@@ -53,10 +53,8 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
-    
+    parser.add_argument('-csv', action="store_true")
+
     args = parser.parse_args()
 
     return args
@@ -75,7 +73,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
+csv_output = args.csv
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -266,7 +264,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (csv_output):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index 57c7c12..f6c4bd8 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -251,7 +251,7 @@ process getIntegrativeOutputs {
    script:
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
-   csv_output_flag = csvOutput ? '-out csv' : ''
+   csv_output_flag = csvOutput ? '-csv' : ''
 
    """
    OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 0a22901..8e8850c 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -251,7 +251,7 @@ process getIntegrativeOutputs {
    script:
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
-   csv_output_flag = csvOutput ? '-out csv' : ''
+   csv_output_flag = csvOutput ? '-csv' : ''
 
    """
    OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag

From b1c0f9a4c577a617508eae3a6c126dac4fee5a78 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 11:08:22 +0200
Subject: [PATCH 33/83] Use .csv extension for writing csv files

---
 workflows/miniac_gw.nf | 13 +++++++------
 workflows/miniac_lb.nf | 13 +++++++------
 2 files changed, 14 insertions(+), 12 deletions(-)

diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index f6c4bd8..58c387d 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -241,9 +241,9 @@ process getIntegrativeOutputs {
 
 
    output:
-   path "${acr_file_name}_TF_centric.xlsx"
-   path "${acr_file_name}_motif_centric.xlsx"
-   path "${acr_file_name}_GO_enrichment.xlsx"
+   path "${acr_file_name}_TF_centric.(xlsx|csv)"
+   path "${acr_file_name}_motif_centric.(xlsx|csv)"
+   path "${acr_file_name}_GO_enrichment.(xlsx|csv)"
    path "${acr_file_name}_functional_network.txt"
    path "${acr_file_name}_node_attributes.txt"
 
@@ -252,13 +252,14 @@ process getIntegrativeOutputs {
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
    csv_output_flag = csvOutput ? '-csv' : ''
+   output_extension = csvOutput ? 'csv' : 'xlsx'
 
    """
-   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
 
-   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
 
-   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.xlsx $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
 
    OMP_NUM_THREADS=1 python3 $script_net $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_functional_network.txt ${acr_file_name}_node_attributes.txt $de_genes_table $exp_genes_table
 
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 8e8850c..178b97c 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -241,9 +241,9 @@ process getIntegrativeOutputs {
    
 
    output:
-   path "${acr_file_name}_TF_centric.xlsx"
-   path "${acr_file_name}_motif_centric.xlsx"
-   path "${acr_file_name}_GO_enrichment.xlsx"
+   path "${acr_file_name}_TF_centric.(xlsx|csv)"
+   path "${acr_file_name}_motif_centric.(xlsx|csv)"
+   path "${acr_file_name}_GO_enrichment.(xlsx|csv)"
    path "${acr_file_name}_functional_network.txt"
    path "${acr_file_name}_node_attributes.txt"
 
@@ -252,13 +252,14 @@ process getIntegrativeOutputs {
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
    csv_output_flag = csvOutput ? '-csv' : ''
+   output_extension = csvOutput ? 'csv' : 'xlsx'
 
    """
-   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
 
-   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.xlsx $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
 
-   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.xlsx $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
 
    OMP_NUM_THREADS=1 python3 $script_net $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_functional_network.txt ${acr_file_name}_node_attributes.txt $de_genes_table $exp_genes_table
 

From c81c0abf1f8086cddaf035e0d6120155bd4af2b1 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 11:17:15 +0200
Subject: [PATCH 34/83] Revert "Revert "Get rid of non-working boolean flag""

This reverts commit 42e3beab137facd05e34b38b99ca96f5943793a3.
---
 bin/getGO_xlsx_gw.py            | 10 ++++++----
 bin/getGO_xlsx_lb.py            | 10 ++++++----
 bin/getMotifCentricOutput_gw.py |  8 +++++---
 bin/getMotifCentricOutput_lb.py |  8 +++++---
 bin/getTFCentricOutput_gw.py    |  8 +++++---
 bin/getTFCentricOutput_lb.py    | 10 ++++++----
 workflows/miniac_gw.nf          |  2 +-
 workflows/miniac_lb.nf          |  2 +-
 8 files changed, 35 insertions(+), 23 deletions(-)

diff --git a/bin/getGO_xlsx_gw.py b/bin/getGO_xlsx_gw.py
index 37a38e5..15aecf4 100755
--- a/bin/getGO_xlsx_gw.py
+++ b/bin/getGO_xlsx_gw.py
@@ -35,8 +35,10 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
-
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
+    
     args = parser.parse_args()
 
     return args
@@ -51,7 +53,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -133,7 +135,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     go_df.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getGO_xlsx_lb.py b/bin/getGO_xlsx_lb.py
index 37a38e5..15aecf4 100755
--- a/bin/getGO_xlsx_lb.py
+++ b/bin/getGO_xlsx_lb.py
@@ -35,8 +35,10 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
-
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
+    
     args = parser.parse_args()
 
     return args
@@ -51,7 +53,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -133,7 +135,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     go_df.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getMotifCentricOutput_gw.py b/bin/getMotifCentricOutput_gw.py
index 1b387e0..a43584b 100755
--- a/bin/getMotifCentricOutput_gw.py
+++ b/bin/getMotifCentricOutput_gw.py
@@ -45,7 +45,9 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
 
     args = parser.parse_args()
 
@@ -63,7 +65,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -149,7 +151,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getMotifCentricOutput_lb.py b/bin/getMotifCentricOutput_lb.py
index 57a3422..a647ca7 100755
--- a/bin/getMotifCentricOutput_lb.py
+++ b/bin/getMotifCentricOutput_lb.py
@@ -45,7 +45,9 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
 
     args = parser.parse_args()
 
@@ -63,7 +65,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -149,7 +151,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getTFCentricOutput_gw.py b/bin/getTFCentricOutput_gw.py
index 6f3ef12..bae6bf4 100755
--- a/bin/getTFCentricOutput_gw.py
+++ b/bin/getTFCentricOutput_gw.py
@@ -53,7 +53,9 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
 
-    parser.add_argument('-csv', action="store_true")
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
 
     args = parser.parse_args()
 
@@ -73,7 +75,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -264,7 +266,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getTFCentricOutput_lb.py b/bin/getTFCentricOutput_lb.py
index 50ebd30..43b1cfd 100755
--- a/bin/getTFCentricOutput_lb.py
+++ b/bin/getTFCentricOutput_lb.py
@@ -53,8 +53,10 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-csv', action="store_true")
-
+    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
+                        default = 'excel', help = '',
+                        metavar = 'output type (excel or csv, defaults to excel)')
+    
     args = parser.parse_args()
 
     return args
@@ -73,7 +75,7 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-csv_output = args.csv
+output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -264,7 +266,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (csv_output):
+if (output_type == 'csv'):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index 58c387d..a996e05 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -251,8 +251,8 @@ process getIntegrativeOutputs {
    script:
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
-   csv_output_flag = csvOutput ? '-csv' : ''
    output_extension = csvOutput ? 'csv' : 'xlsx'
+   csv_output_flag = csvOutput ? '-out csv' : ''
 
    """
    OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 178b97c..6e8c068 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -251,8 +251,8 @@ process getIntegrativeOutputs {
    script:
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
-   csv_output_flag = csvOutput ? '-csv' : ''
    output_extension = csvOutput ? 'csv' : 'xlsx'
+   csv_output_flag = csvOutput ? '-out csv' : ''
 
    """
    OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag

From 07c00d47d3ce3c34e10cb37832f6fa53b1cef731 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 11:32:42 +0200
Subject: [PATCH 35/83] Automatically infer export type from file extension

---
 bin/getGO_xlsx_gw.py            | 7 +------
 bin/getGO_xlsx_lb.py            | 7 +------
 bin/getMotifCentricOutput_gw.py | 7 +------
 bin/getMotifCentricOutput_lb.py | 7 +------
 bin/getTFCentricOutput_gw.py    | 7 +------
 bin/getTFCentricOutput_lb.py    | 7 +------
 workflows/miniac_gw.nf          | 7 +++----
 workflows/miniac_lb.nf          | 7 +++----
 8 files changed, 12 insertions(+), 44 deletions(-)

diff --git a/bin/getGO_xlsx_gw.py b/bin/getGO_xlsx_gw.py
index 15aecf4..9bb3299 100755
--- a/bin/getGO_xlsx_gw.py
+++ b/bin/getGO_xlsx_gw.py
@@ -35,10 +35,6 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
-    
     args = parser.parse_args()
 
     return args
@@ -53,7 +49,6 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -135,7 +130,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (output_file.endswith('.csv')):
     go_df.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getGO_xlsx_lb.py b/bin/getGO_xlsx_lb.py
index 15aecf4..9bb3299 100755
--- a/bin/getGO_xlsx_lb.py
+++ b/bin/getGO_xlsx_lb.py
@@ -35,10 +35,6 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
-    
     args = parser.parse_args()
 
     return args
@@ -53,7 +49,6 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 tf_fam = pd.read_csv(tf_fam_file)
@@ -135,7 +130,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (output_file.endswith('.csv')):
     go_df.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getMotifCentricOutput_gw.py b/bin/getMotifCentricOutput_gw.py
index a43584b..2f9024a 100755
--- a/bin/getMotifCentricOutput_gw.py
+++ b/bin/getMotifCentricOutput_gw.py
@@ -44,10 +44,6 @@ def parseArgs():
     parser.add_argument('-ex', '--expressed_genes_file', nargs = 1, type = str,
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
-    
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
 
     args = parser.parse_args()
 
@@ -65,7 +61,6 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -151,7 +146,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (output_file.endswith('.csv')):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getMotifCentricOutput_lb.py b/bin/getMotifCentricOutput_lb.py
index a647ca7..1038897 100755
--- a/bin/getMotifCentricOutput_lb.py
+++ b/bin/getMotifCentricOutput_lb.py
@@ -44,10 +44,6 @@ def parseArgs():
     parser.add_argument('-ex', '--expressed_genes_file', nargs = 1, type = str,
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
-    
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
 
     args = parser.parse_args()
 
@@ -65,7 +61,6 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -151,7 +146,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (output_file.endswith('.csv')):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getTFCentricOutput_gw.py b/bin/getTFCentricOutput_gw.py
index bae6bf4..c26af37 100755
--- a/bin/getTFCentricOutput_gw.py
+++ b/bin/getTFCentricOutput_gw.py
@@ -53,10 +53,6 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
 
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
-
     args = parser.parse_args()
 
     return args
@@ -75,7 +71,6 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -266,7 +261,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (output_file.endswith('.csv')):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/bin/getTFCentricOutput_lb.py b/bin/getTFCentricOutput_lb.py
index 43b1cfd..ba0fed4 100755
--- a/bin/getTFCentricOutput_lb.py
+++ b/bin/getTFCentricOutput_lb.py
@@ -53,10 +53,6 @@ def parseArgs():
                         default = None, help = '',
                         metavar = 'List of genes expressed in biological context of experiment')
     
-    parser.add_argument('-out', '--output_type', nargs = 1, type = str,
-                        default = 'excel', help = '',
-                        metavar = 'output type (excel or csv, defaults to excel)')
-    
     args = parser.parse_args()
 
     return args
@@ -75,7 +71,6 @@ def parseArgs():
 output_file = args.output_file[0]
 DE_table_file = args.de_table_file
 expressed_genes_file = args.expressed_genes_file
-output_type = args.output_type
 
 info_df = pd.read_csv(info_file)
 mot_tf = pd.read_csv(mot_tf_file)
@@ -266,7 +261,7 @@ def parseArgs():
 
 ### Writing output file ###
 
-if (output_type == 'csv'):
+if (output_file.endswith('.csv')):
     enr_stats.to_csv(output_file, index = False)
 else:
     with pd.ExcelWriter(output_file) as writer:
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index a996e05..7e6450d 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -252,14 +252,13 @@ process getIntegrativeOutputs {
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
    output_extension = csvOutput ? 'csv' : 'xlsx'
-   csv_output_flag = csvOutput ? '-out csv' : ''
 
    """
-   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.${output_extension} $de_genes_table $exp_genes_table
 
-   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.${output_extension} $de_genes_table $exp_genes_table
 
-   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.${output_extension} $de_genes_table $exp_genes_table
 
    OMP_NUM_THREADS=1 python3 $script_net $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_functional_network.txt ${acr_file_name}_node_attributes.txt $de_genes_table $exp_genes_table
 
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 6e8c068..39f23a7 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -252,14 +252,13 @@ process getIntegrativeOutputs {
    de_genes_table = de_genes_bool == true ? "-de $de_genes" : ''
    exp_genes_table = exp_genes_bool == true ? "-ex $exp_genes" : ''
    output_extension = csvOutput ? 'csv' : 'xlsx'
-   csv_output_flag = csvOutput ? '-out csv' : ''
 
    """
-   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_tfs $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_TF_centric.${output_extension} $de_genes_table $exp_genes_table
 
-   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_motifs $enr_stats $mot_tf $tf_fam $info_file $pval ${acr_file_name}_motif_centric.${output_extension} $de_genes_table $exp_genes_table
 
-   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.${output_extension} $de_genes_table $exp_genes_table $csv_output_flag
+   OMP_NUM_THREADS=1 python3 $script_go $go_enr $tf_fam $info_file ${acr_file_name}_GO_enrichment.${output_extension} $de_genes_table $exp_genes_table
 
    OMP_NUM_THREADS=1 python3 $script_net $enr_stats $network $go_enr $mot_tf $tf_fam $info_file $pval ${acr_file_name}_functional_network.txt ${acr_file_name}_node_attributes.txt $de_genes_table $exp_genes_table
 

From 1d140bf299ac01069e6c424c4bdbb6c1f3a62ed1 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 11:39:58 +0200
Subject: [PATCH 36/83] Add arabidopsis test data

---
 tests/inputs/ath/acr_files/DAR_Ep_iACR.bed    | 1486 +++++++++
 tests/inputs/ath/acr_files/DAR_Va_iACR.bed    | 2861 +++++++++++++++++
 .../ath/de_files/DAR_Ep_iACR_DEGs_table.txt   |  258 ++
 .../ath/de_files/DAR_Va_iACR_DEGs_table.txt   |  409 +++
 4 files changed, 5014 insertions(+)
 create mode 100644 tests/inputs/ath/acr_files/DAR_Ep_iACR.bed
 create mode 100644 tests/inputs/ath/acr_files/DAR_Va_iACR.bed
 create mode 100644 tests/inputs/ath/de_files/DAR_Ep_iACR_DEGs_table.txt
 create mode 100644 tests/inputs/ath/de_files/DAR_Va_iACR_DEGs_table.txt

diff --git a/tests/inputs/ath/acr_files/DAR_Ep_iACR.bed b/tests/inputs/ath/acr_files/DAR_Ep_iACR.bed
new file mode 100644
index 0000000..4b47f76
--- /dev/null
+++ b/tests/inputs/ath/acr_files/DAR_Ep_iACR.bed
@@ -0,0 +1,1486 @@
+Chr1	33234	33425
+Chr1	63249	65869
+Chr1	72242	72325
+Chr1	116147	116492
+Chr1	118560	118641
+Chr1	135893	136005
+Chr1	237799	238005
+Chr1	239545	239826
+Chr1	270621	270869
+Chr1	293088	293262
+Chr1	306315	306501
+Chr1	315985	316058
+Chr1	389685	389759
+Chr1	392814	392895
+Chr1	404488	404725
+Chr1	411702	411802
+Chr1	426463	426757
+Chr1	434311	434735
+Chr1	521942	522018
+Chr1	701341	701443
+Chr1	766917	767029
+Chr1	830375	830625
+Chr1	1096575	1096969
+Chr1	1154666	1154906
+Chr1	1158941	1159164
+Chr1	1202107	1202182
+Chr1	1305708	1306090
+Chr1	1321003	1321074
+Chr1	1482498	1482550
+Chr1	1559881	1559961
+Chr1	1645529	1645700
+Chr1	1702654	1702862
+Chr1	1861979	1862053
+Chr1	1868870	1869045
+Chr1	1922081	1922154
+Chr1	1946644	1946842
+Chr1	2024818	2025493
+Chr1	2316432	2316523
+Chr1	2317516	2317666
+Chr1	2333596	2333707
+Chr1	2348138	2348297
+Chr1	2389780	2389812
+Chr1	2439227	2440548
+Chr1	2530419	2530565
+Chr1	2583375	2583454
+Chr1	2735904	2735999
+Chr1	2826997	2827183
+Chr1	2879235	2879555
+Chr1	2946096	2946184
+Chr1	3103140	3103226
+Chr1	3119759	3119842
+Chr1	3140804	3140899
+Chr1	3180456	3180670
+Chr1	3252037	3252416
+Chr1	3296185	3296544
+Chr1	3369147	3369263
+Chr1	3392653	3392813
+Chr1	3495892	3496129
+Chr1	3550884	3550965
+Chr1	3664091	3664182
+Chr1	3740397	3740470
+Chr1	3758837	3758936
+Chr1	3831405	3831964
+Chr1	3832346	3832588
+Chr1	3847056	3847132
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diff --git a/tests/inputs/ath/acr_files/DAR_Va_iACR.bed b/tests/inputs/ath/acr_files/DAR_Va_iACR.bed
new file mode 100644
index 0000000..9031367
--- /dev/null
+++ b/tests/inputs/ath/acr_files/DAR_Va_iACR.bed
@@ -0,0 +1,2861 @@
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diff --git a/tests/inputs/ath/de_files/DAR_Ep_iACR_DEGs_table.txt b/tests/inputs/ath/de_files/DAR_Ep_iACR_DEGs_table.txt
new file mode 100644
index 0000000..b4a81ab
--- /dev/null
+++ b/tests/inputs/ath/de_files/DAR_Ep_iACR_DEGs_table.txt
@@ -0,0 +1,258 @@
+Gene ID	baseMean	log2FoldChange	lfcSE	stat	pvalue	padj
+AT1G01060	20.2112374393686	-3.37077720978581	0.897814099034027	-3.75442668299873	0.000173738688932	0.002744867836623
+AT1G03940	53.8295409643041	-1.23860307284058	0.405918366183386	-3.05136001725285	0.002278072443658	0.023551268680928
+AT1G04220	104.038606757577	-1.82669363738345	0.382494838752688	-4.77573408138075	1.79E-06	5.19E-05
+AT1G04520	39.2074996220449	-1.77589374951251	0.539856295968808	-3.28956754375819	0.001003414703805	0.011999936989469
+AT1G05540	32.9996653242797	-2.22911924769718	0.523884634437703	-4.2549811564711	2.09E-05	0.000450597641876
+AT1G06180	51.2271277984417	-1.17457576988592	0.40548114875655	-2.89674568962794	0.003770552701834	0.035469478070226
+AT1G06540	28.9064947010455	-1.95003017704442	0.666872917844393	-2.92414060440139	0.003454086875339	0.033204657611479
+AT1G07090	27.0135036479181	-1.94548350568576	0.621074237581944	-3.13244921132166	0.001733544172269	0.018901988165499
+AT1G07180	38.7869371035447	-1.55298754747736	0.455383652807679	-3.41028391753278	0.0006489528485	0.008477459995594
+AT1G07570	76.869492769198	-1.29121068236699	0.403969735985329	-3.1963054836709	0.001391996485348	0.015694849832227
+AT1G10650	61.7573935382475	-1.5701893109288	0.393599917317251	-3.98930294912433	6.63E-05	0.001212305820966
+AT1G11410	111.453290062485	-1.23568754574481	0.340080963476898	-3.63350989456002	0.000279591719998	0.004201398962241
+AT1G12200	62.8444995235725	-2.08600198064567	0.513929109834068	-4.05892941405708	4.93E-05	0.000937039888849
+AT1G14200	213.085783835587	-1.11267488542603	0.252117419327434	-4.41332014421802	1.02E-05	0.000237175520247
+AT1G14345	107.17420258376	-1.11112971319473	0.375553740584158	-2.95864371225917	0.003089961257897	0.030217826185658
+AT1G14350	563.458908623109	-1.05313134764446	0.341862345890996	-3.08057134780281	0.002066038486071	0.021809012755493
+AT1G14980	120.7705110989	-1.15320470408158	0.343988792872297	-3.35244847499929	0.000801001495275	0.010052053099507
+AT1G15260	202.503105940664	-1.11204584903875	0.324362851533672	-3.42840076716773	0.000607148450992	0.008026987508825
+AT1G15410	60.4377218801971	-1.45394477165489	0.381235105947749	-3.81377462088754	0.000136860288235	0.002231484104834
+AT1G15960	84.1603860748881	-1.42711576450205	0.452033525045355	-3.15710159851277	0.00159345816357	0.017560069109089
+AT1G15970	40.9254820597155	-1.33834873639681	0.433667997005723	-3.08611367598599	0.002027912772413	0.021458203666592
+AT1G16515	10.1469311907851	-3.3019973753997	1.15228569934004	-2.86560648742831	0.004162112637492	0.038492411234661
+AT1G17050	71.0494024385712	-1.87223987431825	0.48871480870861	-3.83094565778658	0.00012765169891	0.002107680044129
+AT1G22160	57.4087715200953	-2.27992166192256	0.430096294269552	-5.30095630280802	1.15E-07	4.42E-06
+AT1G23205	150.471796524128	-1.42781979439399	0.262622010040123	-5.43678648326486	5.43E-08	2.21E-06
+AT1G23550	19.2251068117744	-2.23400841905868	0.72246690196252	-3.09219482995025	0.001986824014048	0.021138168891727
+AT1G26220	65.9997744005411	-1.28983101177479	0.395368438113907	-3.26235199230341	0.001104918540313	0.012940381088948
+AT1G26560	131.559643352457	-1.13125626324284	0.302231735929145	-3.7430095147521	0.000181829341052	0.002849551598812
+AT1G28400	62.5348553514423	-1.05254854808913	0.36380080229493	-2.89320018386281	0.003813381659715	0.035757331821504
+AT1G28670	148.974111751884	-1.05524540934137	0.314036416473966	-3.36026445973932	0.000778678961549	0.009806994760523
+AT1G29240	35.0530533729728	-1.32088294367384	0.470212644294456	-2.80911829935114	0.004967738855146	0.04412861289857
+AT1G30530	284.885128767179	-1.2208832540244	0.27000229753732	-4.52175135234043	6.13E-06	0.000150066230223
+AT1G31280	48.9094488315571	-1.51524510683906	0.501926490326832	-3.01885860985819	0.002537289156288	0.025745633868079
+AT1G31820	54.8742330624066	-1.64664174887114	0.366672443551713	-4.49077038056423	7.10E-06	0.000171020321507
+AT1G32900	64.5571694255159	-2.00574656821905	0.438874934803868	-4.57020077739327	4.87E-06	0.00012264619533
+AT1G33260	25.5810371044164	-1.75245581947907	0.592317856823902	-2.95864087042049	0.003089989750175	0.030217826185658
+AT1G33480	61.9882729979485	-1.67048416797287	0.373442811307884	-4.47319942275082	7.71E-06	0.000184434230724
+AT1G35190	53.8666459641107	-1.26215467149757	0.454095330593343	-2.77949273305316	0.005444387168428	0.047119245374323
+AT1G43160	6.44966951554619	-4.23697315345754	1.49784121193095	-2.82871984006596	0.004673459078375	0.042046751831288
+AT1G44760	57.4662486145022	-1.17734469575656	0.377432736063193	-3.11934970992935	0.001812506990561	0.019616670353114
+AT1G45201	599.442867318705	-1.1267821890988	0.243485918111184	-4.62770988088222	3.70E-06	9.67E-05
+AT1G49620	71.5975386270851	-1.44197915053233	0.442482652858038	-3.25883769955375	0.001118696467105	0.013075556841367
+AT1G50020	109.432175110728	-1.09558703269456	0.324712515419478	-3.37402157498992	0.000740785614473	0.009438157458469
+AT1G55210	85.6154783716704	-1.40065629615122	0.481743078694192	-2.90747570250065	0.003643586484959	0.034609139844137
+AT1G55320	46.2280549143718	-2.01460593898014	0.459578467974552	-4.38359514069249	1.17E-05	0.000268066422568
+AT1G56170	124.856011592618	-1.99764614965707	0.380375448456357	-5.2517746814731	1.51E-07	5.56E-06
+AT1G56580	145.268752656574	-1.040450171893	0.333578835987499	-3.11905330808213	0.001814331326	0.019624308744359
+AT1G58100	61.5801487753291	-1.05588474818834	0.37351185707153	-2.82691092182954	0.004699939985119	0.042198437614596
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+AT4G22240	181.839234340195	-1.05331871797029	0.285965627368171	-3.68337526318915	0.000230165937072	0.003523587434543
+AT4G22380	20.469052723514	-1.80394679112879	0.633666291408043	-2.84684038836959	0.004415549516204	0.040263202033412
+AT4G27595	154.68719778437	-1.07415717873639	0.279106391144349	-3.8485581585298	0.000118815090705	0.001983341533132
+AT4G28440	61.0456305129704	-1.23466610838776	0.448021514568943	-2.75581879047856	0.005854542197274	0.049547558277362
+AT4G30400	56.4238584676037	-1.20733825580359	0.39641205920438	-3.04566480199108	0.002321665050731	0.023875317497083
+AT4G31590	77.3943130844167	-1.08788496941407	0.33672617409953	-3.23077043928431	0.001234570505048	0.014240174188403
+AT4G32200	17.4679491683303	-1.94315213332698	0.648115455405585	-2.99815737631342	0.002716173736853	0.02716793160738
+AT4G33010	3617.62575797282	-1.42426324500378	0.261860584206241	-5.43901347093166	5.36E-08	2.19E-06
+AT4G33040	60.1807234683228	-2.66529416154171	0.46761610975276	-5.69974837468906	1.20E-08	5.74E-07
+AT4G33560	8.38834518918656	-5.45603675027666	1.45795031458811	-3.74226521691725	0.000182368892569	0.002854130108149
+AT4G33565	49.8040077122999	-1.48533558493937	0.513127766338677	-2.89467006538681	0.003795572442593	0.035609370552326
+AT4G35270	97.5827154085863	-1.20198688259089	0.364830390783766	-3.29464571196676	0.000985458384916	0.011825500618995
+AT4G36240	78.0910459837231	-1.34807236414715	0.413721290234007	-3.25840703867248	0.0011203957729	0.013086700026464
+AT4G37320	47.0811846743398	-1.72658607712557	0.527979490941723	-3.27017641167458	0.001074804328826	0.012663779143666
+AT4G37520	82.4512710808455	-1.23685718396515	0.370786948613028	-3.33576246033407	0.000850658143773	0.010539510222001
+AT4G37925	116.54947283461	-1.32742694641457	0.427815867415274	-3.10279970313971	0.001916993353826	0.020532192551605
+AT4G39210	148.787433747176	-1.3395238492889	0.278139033235697	-4.81602252551795	1.46E-06	4.35E-05
+AT4G39330	378.360010971767	-1.22629381565686	0.304047077150377	-4.03323665252783	5.50E-05	0.001027862168143
+AT4G39800	351.205557475787	-1.35670964065667	0.334037126049277	-4.06155344677624	4.87E-05	0.000928579628236
+AT5G01260	95.3135850438425	-1.25222671171571	0.349854563392366	-3.5792779135807	0.000344544910271	0.005007842391933
+AT5G03760	912.407419000901	-1.31052403914983	0.306587195893564	-4.27455567845959	1.92E-05	0.000418431701756
+AT5G05110	28.9019122596884	-1.87021462621151	0.533682407019252	-3.504358775207	0.000457708262627	0.00631788651418
+AT5G06510	16.5033135942562	-2.23001143656551	0.714309439555512	-3.12191231569495	0.001796804458513	0.019482779616906
+AT5G07240	317.144284622081	-1.33575964890551	0.26051841310054	-5.12731377797088	2.94E-07	1.03E-05
+AT5G09590	104.588791602205	-1.11902848752888	0.390927921719628	-2.86249312304544	0.004203223818501	0.038689065410172
+AT5G10280	18.5172369536027	-1.95077616094339	0.677175140276275	-2.88075572317601	0.003967229797988	0.036982507744899
+AT5G11110	23.2835985566233	-3.5615096176046	0.790009078101745	-4.50818821748516	6.54E-06	0.00015887662164
+AT5G13430	62.7043524841917	-1.0164729416614	0.331530453341213	-3.0660017244788	0.002169420636368	0.022641472721256
+AT5G14390	80.9973061870665	-1.09660909243399	0.332558149498608	-3.29749577355817	0.000975511427677	0.011738252734685
+AT5G17010	117.92455494481	-1.42566059027142	0.334323123646755	-4.26431942463475	2.01E-05	0.000434295062292
+AT5G19730	90.0441366994265	-1.73930936877199	0.369967995792047	-4.70124277925279	2.59E-06	7.13E-05
+AT5G19875	14.3400287670865	-2.33521997999478	0.82447430285965	-2.8323744862577	0.004620370145051	0.041774549133328
+AT5G20700	119.018181289833	-1.00748492402231	0.316781444827525	-3.18037858742277	0.001470827586025	0.016477777247271
+AT5G22060	204.566164356837	-1.203059032043	0.261795580199816	-4.59541383825031	4.32E-06	0.000110442476218
+AT5G24120	74.9505870479771	-1.3080294315332	0.349368312041343	-3.7439841750113	0.000181125065925	0.002844065803564
+AT5G24390	9.24552845583768	-5.8402617280524	1.45111199499993	-4.02468020950559	5.71E-05	0.001061436017097
+AT5G24660	36.6205794931517	-2.50776181684047	0.479717999746174	-5.22757498815422	1.72E-07	6.25E-06
+AT5G25620	40.4822361662719	-1.28560709038868	0.421385395188768	-3.05090566751315	0.002281522429617	0.02356825359939
+AT5G27030	58.556996744051	-1.11484584497696	0.398928399424692	-2.7946013534878	0.005196374915131	0.045635075485909
+AT5G36160	108.934333220172	-1.23011820720353	0.404688324823313	-3.03966813903168	0.00236838960505	0.024294218856697
+AT5G37550	3.59994217670797	-5.03703687808001	1.72849194743857	-2.91412227030871	0.003566901730965	0.034046639808511
+AT5G38430	3178.07239133238	-1.06636916971202	0.216281934813838	-4.93045880429118	8.20E-07	2.58E-05
+AT5G38530	96.752422266034	-1.18782342688343	0.353048779101008	-3.36447396846427	0.000766897183347	0.009693403591241
+AT5G38565	36.8026205007211	-1.42965912923723	0.446363838445176	-3.20290087614889	0.001360508007062	0.015439037823991
+AT5G40690	15.149303343218	-2.8086405759968	0.838327396864514	-3.35029081299453	0.000807267581142	0.010116216031109
+AT5G40850	373.802697134907	-1.07116164151662	0.216931732065318	-4.93778218298695	7.90E-07	2.51E-05
+AT5G41460	76.0264819151049	-1.61075458696357	0.311304934579615	-5.17420190958016	2.29E-07	8.15E-06
+AT5G41900	29.994825121513	-2.02125449188558	0.641018477142318	-3.15319224633961	0.001614954128791	0.017785784830827
+AT5G42680	11.3327805727438	-2.5910228924272	0.824609893640056	-3.14211957970781	0.001677295181654	0.018368580940665
+AT5G44670	42.7686131879405	-1.96768499981532	0.533518117352552	-3.68813154758354	0.000225906855771	0.003464431711225
+AT5G47610	25.3021523241734	-1.86598537607641	0.613867454422127	-3.03972032176389	0.002367979322914	0.024294218856697
+AT5G47635	6.91845983221844	-4.71272362902177	1.51921696378989	-3.10207412196428	0.001921698347335	0.020557485247345
+AT5G47640	252.083426555261	-1.03155931467044	0.300244635241382	-3.43572938061365	0.000590960955695	0.007854408338423
+AT5G48930	252.75962618152	-1.06482185208684	0.251409496319134	-4.23540823905544	2.28E-05	0.000485143386755
+AT5G49920	52.0339356177722	-1.58954248467296	0.472439394499899	-3.36454263378177	0.000766706378702	0.009693403591241
+AT5G51040	58.8894575977963	-1.44493041215569	0.422295328265601	-3.42161116981835	0.000622512698725	0.008193070357414
+AT5G51460	90.8639499648977	-1.30261868901428	0.349703012326895	-3.72492841953737	0.000195370651205	0.003036165036903
+AT5G51560	142.374976556731	-1.20241746936761	0.283558370366312	-4.2404583853909	2.23E-05	0.000475508033299
+AT5G51750	74.722847477351	-1.17993236664753	0.378636293722728	-3.11626853053759	0.001831554054466	0.019774021127107
+AT5G52640	268.231070842232	-1.56307233593117	0.334365095522259	-4.67474732519475	2.94E-06	7.97E-05
+AT5G53970	41.6986034936038	-2.21792246485737	0.465584635718324	-4.76373637509636	1.90E-06	5.45E-05
+AT5G54130	13.7119798713335	-4.32021797083923	1.06689435548956	-4.04933998254852	5.14E-05	0.000969967590816
+AT5G55380	177.061051256799	-1.24763952448585	0.309494426207073	-4.03121807321691	5.55E-05	0.001034527891338
+AT5G56000	203.293649357733	-1.25468838980033	0.357121806486401	-3.51333457383849	0.00044251987262	0.00613236069925
+AT5G56010	2224.08673511523	-1.2878976126793	0.228815732711273	-5.62853610378446	1.82E-08	8.35E-07
+AT5G56030	2501.18116030056	-1.26851973303166	0.2169401121533	-5.84732680572813	5.00E-09	2.56E-07
+AT5G58380	124.944152330264	-1.06505467281642	0.304628537458404	-3.49624064016605	0.00047186295599	0.006462422872675
+AT5G59150	24.8470921936131	-1.77729330822998	0.577651395791226	-3.0767575759002	0.00209265416113	0.022063416227686
+AT5G59480	68.3463919590891	-1.43344785955229	0.390171485538426	-3.67389189800524	0.000238883830313	0.003644328625226
+AT5G61340	65.5808919403571	-1.37229434408105	0.47523878014641	-2.88758914762443	0.003882065800641	0.036304350962928
+AT5G61420	275.642256049991	-1.18833819939367	0.260796677683744	-4.55656954662097	5.20E-06	0.000129392171783
+AT5G61570	76.6095615118604	-1.27015146812224	0.3291836442864	-3.85848899290137	0.000114090205042	0.001919078194874
+AT5G62670	453.419554969843	-1.00422013050236	0.210458435128816	-4.77158413673323	1.83E-06	5.26E-05
+AT5G62930	38.098215269749	-1.31847174151524	0.476635959333067	-2.76620283404573	0.005671324749659	0.048440954921135
+AT5G64370	62.2957179309151	-1.21187317503561	0.367241189579422	-3.29993805004142	0.000967061732734	0.011692716084823
+AT5G65320	4.85174635035756	-4.37438635710471	1.57438821822014	-2.77846741132882	0.005461599146496	0.04720113075179
+AT5G67200	81.4578723333288	-1.0291541114536	0.291470383285346	-3.53090458060732	0.000414141119022	0.005807907108017
+AT5G67370	233.3578416544	-1.09059229590651	0.243100495153204	-4.4861788340629	7.25E-06	0.000174505968952
\ No newline at end of file
diff --git a/tests/inputs/ath/de_files/DAR_Va_iACR_DEGs_table.txt b/tests/inputs/ath/de_files/DAR_Va_iACR_DEGs_table.txt
new file mode 100644
index 0000000..eb1636c
--- /dev/null
+++ b/tests/inputs/ath/de_files/DAR_Va_iACR_DEGs_table.txt
@@ -0,0 +1,409 @@
+Gene ID	baseMean	log2FoldChange	lfcSE	stat	pvalue	padj
+AT1G01010	24.9517666316016	-1.76477945692439	0.612839327117008	-2.87967723159426	0.003980824826603	0.044138656967327
+AT1G02640	51.44095000649	-2.42220999598186	0.552434719575562	-4.38460855219754	1.16E-05	0.000368065677892
+AT1G02816	33.3086748640364	-1.61209658545577	0.560735864744124	-2.87496607015035	0.004040709175589	0.044719675808113
+AT1G03470	77.6834020771745	-1.20192186998003	0.378881511085702	-3.17228958081346	0.00151242115362	0.02152079274862
+AT1G04800	88.0147546114711	-1.31948404266346	0.397832210651877	-3.31668479156423	0.000910923246368	0.014465848435902
+AT1G07220	32.722738768413	-1.50783467473526	0.512095422974859	-2.94444083482716	0.003235387993621	0.038037554975495
+AT1G08035	7.10454935337681	-5.65667878324813	1.81107112581233	-3.12338853103348	0.0017878157112	0.024412603112037
+AT1G09070	1787.33023250687	-1.17010344181285	0.231939092844732	-5.04487375311136	4.54E-07	2.06E-05
+AT1G09560	73.7439648871334	-2.10091739628934	0.4025641637427	-5.21883859893735	1.80E-07	9.07E-06
+AT1G09650	3.07553947111629	-5.95187719595076	2.03221396604338	-2.92876502937275	0.003403115732069	0.039348190706191
+AT1G10460	5.55732020429825	-3.6032445802874	1.2615236352629	-2.85626402832832	0.004286585072452	0.04694818800488
+AT1G10470	290.912974906418	-2.2811960441772	0.367746813424926	-6.20317011840784	5.53E-10	4.64E-08
+AT1G12240	2622.16899617124	-1.1768577419884	0.215520477586747	-5.460537927375	4.75E-08	2.74E-06
+AT1G14130	61.500623342849	-1.67968545369146	0.431247674398031	-3.89494379543287	9.82E-05	0.002292986089036
+AT1G15010	390.925560571955	-1.36314518373463	0.430314335460869	-3.16778938418284	0.001536027544927	0.021718799568602
+AT1G15290	1769.59262684315	-1.06743991527888	0.213841082488802	-4.9917438822111	5.98E-07	2.66E-05
+AT1G15670	35.3760660332694	-1.72893158618512	0.550021814407663	-3.14338730009657	0.001670047111507	0.023193086492806
+AT1G18210	552.787690579527	-1.72784523798971	0.393179647475908	-4.39454394214437	1.11E-05	0.000352875617855
+AT1G18300	620.515532998792	-2.72744923558013	0.359094841227103	-7.59534508003471	3.07E-14	4.47E-12
+AT1G18610	97.5603210553229	-1.21643583220512	0.405729233829018	-2.99814686934229	0.002716267385015	0.033539915940724
+AT1G18740	986.824544809036	-1.29154185824718	0.343508107824519	-3.75985843951889	0.000170009530811	0.003614301762074
+AT1G19020	117.424350712285	-1.29856064114858	0.44270484573798	-2.93324243827489	0.003354418444485	0.039039172819968
+AT1G19050	51.7326659744262	-3.04139072235711	0.562048488917717	-5.4112603846932	6.26E-08	3.48E-06
+AT1G19210	124.187358897346	-1.71051522557696	0.541185957331721	-3.16067924971768	0.001574017229319	0.022116422338918
+AT1G19380	184.156707187646	-1.80224844325708	0.441691941333825	-4.08032901350801	4.50E-05	0.001192755908122
+AT1G20780	56.3306797551175	-1.20286627291218	0.384961426706909	-3.12464104053726	0.001780221551816	0.024327433081174
+AT1G20823	105.812266899654	-1.64704975497213	0.38468416482021	-4.28156369717456	1.86E-05	0.000554557666106
+AT1G22530	839.288678594786	-1.20356927995913	0.385105095551084	-3.12530084349266	0.001776232999447	0.024317901482159
+AT1G22810	8.1419015162481	-6.42375510116522	1.86361525121423	-3.44693203008499	0.000566991210408	0.009879091750631
+AT1G22885	48.1113505250843	-1.54768874134217	0.509099688432934	-3.04005045869529	0.002365385158143	0.03016286664321
+AT1G23830	53.587790228129	-1.52518367826836	0.522655250329444	-2.9181447566192	0.003521208423246	0.040314013933831
+AT1G23870	92.0096298321421	-1.60695626498743	0.352104251474695	-4.56386498673937	5.02E-06	0.00017585961587
+AT1G24145	43.8745093703834	-2.56219296048616	0.4980772508526	-5.14416780951197	2.69E-07	1.30E-05
+AT1G25250	25.4340176909891	-3.18852846767659	0.742010094322127	-4.29714971814435	1.73E-05	0.00052132212595
+AT1G25510	39.6973625735401	-2.58667921215123	0.679469626098346	-3.80690926098415	0.000140714344179	0.003087965087856
+AT1G25560	732.804952801132	-1.30076121860961	0.390401307716539	-3.33185671487058	0.000862686607722	0.013824631951631
+AT1G26960	12.4510616587173	-2.87152136446111	0.921598902344402	-3.11580380266992	0.001834442793346	0.024818053876393
+AT1G27100	792.993631381074	-1.08731372045232	0.269578919012739	-4.03337814556983	5.50E-05	0.001404762992407
+AT1G27730	706.375249611797	-1.17737114144365	0.33779843455321	-3.48542509677673	0.000491355766191	0.008772954853989
+AT1G28327	5.88405327431905	-5.97804341957267	1.8755092064015	-3.18742419347684	0.001435460806042	0.02063818507171
+AT1G28370	165.220618816702	-1.69571832927352	0.464312087843327	-3.65210894497691	0.000260095490965	0.005152764704439
+AT1G28480	55.7571379772624	-1.73662757279259	0.547005158635821	-3.17479194734393	0.001499439686959	0.021353021562743
+AT1G29300	33.3796271873975	-2.11063772302281	0.707466967904136	-2.98337281990077	0.002850904911723	0.034676983827873
+AT1G29330	26.5850335207949	-2.7655964552217	0.753820953547779	-3.66877100219317	0.000243719258282	0.00488774338003
+AT1G30250	93.9327233370438	-1.26077264436775	0.341628257654371	-3.69048114762008	0.000223830277908	0.004539652774452
+AT1G32170	85.0366041749277	-1.94249975842204	0.548877431370378	-3.53904104523339	0.000401583406664	0.007381053703339
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+AT5G51190	338.701478647337	-1.26838591299806	0.246467915471577	-5.14625163511125	2.66E-07	1.29E-05
+AT5G51970	239.047741651308	-1.06473168161651	0.328484104157892	-3.24134917988215	0.001189653658282	0.017818964443889
+AT5G52750	86.2825225498176	-1.78682858685443	0.35984232750061	-4.96558756515769	6.85E-07	3.01E-05
+AT5G52760	18.2937201380286	-3.82628160817433	0.904949565979629	-4.22817110700781	2.36E-05	0.000684010315512
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+AT5G57800	285.48314505257	-1.0709454001693	0.239512126826231	-4.47136190705816	7.77E-06	0.000259980670442
+AT5G58120	354.517714572984	-2.71506116479105	0.399562840726236	-6.79507924174386	1.08E-11	1.16E-09
+AT5G58520	15.9807741374496	-3.92544837365967	0.802645357772078	-4.89063860601603	1.01E-06	4.27E-05
+AT5G59220	178.263327403795	-1.23207213769928	0.365248415919821	-3.37324430168027	0.000742880086165	0.012321088866646
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+AT5G61440	193.758079293359	-1.40281734771992	0.355024545118844	-3.95132496332143	7.77E-05	0.001885570510663
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+AT5G66480	72.1514074422587	-2.76282609815319	0.497906704293948	-5.5488831026507	2.88E-08	1.72E-06
+AT5G67070	108.918040611029	-1.4394564322696	0.350374645249739	-4.10833504017845	3.99E-05	0.001071228709957

From a80caec3d6ca3bfe1b791338677516853d0828f0 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 11:50:11 +0200
Subject: [PATCH 37/83] Check csv/excel in special case with empty output too

---
 bin/getGO_xlsx_gw.py            | 7 +++++--
 bin/getGO_xlsx_lb.py            | 7 +++++--
 bin/getMotifCentricOutput_gw.py | 7 +++++--
 bin/getMotifCentricOutput_lb.py | 7 +++++--
 bin/getTFCentricOutput_gw.py    | 7 +++++--
 bin/getTFCentricOutput_lb.py    | 7 +++++--
 6 files changed, 30 insertions(+), 12 deletions(-)

diff --git a/bin/getGO_xlsx_gw.py b/bin/getGO_xlsx_gw.py
index 9bb3299..4f57153 100755
--- a/bin/getGO_xlsx_gw.py
+++ b/bin/getGO_xlsx_gw.py
@@ -94,8 +94,11 @@ def parseArgs():
             
 if not GO_info:
     empty_table = pd.DataFrame(["### This dataset did not yield any GO enrichment"])
-    with pd.ExcelWriter(output_file) as writer:
-        empty_table.to_excel(writer, index = False, header = False)
+    if(output_file.endswith('.csv')):
+        empty_table.to_csv(output_file, index = False, header = False)
+    else:
+        with pd.ExcelWriter(output_file) as writer:
+            empty_table.to_excel(writer, index = False, header = False)
     sys.exit()
     
 ### Integrating data ###
diff --git a/bin/getGO_xlsx_lb.py b/bin/getGO_xlsx_lb.py
index 9bb3299..4f57153 100755
--- a/bin/getGO_xlsx_lb.py
+++ b/bin/getGO_xlsx_lb.py
@@ -94,8 +94,11 @@ def parseArgs():
             
 if not GO_info:
     empty_table = pd.DataFrame(["### This dataset did not yield any GO enrichment"])
-    with pd.ExcelWriter(output_file) as writer:
-        empty_table.to_excel(writer, index = False, header = False)
+    if(output_file.endswith('.csv')):
+        empty_table.to_csv(output_file, index = False, header = False)
+    else:
+        with pd.ExcelWriter(output_file) as writer:
+            empty_table.to_excel(writer, index = False, header = False)
     sys.exit()
     
 ### Integrating data ###
diff --git a/bin/getMotifCentricOutput_gw.py b/bin/getMotifCentricOutput_gw.py
index 2f9024a..b0aaf93 100755
--- a/bin/getMotifCentricOutput_gw.py
+++ b/bin/getMotifCentricOutput_gw.py
@@ -104,8 +104,11 @@ def parseArgs():
 
 if enr_stats.empty:
     empty_table = pd.DataFrame(["### This dataset did not yield any motif enrichment"])
-    with pd.ExcelWriter(output_file) as writer:
-        empty_table.to_excel(writer, index = False, header = False)
+    if(output_file.endswith('.csv')):
+        empty_table.to_csv(output_file, index = False, header = False)
+    else:
+        with pd.ExcelWriter(output_file) as writer:
+            empty_table.to_excel(writer, index = False, header = False)
     sys.exit()
 
 for col in enr_stats.select_dtypes(include = ['float']).columns:
diff --git a/bin/getMotifCentricOutput_lb.py b/bin/getMotifCentricOutput_lb.py
index 1038897..2273170 100755
--- a/bin/getMotifCentricOutput_lb.py
+++ b/bin/getMotifCentricOutput_lb.py
@@ -104,8 +104,11 @@ def parseArgs():
 
 if enr_stats.empty:
     empty_table = pd.DataFrame(["### This dataset did not yield any motif enrichment"])
-    with pd.ExcelWriter(output_file) as writer:
-        empty_table.to_excel(writer, index = False, header = False)
+    if(output_file.endswith('.csv')):
+        empty_table.to_csv(output_file, index = False, header = False)
+    else:
+        with pd.ExcelWriter(output_file) as writer:
+            empty_table.to_excel(writer, index = False, header = False)
     sys.exit()
 
 for col in enr_stats.select_dtypes(include = ['float']).columns:
diff --git a/bin/getTFCentricOutput_gw.py b/bin/getTFCentricOutput_gw.py
index c26af37..b3cc088 100755
--- a/bin/getTFCentricOutput_gw.py
+++ b/bin/getTFCentricOutput_gw.py
@@ -133,8 +133,11 @@ def parseArgs():
 
 if enr_stats.empty:
     empty_table = pd.DataFrame(["### This dataset did not yield any motif enrichment"])
-    with pd.ExcelWriter(output_file) as writer:
-        empty_table.to_excel(writer, index = False, header = False)
+    if(output_file.endswith('.csv')):
+        empty_table.to_csv(output_file, index = False, header = False)
+    else:
+        with pd.ExcelWriter(output_file) as writer:
+            empty_table.to_excel(writer, index = False, header = False)
     sys.exit()
 
 ### Reading and processing GO enrichment data ###
diff --git a/bin/getTFCentricOutput_lb.py b/bin/getTFCentricOutput_lb.py
index ba0fed4..843c457 100755
--- a/bin/getTFCentricOutput_lb.py
+++ b/bin/getTFCentricOutput_lb.py
@@ -133,8 +133,11 @@ def parseArgs():
 
 if enr_stats.empty:
     empty_table = pd.DataFrame(["### This dataset did not yield any motif enrichment"])
-    with pd.ExcelWriter(output_file) as writer:
-        empty_table.to_excel(writer, index = False, header = False)
+    if(output_file.endswith('.csv')):
+        empty_table.to_csv(output_file, index = False, header = False)
+    else:
+        with pd.ExcelWriter(output_file) as writer:
+            empty_table.to_excel(writer, index = False, header = False)
     sys.exit()
 
 ### Reading and processing GO enrichment data ###

From 1de54fda9a33dd1270155feb0c62a1d515345d87 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 11:58:21 +0200
Subject: [PATCH 38/83] Fix integrative results output paths

---
 workflows/miniac_gw.nf | 6 +++---
 workflows/miniac_lb.nf | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index 7e6450d..7b4a423 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -241,9 +241,9 @@ process getIntegrativeOutputs {
 
 
    output:
-   path "${acr_file_name}_TF_centric.(xlsx|csv)"
-   path "${acr_file_name}_motif_centric.(xlsx|csv)"
-   path "${acr_file_name}_GO_enrichment.(xlsx|csv)"
+   path "${acr_file_name}_TF_centric.*"
+   path "${acr_file_name}_motif_centric.*"
+   path "${acr_file_name}_GO_enrichment.*"
    path "${acr_file_name}_functional_network.txt"
    path "${acr_file_name}_node_attributes.txt"
 
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 39f23a7..e40c8e2 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -241,9 +241,9 @@ process getIntegrativeOutputs {
    
 
    output:
-   path "${acr_file_name}_TF_centric.(xlsx|csv)"
-   path "${acr_file_name}_motif_centric.(xlsx|csv)"
-   path "${acr_file_name}_GO_enrichment.(xlsx|csv)"
+   path "${acr_file_name}_TF_centric.*"
+   path "${acr_file_name}_motif_centric.*"
+   path "${acr_file_name}_GO_enrichment.*"
    path "${acr_file_name}_functional_network.txt"
    path "${acr_file_name}_node_attributes.txt"
 

From 2511f5d680f195d2f3f6143b4ca0b1ea640a6af8 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 12:06:05 +0200
Subject: [PATCH 39/83] Add maize_v4 gw test snapshot

---
 tests/mini_ac.nf.test.snap | 55 ++++++++++++++++++++++++++++++++++++++
 1 file changed, 55 insertions(+)
 create mode 100644 tests/mini_ac.nf.test.snap

diff --git a/tests/mini_ac.nf.test.snap b/tests/mini_ac.nf.test.snap
new file mode 100644
index 0000000..8eb4613
--- /dev/null
+++ b/tests/mini_ac.nf.test.snap
@@ -0,0 +1,55 @@
+{
+    "maize_v4 genome_wide": {
+        "content": [
+            {
+                "stderr": [
+                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
+                ],
+                "errorReport": null,
+                "exitStatus": 0,
+                "out": {
+                    
+                },
+                "failed": false,
+                "stdout": [
+                    
+                ],
+                "errorMessage": null,
+                "trace": {
+                    "tasksFailed": 0,
+                    "tasksCount": 12,
+                    "tasksSucceeded": 12
+                },
+                "name": "workflow",
+                "success": true
+            },
+            [
+                "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,1e9f5e9dd74a7d87f70d457560ef5582",
+                "mesophyll_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,c0b46c8893eb2de41023235157e7b545"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.txt:md5,147f8825d5cc12c28d506b30ec4c754a",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.txt:md5,3b4e2bdcbe2b8a902a22bee40f7efc50"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.csv:md5,b7c00d0029349a07d24b9c8e09b487d0",
+                "bundle_sheath_marand_top10k_chr1_TF_centric.csv:md5,3b5e27cb8137427fb0a3064ee8e8f3bc",
+                "bundle_sheath_marand_top10k_chr1_functional_network.txt:md5,4bb035ce16e2cc08de102e5f1a1e50f0",
+                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,e243ebc905669c6bc370017f570a1226",
+                "bundle_sheath_marand_top10k_chr1_node_attributes.txt:md5,9a8695f13204877ef3ba00f3dcde0d49",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.csv:md5,e0df3df69365e1c9aeec86655ae56320",
+                "mesophyll_marand_top10k_chr1_TF_centric.csv:md5,8c9ff0fa88ae3df64cab220ae2ce1d84",
+                "mesophyll_marand_top10k_chr1_functional_network.txt:md5,bbd0e70667415779799281749cf5dbc6",
+                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,33f411d3d31c1ff9e266740911f50e49",
+                "mesophyll_marand_top10k_chr1_node_attributes.txt:md5,ab4edb60d8ae6dfad60ce592d98e9fb8"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_network.txt:md5,216ceb10b36d17b10e68f9bf5256d8eb",
+                "bundle_sheath_marand_top10k_chr1_network_filtered.txt:md5,abf45ebb46c870e023cf8cde900e914e",
+                "mesophyll_marand_top10k_chr1_network.txt:md5,eda5ca6e1146b60b5df56adc11e33781",
+                "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,2f46652db211543d395bfb8662ec1f31"
+            ]
+        ],
+        "timestamp": "2023-09-26T10:05:01+0000"
+    }
+}
\ No newline at end of file

From 1f744cd3404cfdb5c4cf0cbe5b33087cc3f1d4b2 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 12:06:18 +0200
Subject: [PATCH 40/83] Add maize_v4 locus-based test case

---
 tests/mini_ac.nf.test | 70 +++++++++++++++++++++++++++++++++++++++++--
 1 file changed, 68 insertions(+), 2 deletions(-)

diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 122b7f3..3ac6c75 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -1,10 +1,10 @@
 nextflow_workflow {
 
-    name "Test Workflow MINIAC: maize_v4 genome-wide"
+    name "Test Workflow MINIAC"
     script "mini_ac.nf"
     workflow "MINIAC"
 
-    test("Should run without failures") {
+    test("maize_v4 genome_wide") {
 
         when {
             params {
@@ -78,4 +78,70 @@ nextflow_workflow {
 
     }
 
+    test("maize_v4 locus_based") {
+
+        when {
+            params {
+                //// Mode
+                mode = "locus_based"
+
+                //// Species
+                species = "maize_v4"
+
+                //// Lower shuffle count to reduce test runtime
+                Shuffle_count = 100
+
+                //// Fix shuffle seed for reproducible test results
+                Shuffle_seed = 42
+
+                //// Hard code data paths
+                MotMapsFile_lb = "${baseDir}/tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown.bed"
+                Promoter_file = "${baseDir}/tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted.bed"
+                Faix_file = "${baseDir}/data/zma_v4/zma_v4.fasta.fai"
+                Motif_tf_file = "${baseDir}/data/zma_v4/zma_v4_motif_TF_file.txt"
+                Feature_file = "${baseDir}/data/zma_v4/zma_v4_go_gene_file.txt"
+                TF_fam_file = "${baseDir}/data/zma_v4/zma_v4_TF_family_file.txt"
+                Genes_metadata = "${baseDir}/data/zma_v4/maize_v4_gene_metadata_file.txt"
+                OBO_file = "${baseDir}/data/ontologies/go.obo"
+
+                //// Output folder
+                OutDir = "${baseDir}/tests/outputs/zma_v4/locus_based"
+
+                //// Output CSV instead of Excel for automated output comparison
+                Csv_output = true
+
+                //// Required input
+                ACR_dir = "${baseDir}/tests/inputs/zma_v4/acr_files"
+
+                //// Optional input
+                // Differential expression data
+                DE_genes = false
+                // Expression data
+                Filter_set_genes = true
+                Set_genes_dir = "${baseDir}/tests/inputs/zma_v4/exp_genes_files"
+                One_filtering_set = true
+
+                //// Prediction parameters
+                Bps_intersect = true
+            }
+            workflow {
+                """
+                // define inputs of the workflow here. Example:
+                // input[0] = file("test-file.txt")
+                """
+            }
+        }
+
+        then {
+            assert workflow.success
+            assert snapshot(
+                workflow,
+                path("${params.OutDir}/enrichment_stats").list(),
+                path("${params.OutDir}/GO_enrichment").list(),
+                path("${params.OutDir}/integrative_outputs").list(),
+                path("${params.OutDir}/networks").list(),
+            ).match()
+        }
+    }
+
 }

From f23ecb463dad8d4e70c57771372174043736152d Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 13:35:24 +0200
Subject: [PATCH 41/83] Sort TF families in motif centric output for
 reproducible results

---
 bin/getMotifCentricOutput_gw.py | 4 ++--
 bin/getMotifCentricOutput_lb.py | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/bin/getMotifCentricOutput_gw.py b/bin/getMotifCentricOutput_gw.py
index b0aaf93..685f1fe 100755
--- a/bin/getMotifCentricOutput_gw.py
+++ b/bin/getMotifCentricOutput_gw.py
@@ -125,11 +125,11 @@ def parseArgs():
 if expressed_genes_file:
     enr_stats['Any expressed gene'] = enr_stats.gene_id.isin(exp_genes)
 
-    enr_stats = enr_stats.groupby(['dataset', 'motif', 'real_int', 'shuffled_int', 'p_val', 'enr_fold', 'adj_pval', 'pi_value', 'rank_pi_val']).agg({'gene_id': ','.join, 'family': lambda x: ','.join(list(set(x))), 'Any expressed gene': any}).reset_index().sort_values(by = 'rank_pi_val').drop('gene_id', axis = 1)
+    enr_stats = enr_stats.groupby(['dataset', 'motif', 'real_int', 'shuffled_int', 'p_val', 'enr_fold', 'adj_pval', 'pi_value', 'rank_pi_val']).agg({'gene_id': ','.join, 'family': lambda x: ','.join(sorted(set(x))), 'Any expressed gene': any}).reset_index().sort_values(by = 'rank_pi_val').drop('gene_id', axis = 1)
     
 if not expressed_genes_file:
 
-    enr_stats = enr_stats.groupby(['dataset', 'motif', 'real_int', 'shuffled_int', 'p_val', 'enr_fold', 'adj_pval', 'pi_value', 'rank_pi_val']).agg({'gene_id': ','.join, 'family': lambda x: ','.join(list(set(x)))}).reset_index().sort_values(by = 'rank_pi_val').drop('gene_id', axis = 1)
+    enr_stats = enr_stats.groupby(['dataset', 'motif', 'real_int', 'shuffled_int', 'p_val', 'enr_fold', 'adj_pval', 'pi_value', 'rank_pi_val']).agg({'gene_id': ','.join, 'family': lambda x: ','.join(sorted(set(x)))}).reset_index().sort_values(by = 'rank_pi_val').drop('gene_id', axis = 1)
 
 enr_stats = enr_stats.merge(mot_tf, how = 'right', left_on = 'motif', right_on = 'motif_id').drop('motif_id', axis = 1)
 
diff --git a/bin/getMotifCentricOutput_lb.py b/bin/getMotifCentricOutput_lb.py
index 2273170..5463c36 100755
--- a/bin/getMotifCentricOutput_lb.py
+++ b/bin/getMotifCentricOutput_lb.py
@@ -125,11 +125,11 @@ def parseArgs():
 if expressed_genes_file:
     enr_stats['Any expressed gene'] = enr_stats.gene_id.isin(exp_genes)
 
-    enr_stats = enr_stats.groupby(['dataset', 'input_total_peaks', 'peaks_in_promoter', 'motif','real_int', 'shuffled_int', 'p_val', 'enr_fold', 'adj_pval', 'pi_value', 'rank_pi_val']).agg({'gene_id': ','.join, 'family': lambda x: ','.join(list(set(x))), 'Any expressed gene': any}).reset_index().sort_values(by = 'rank_pi_val').drop('gene_id', axis = 1)
+    enr_stats = enr_stats.groupby(['dataset', 'input_total_peaks', 'peaks_in_promoter', 'motif','real_int', 'shuffled_int', 'p_val', 'enr_fold', 'adj_pval', 'pi_value', 'rank_pi_val']).agg({'gene_id': ','.join, 'family': lambda x: ','.join(sorted(set(x))), 'Any expressed gene': any}).reset_index().sort_values(by = 'rank_pi_val').drop('gene_id', axis = 1)
     
 if not expressed_genes_file:
 
-    enr_stats = enr_stats.groupby(['dataset', 'input_total_peaks', 'peaks_in_promoter', 'motif', 'real_int', 'shuffled_int', 'p_val', 'enr_fold', 'adj_pval', 'pi_value', 'rank_pi_val']).agg({'gene_id': ','.join, 'family': lambda x: ','.join(list(set(x)))}).reset_index().sort_values(by = 'rank_pi_val').drop('gene_id', axis = 1)
+    enr_stats = enr_stats.groupby(['dataset', 'input_total_peaks', 'peaks_in_promoter', 'motif', 'real_int', 'shuffled_int', 'p_val', 'enr_fold', 'adj_pval', 'pi_value', 'rank_pi_val']).agg({'gene_id': ','.join, 'family': lambda x: ','.join(sorted(set(x)))}).reset_index().sort_values(by = 'rank_pi_val').drop('gene_id', axis = 1)
 
 enr_stats = enr_stats.merge(mot_tf, how = 'right', left_on = 'motif', right_on = 'motif_id').drop('motif_id', axis = 1)
 

From 7de457cda60ac546021caedfb01f933cd6ccccd2 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 14:00:25 +0200
Subject: [PATCH 42/83] Update test snapshot: maize_v4 genome_wide

---
 tests/mini_ac.nf.test.snap | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/mini_ac.nf.test.snap b/tests/mini_ac.nf.test.snap
index 8eb4613..9fe9cb3 100644
--- a/tests/mini_ac.nf.test.snap
+++ b/tests/mini_ac.nf.test.snap
@@ -35,12 +35,12 @@
                 "bundle_sheath_marand_top10k_chr1_GO_enrichment.csv:md5,b7c00d0029349a07d24b9c8e09b487d0",
                 "bundle_sheath_marand_top10k_chr1_TF_centric.csv:md5,3b5e27cb8137427fb0a3064ee8e8f3bc",
                 "bundle_sheath_marand_top10k_chr1_functional_network.txt:md5,4bb035ce16e2cc08de102e5f1a1e50f0",
-                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,e243ebc905669c6bc370017f570a1226",
+                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,3a8395ac2eef34cf73f6be805be92f03",
                 "bundle_sheath_marand_top10k_chr1_node_attributes.txt:md5,9a8695f13204877ef3ba00f3dcde0d49",
                 "mesophyll_marand_top10k_chr1_GO_enrichment.csv:md5,e0df3df69365e1c9aeec86655ae56320",
                 "mesophyll_marand_top10k_chr1_TF_centric.csv:md5,8c9ff0fa88ae3df64cab220ae2ce1d84",
                 "mesophyll_marand_top10k_chr1_functional_network.txt:md5,bbd0e70667415779799281749cf5dbc6",
-                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,33f411d3d31c1ff9e266740911f50e49",
+                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,391e440c829285fc7a096ee34eff1278",
                 "mesophyll_marand_top10k_chr1_node_attributes.txt:md5,ab4edb60d8ae6dfad60ce592d98e9fb8"
             ],
             [
@@ -50,6 +50,6 @@
                 "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,2f46652db211543d395bfb8662ec1f31"
             ]
         ],
-        "timestamp": "2023-09-26T10:05:01+0000"
+        "timestamp": "2023-09-26T11:40:18+0000"
     }
 }
\ No newline at end of file

From f80356673b66ece3cb3c3cf7f57927ead8e18eac Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 14:22:03 +0200
Subject: [PATCH 43/83] Add maize_v4 locus-based test case

---
 tests/mini_ac.nf.test      |  4 +--
 tests/mini_ac.nf.test.snap | 56 +++++++++++++++++++++++++++++++++++++-
 2 files changed, 57 insertions(+), 3 deletions(-)

diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 3ac6c75..73db0a2 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -95,8 +95,8 @@ nextflow_workflow {
                 Shuffle_seed = 42
 
                 //// Hard code data paths
-                MotMapsFile_lb = "${baseDir}/tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown.bed"
-                Promoter_file = "${baseDir}/tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted.bed"
+                MotMapsFile_lb = "${baseDir}/tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed"
+                Promoter_file = "${baseDir}/tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed"
                 Faix_file = "${baseDir}/data/zma_v4/zma_v4.fasta.fai"
                 Motif_tf_file = "${baseDir}/data/zma_v4/zma_v4_motif_TF_file.txt"
                 Feature_file = "${baseDir}/data/zma_v4/zma_v4_go_gene_file.txt"
diff --git a/tests/mini_ac.nf.test.snap b/tests/mini_ac.nf.test.snap
index 9fe9cb3..53babd1 100644
--- a/tests/mini_ac.nf.test.snap
+++ b/tests/mini_ac.nf.test.snap
@@ -50,6 +50,60 @@
                 "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,2f46652db211543d395bfb8662ec1f31"
             ]
         ],
-        "timestamp": "2023-09-26T11:40:18+0000"
+        "timestamp": "2023-09-26T12:08:32+0000"
+    },
+    "maize_v4 locus_based": {
+        "content": [
+            {
+                "stderr": [
+                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
+                ],
+                "errorReport": null,
+                "exitStatus": 0,
+                "out": {
+                    
+                },
+                "failed": false,
+                "stdout": [
+                    "WARN: Access to undefined parameter `DE_genes_dir` -- Initialise it to a default value eg. `params.DE_genes_dir = some_value`",
+                    "WARN: Access to undefined parameter `One_DE_set` -- Initialise it to a default value eg. `params.One_DE_set = some_value`"
+                ],
+                "errorMessage": null,
+                "trace": {
+                    "tasksFailed": 0,
+                    "tasksCount": 12,
+                    "tasksSucceeded": 12
+                },
+                "name": "workflow",
+                "success": true
+            },
+            [
+                "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,7aa2082ed1c20b992719cdd109aa2954",
+                "mesophyll_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,a62e24f384f5226637fe3350f2d32f42"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.txt:md5,147f8825d5cc12c28d506b30ec4c754a",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.txt:md5,147f8825d5cc12c28d506b30ec4c754a"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.csv:md5,b7c00d0029349a07d24b9c8e09b487d0",
+                "bundle_sheath_marand_top10k_chr1_TF_centric.csv:md5,9347808e34327e0a9bc76db493c4826e",
+                "bundle_sheath_marand_top10k_chr1_functional_network.txt:md5,172afe26d92d2f828788ae97ac8937e6",
+                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,9347808e34327e0a9bc76db493c4826e",
+                "bundle_sheath_marand_top10k_chr1_node_attributes.txt:md5,172afe26d92d2f828788ae97ac8937e6",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.csv:md5,b7c00d0029349a07d24b9c8e09b487d0",
+                "mesophyll_marand_top10k_chr1_TF_centric.csv:md5,9347808e34327e0a9bc76db493c4826e",
+                "mesophyll_marand_top10k_chr1_functional_network.txt:md5,172afe26d92d2f828788ae97ac8937e6",
+                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,9347808e34327e0a9bc76db493c4826e",
+                "mesophyll_marand_top10k_chr1_node_attributes.txt:md5,172afe26d92d2f828788ae97ac8937e6"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_network.txt:md5,e749240d444c1ad9bc2f59a1454c99f6",
+                "bundle_sheath_marand_top10k_chr1_network_filtered.txt:md5,d41d8cd98f00b204e9800998ecf8427e",
+                "mesophyll_marand_top10k_chr1_network.txt:md5,e749240d444c1ad9bc2f59a1454c99f6",
+                "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,d41d8cd98f00b204e9800998ecf8427e"
+            ]
+        ],
+        "timestamp": "2023-09-26T12:08:32+0000"
     }
 }
\ No newline at end of file

From 41f9729c892f6a7f6b31421cc98a38c6e26436f1 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 15:14:45 +0200
Subject: [PATCH 44/83] Sort output of bps stats

---
 bin/processStats_bps_gw.py | 2 +-
 bin/processStats_bps_lb.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/bin/processStats_bps_gw.py b/bin/processStats_bps_gw.py
index ef33eaf..846dd91 100755
--- a/bin/processStats_bps_gw.py
+++ b/bin/processStats_bps_gw.py
@@ -112,5 +112,5 @@ def parseArgs():
 FDR = multipletests(data_df['p_val'], method = 'fdr_bh', alpha = 0.05)
 data_df.insert(6, 'adj_pval', FDR[1])
 
-data_df.to_csv(out_file, sep = "\t", index = None, na_rep = "nan")
+data_df.sort_values(by = 'motif').to_csv(out_file, sep = "\t", index = None, na_rep = "nan")
 
diff --git a/bin/processStats_bps_lb.py b/bin/processStats_bps_lb.py
index bed73d4..cff44b5 100755
--- a/bin/processStats_bps_lb.py
+++ b/bin/processStats_bps_lb.py
@@ -118,5 +118,5 @@ def parseArgs():
 FDR = multipletests(data_df['p_val'], method = 'fdr_bh', alpha = 0.05)
 data_df.insert(7, 'adj_pval', FDR[1])
 
-data_df.to_csv(out_file, sep = "\t", index = None, na_rep = "nan")
+data_df.sort_values(by = 'motif').to_csv(out_file, sep = "\t", index = None, na_rep = "nan")
 

From 8bcabe262666960e1c0a2bae373879e7cb66de41 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Tue, 26 Sep 2023 15:58:17 +0200
Subject: [PATCH 45/83] Update test snapshot for maize test cases (final)

---
 tests/mini_ac.nf.test.snap | 40 +++++++++++++++++++-------------------
 1 file changed, 20 insertions(+), 20 deletions(-)

diff --git a/tests/mini_ac.nf.test.snap b/tests/mini_ac.nf.test.snap
index 53babd1..f6776da 100644
--- a/tests/mini_ac.nf.test.snap
+++ b/tests/mini_ac.nf.test.snap
@@ -50,7 +50,7 @@
                 "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,2f46652db211543d395bfb8662ec1f31"
             ]
         ],
-        "timestamp": "2023-09-26T12:08:32+0000"
+        "timestamp": "2023-09-26T13:43:46+0000"
     },
     "maize_v4 locus_based": {
         "content": [
@@ -78,32 +78,32 @@
                 "success": true
             },
             [
-                "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,7aa2082ed1c20b992719cdd109aa2954",
-                "mesophyll_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,a62e24f384f5226637fe3350f2d32f42"
+                "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,40c1c0cd068e3f6836ba99a205798474",
+                "mesophyll_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,05064a20e72e805d74a3ac1cae3cf16a"
             ],
             [
-                "bundle_sheath_marand_top10k_chr1_GO_enrichment.txt:md5,147f8825d5cc12c28d506b30ec4c754a",
-                "mesophyll_marand_top10k_chr1_GO_enrichment.txt:md5,147f8825d5cc12c28d506b30ec4c754a"
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.txt:md5,7a32ac19926b234b4e77cf74330f90e2",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.txt:md5,9753846fba7d622132987846d5d01ea4"
             ],
             [
-                "bundle_sheath_marand_top10k_chr1_GO_enrichment.csv:md5,b7c00d0029349a07d24b9c8e09b487d0",
-                "bundle_sheath_marand_top10k_chr1_TF_centric.csv:md5,9347808e34327e0a9bc76db493c4826e",
-                "bundle_sheath_marand_top10k_chr1_functional_network.txt:md5,172afe26d92d2f828788ae97ac8937e6",
-                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,9347808e34327e0a9bc76db493c4826e",
-                "bundle_sheath_marand_top10k_chr1_node_attributes.txt:md5,172afe26d92d2f828788ae97ac8937e6",
-                "mesophyll_marand_top10k_chr1_GO_enrichment.csv:md5,b7c00d0029349a07d24b9c8e09b487d0",
-                "mesophyll_marand_top10k_chr1_TF_centric.csv:md5,9347808e34327e0a9bc76db493c4826e",
-                "mesophyll_marand_top10k_chr1_functional_network.txt:md5,172afe26d92d2f828788ae97ac8937e6",
-                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,9347808e34327e0a9bc76db493c4826e",
-                "mesophyll_marand_top10k_chr1_node_attributes.txt:md5,172afe26d92d2f828788ae97ac8937e6"
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.csv:md5,9dd2a3396e25369c9397ae880d33a48a",
+                "bundle_sheath_marand_top10k_chr1_TF_centric.csv:md5,f7da179b6ae7d55e937d56d7d4ac0b10",
+                "bundle_sheath_marand_top10k_chr1_functional_network.txt:md5,70c128571c2464e548cba3f2158e4bb7",
+                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,34ab01a07500a025e634af7712d774c0",
+                "bundle_sheath_marand_top10k_chr1_node_attributes.txt:md5,7024004cce3df6e3f6561d1df56645c6",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.csv:md5,375aecbcff1ee247656f491e469d1f1d",
+                "mesophyll_marand_top10k_chr1_TF_centric.csv:md5,1a8b570331c12f9cfdd98c85b0c18924",
+                "mesophyll_marand_top10k_chr1_functional_network.txt:md5,c472a7f87e4a4e422c6165152c970697",
+                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,181403d96fb7d5c98dfcb98a0605dbe0",
+                "mesophyll_marand_top10k_chr1_node_attributes.txt:md5,fbc3be7043c82dc203b3f1f98ddeee9e"
             ],
             [
-                "bundle_sheath_marand_top10k_chr1_network.txt:md5,e749240d444c1ad9bc2f59a1454c99f6",
-                "bundle_sheath_marand_top10k_chr1_network_filtered.txt:md5,d41d8cd98f00b204e9800998ecf8427e",
-                "mesophyll_marand_top10k_chr1_network.txt:md5,e749240d444c1ad9bc2f59a1454c99f6",
-                "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,d41d8cd98f00b204e9800998ecf8427e"
+                "bundle_sheath_marand_top10k_chr1_network.txt:md5,e849be990f7af97a93dc2e247b639f27",
+                "bundle_sheath_marand_top10k_chr1_network_filtered.txt:md5,0bac5df397663df023c84df1dd1f9a38",
+                "mesophyll_marand_top10k_chr1_network.txt:md5,a377daa145c199bf4221664b0a721aa9",
+                "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,60bea8aab77abd281b2b8e040f2938ff"
             ]
         ],
-        "timestamp": "2023-09-26T12:08:32+0000"
+        "timestamp": "2023-09-26T13:43:46+0000"
     }
 }
\ No newline at end of file

From d9ad64860dae700da36965daa6b293658d0bba94 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 09:24:09 +0200
Subject: [PATCH 46/83] Add arabidopsis test cases

---
 test.sh                    |  12 +++-
 tests/data/ath/.keep       |   0
 tests/mini_ac.nf.test      | 137 ++++++++++++++++++++++++++++++++++++-
 tests/mini_ac.nf.test.snap | 109 -----------------------------
 4 files changed, 146 insertions(+), 112 deletions(-)
 create mode 100644 tests/data/ath/.keep
 delete mode 100644 tests/mini_ac.nf.test.snap

diff --git a/test.sh b/test.sh
index 94f1c9b..7e28855 100755
--- a/test.sh
+++ b/test.sh
@@ -11,6 +11,8 @@ module load nextflow
 # fetch zma_v4 test motif mappings (if not already present)
 zma_v4_genome_wide_motif_mapping=tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed
 zma_v4_locus_based_motif_mapping=tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
+ath_genome_wide_motif_mapping=tests/data/ath/ath_genome_wide_motif_mappings.bed
+ath_locus_based_motif_mapping=tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
 
 if [ ! -f "$zma_v4_genome_wide_motif_mapping" ]; then
   curl -k -o $zma_v4_genome_wide_motif_mapping https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
@@ -20,10 +22,18 @@ if [ ! -f "$zma_v4_locus_based_motif_mapping" ]; then
   curl -k -o $zma_v4_locus_based_motif_mapping https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
 fi
 
+if [ ! -f "$ath_genome_wide_motif_mapping" ]; then
+  curl -k -o $ath_genome_wide_motif_mapping https://zenodo.org/record/7974527/files/ath_genome_wide_motif_mappings.bed?download=1
+fi
+
+if [ ! -f "$ath_locus_based_motif_mapping" ]; then
+  curl -k -o $ath_locus_based_motif_mapping https://zenodo.org/record/7974527/files/ath_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1
+fi
+
 # install nf-test locally (if not already present)
 if [ ! -f "nf-test" ]; then
   wget -qO- https://code.askimed.com/install/nf-test | bash
 fi
 
 # run MINI-AC test pipeline
-./nf-test test
+./nf-test test $1
diff --git a/tests/data/ath/.keep b/tests/data/ath/.keep
new file mode 100644
index 0000000..e69de29
diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 73db0a2..1bc16eb 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -4,6 +4,7 @@ nextflow_workflow {
     script "mini_ac.nf"
     workflow "MINIAC"
 
+    
     test("maize_v4 genome_wide") {
 
         when {
@@ -75,7 +76,6 @@ nextflow_workflow {
                 path("${params.OutDir}/networks").list(),
             ).match()
         }
-
     }
 
     test("maize_v4 locus_based") {
@@ -89,7 +89,7 @@ nextflow_workflow {
                 species = "maize_v4"
 
                 //// Lower shuffle count to reduce test runtime
-                Shuffle_count = 100
+                Shuffle_count = 200
 
                 //// Fix shuffle seed for reproducible test results
                 Shuffle_seed = 42
@@ -144,4 +144,137 @@ nextflow_workflow {
         }
     }
 
+    test("arabidopsis genome_wide") {
+
+        when {
+            params {
+                //// Mode
+                mode = "genome_wide"
+
+                //// Species
+                species = "arabidopsis"
+
+                //// Lower shuffle count to reduce test runtime
+                Shuffle_count = 100
+
+                //// Fix shuffle seed for reproducible test results
+                Shuffle_seed = 42
+
+                //// Hard code data paths
+                MotMapsFile_gw = "${baseDir}/tests/data/ath/ath_genome_wide_motif_mappings.bed"
+                Non_cod_genome = "${baseDir}/data/ath/ath_noncod_merged.bed"
+                Faix_file = "${baseDir}/data/ath/ath.fasta.fai"
+                Motif_tf_file = "${baseDir}/data/ath/ath_motif_TF_file.txt"
+                Genes_coords = "${baseDir}/data/ath/ath_genes_coords_sorted.bed"
+                Feature_file = "${baseDir}/data/ath/ath_go_gene_file.txt"
+                TF_fam_file = "${baseDir}/data/ath/ath_TF_family_file.txt"
+                Genes_metadata = "${baseDir}/data/ath/arabidopsis_gene_metadata_file.txt"
+                OBO_file = "${baseDir}/data/ontologies/go.obo"
+
+                //// Output folder
+                OutDir = "${baseDir}/tests/outputs/ath/genome_wide"
+
+                //// Output CSV instead of Excel for automated output comparison
+                Csv_output = true
+
+                //// Required input
+                ACR_dir = "${baseDir}/tests/inputs/ath/acr_files"
+
+                //// Optional input
+                // Differential expression data
+                DE_genes = true
+                DE_genes_dir = "${baseDir}/tests/inputs/ath/de_files"
+                One_DE_set = false
+                // Expression data
+                Filter_set_genes = false
+
+                //// Prediction parameters
+                Bps_intersect = true
+
+                //// Prediction parameters only genome-wide
+                Second_gene_annot = false
+            }
+            workflow {
+                """
+                // define inputs of the workflow here. Example:
+                // input[0] = file("test-file.txt")
+                """
+            }
+        }
+
+        then {
+            assert workflow.success
+            assert snapshot(
+                workflow,
+                path("${params.OutDir}/enrichment_stats").list(),
+                path("${params.OutDir}/GO_enrichment").list(),
+                path("${params.OutDir}/integrative_outputs").list(),
+                path("${params.OutDir}/networks").list(),
+            ).match()
+        }
+    }
+
+    test("arabidopsis locus_based") {
+
+        when {
+            params {
+                //// Mode
+                mode = "locus_based"
+
+                //// Species
+                species = "arabidopsis"
+
+                //// Lower shuffle count to reduce test runtime
+                Shuffle_count = 200
+
+                //// Fix shuffle seed for reproducible test results
+                Shuffle_seed = 42
+
+                //// Hard code data paths
+                MotMapsFile_lb = "${baseDir}/tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed"
+                Promoter_file = "${baseDir}/data/ath/ath_promoter_5kbup_1kbdown_sorted.bed"
+                Faix_file = "${baseDir}/data/ath/ath.fasta.fai"
+                Motif_tf_file = "${baseDir}/data/ath/ath_motif_TF_file.txt"
+                Feature_file = "${baseDir}/data/ath/ath_go_gene_file.txt"
+                TF_fam_file = "${baseDir}/data/ath/ath_TF_family_file.txt"
+                Genes_metadata = "${baseDir}/data/ath/arabidopsis_gene_metadata_file.txt"
+                OBO_file = "${baseDir}/data/ontologies/go.obo"
+
+                //// Output folder
+                OutDir = "${baseDir}/tests/outputs/ath/locus_based"
+
+                //// Output CSV instead of Excel for automated output comparison
+                Csv_output = true
+
+                //// Required input
+                ACR_dir = "${baseDir}/tests/inputs/ath/acr_files"
+
+                //// Optional input
+                // Differential expression data
+                DE_genes = false
+                // Expression data
+                Filter_set_genes = false
+
+                //// Prediction parameters
+                Bps_intersect = false
+            }
+            workflow {
+                """
+                // define inputs of the workflow here. Example:
+                // input[0] = file("test-file.txt")
+                """
+            }
+        }
+
+        then {
+            assert workflow.success
+            assert snapshot(
+                workflow,
+                path("${params.OutDir}/enrichment_stats").list(),
+                path("${params.OutDir}/GO_enrichment").list(),
+                path("${params.OutDir}/integrative_outputs").list(),
+                path("${params.OutDir}/networks").list(),
+            ).match()
+        }
+    }
 }
diff --git a/tests/mini_ac.nf.test.snap b/tests/mini_ac.nf.test.snap
deleted file mode 100644
index f6776da..0000000
--- a/tests/mini_ac.nf.test.snap
+++ /dev/null
@@ -1,109 +0,0 @@
-{
-    "maize_v4 genome_wide": {
-        "content": [
-            {
-                "stderr": [
-                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
-                ],
-                "errorReport": null,
-                "exitStatus": 0,
-                "out": {
-                    
-                },
-                "failed": false,
-                "stdout": [
-                    
-                ],
-                "errorMessage": null,
-                "trace": {
-                    "tasksFailed": 0,
-                    "tasksCount": 12,
-                    "tasksSucceeded": 12
-                },
-                "name": "workflow",
-                "success": true
-            },
-            [
-                "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,1e9f5e9dd74a7d87f70d457560ef5582",
-                "mesophyll_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,c0b46c8893eb2de41023235157e7b545"
-            ],
-            [
-                "bundle_sheath_marand_top10k_chr1_GO_enrichment.txt:md5,147f8825d5cc12c28d506b30ec4c754a",
-                "mesophyll_marand_top10k_chr1_GO_enrichment.txt:md5,3b4e2bdcbe2b8a902a22bee40f7efc50"
-            ],
-            [
-                "bundle_sheath_marand_top10k_chr1_GO_enrichment.csv:md5,b7c00d0029349a07d24b9c8e09b487d0",
-                "bundle_sheath_marand_top10k_chr1_TF_centric.csv:md5,3b5e27cb8137427fb0a3064ee8e8f3bc",
-                "bundle_sheath_marand_top10k_chr1_functional_network.txt:md5,4bb035ce16e2cc08de102e5f1a1e50f0",
-                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,3a8395ac2eef34cf73f6be805be92f03",
-                "bundle_sheath_marand_top10k_chr1_node_attributes.txt:md5,9a8695f13204877ef3ba00f3dcde0d49",
-                "mesophyll_marand_top10k_chr1_GO_enrichment.csv:md5,e0df3df69365e1c9aeec86655ae56320",
-                "mesophyll_marand_top10k_chr1_TF_centric.csv:md5,8c9ff0fa88ae3df64cab220ae2ce1d84",
-                "mesophyll_marand_top10k_chr1_functional_network.txt:md5,bbd0e70667415779799281749cf5dbc6",
-                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,391e440c829285fc7a096ee34eff1278",
-                "mesophyll_marand_top10k_chr1_node_attributes.txt:md5,ab4edb60d8ae6dfad60ce592d98e9fb8"
-            ],
-            [
-                "bundle_sheath_marand_top10k_chr1_network.txt:md5,216ceb10b36d17b10e68f9bf5256d8eb",
-                "bundle_sheath_marand_top10k_chr1_network_filtered.txt:md5,abf45ebb46c870e023cf8cde900e914e",
-                "mesophyll_marand_top10k_chr1_network.txt:md5,eda5ca6e1146b60b5df56adc11e33781",
-                "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,2f46652db211543d395bfb8662ec1f31"
-            ]
-        ],
-        "timestamp": "2023-09-26T13:43:46+0000"
-    },
-    "maize_v4 locus_based": {
-        "content": [
-            {
-                "stderr": [
-                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
-                ],
-                "errorReport": null,
-                "exitStatus": 0,
-                "out": {
-                    
-                },
-                "failed": false,
-                "stdout": [
-                    "WARN: Access to undefined parameter `DE_genes_dir` -- Initialise it to a default value eg. `params.DE_genes_dir = some_value`",
-                    "WARN: Access to undefined parameter `One_DE_set` -- Initialise it to a default value eg. `params.One_DE_set = some_value`"
-                ],
-                "errorMessage": null,
-                "trace": {
-                    "tasksFailed": 0,
-                    "tasksCount": 12,
-                    "tasksSucceeded": 12
-                },
-                "name": "workflow",
-                "success": true
-            },
-            [
-                "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,40c1c0cd068e3f6836ba99a205798474",
-                "mesophyll_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,05064a20e72e805d74a3ac1cae3cf16a"
-            ],
-            [
-                "bundle_sheath_marand_top10k_chr1_GO_enrichment.txt:md5,7a32ac19926b234b4e77cf74330f90e2",
-                "mesophyll_marand_top10k_chr1_GO_enrichment.txt:md5,9753846fba7d622132987846d5d01ea4"
-            ],
-            [
-                "bundle_sheath_marand_top10k_chr1_GO_enrichment.csv:md5,9dd2a3396e25369c9397ae880d33a48a",
-                "bundle_sheath_marand_top10k_chr1_TF_centric.csv:md5,f7da179b6ae7d55e937d56d7d4ac0b10",
-                "bundle_sheath_marand_top10k_chr1_functional_network.txt:md5,70c128571c2464e548cba3f2158e4bb7",
-                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,34ab01a07500a025e634af7712d774c0",
-                "bundle_sheath_marand_top10k_chr1_node_attributes.txt:md5,7024004cce3df6e3f6561d1df56645c6",
-                "mesophyll_marand_top10k_chr1_GO_enrichment.csv:md5,375aecbcff1ee247656f491e469d1f1d",
-                "mesophyll_marand_top10k_chr1_TF_centric.csv:md5,1a8b570331c12f9cfdd98c85b0c18924",
-                "mesophyll_marand_top10k_chr1_functional_network.txt:md5,c472a7f87e4a4e422c6165152c970697",
-                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,181403d96fb7d5c98dfcb98a0605dbe0",
-                "mesophyll_marand_top10k_chr1_node_attributes.txt:md5,fbc3be7043c82dc203b3f1f98ddeee9e"
-            ],
-            [
-                "bundle_sheath_marand_top10k_chr1_network.txt:md5,e849be990f7af97a93dc2e247b639f27",
-                "bundle_sheath_marand_top10k_chr1_network_filtered.txt:md5,0bac5df397663df023c84df1dd1f9a38",
-                "mesophyll_marand_top10k_chr1_network.txt:md5,a377daa145c199bf4221664b0a721aa9",
-                "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,60bea8aab77abd281b2b8e040f2938ff"
-            ]
-        ],
-        "timestamp": "2023-09-26T13:43:46+0000"
-    }
-}
\ No newline at end of file

From 1fa1acc83946d42e805513d51442db5feb78f9aa Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 10:33:48 +0200
Subject: [PATCH 47/83] Add test snapshot

---
 tests/mini_ac.nf.test      |  17 ++-
 tests/mini_ac.nf.test.snap | 215 +++++++++++++++++++++++++++++++++++++
 2 files changed, 228 insertions(+), 4 deletions(-)
 create mode 100644 tests/mini_ac.nf.test.snap

diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 1bc16eb..83b2724 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -69,7 +69,9 @@ nextflow_workflow {
         then {
             assert workflow.success
             assert snapshot(
-                workflow,
+                workflow.errorReport,
+                workflow.exitStatus,
+                workflow.trace,
                 path("${params.OutDir}/enrichment_stats").list(),
                 path("${params.OutDir}/GO_enrichment").list(),
                 path("${params.OutDir}/integrative_outputs").list(),
@@ -135,7 +137,9 @@ nextflow_workflow {
         then {
             assert workflow.success
             assert snapshot(
-                workflow,
+                workflow.errorReport,
+                workflow.exitStatus,
+                workflow.trace,
                 path("${params.OutDir}/enrichment_stats").list(),
                 path("${params.OutDir}/GO_enrichment").list(),
                 path("${params.OutDir}/integrative_outputs").list(),
@@ -193,6 +197,7 @@ nextflow_workflow {
 
                 //// Prediction parameters only genome-wide
                 Second_gene_annot = false
+                Second_gene_dist = 0
             }
             workflow {
                 """
@@ -205,7 +210,9 @@ nextflow_workflow {
         then {
             assert workflow.success
             assert snapshot(
-                workflow,
+                workflow.errorReport,
+                workflow.exitStatus,
+                workflow.trace,
                 path("${params.OutDir}/enrichment_stats").list(),
                 path("${params.OutDir}/GO_enrichment").list(),
                 path("${params.OutDir}/integrative_outputs").list(),
@@ -269,7 +276,9 @@ nextflow_workflow {
         then {
             assert workflow.success
             assert snapshot(
-                workflow,
+                workflow.errorReport,
+                workflow.exitStatus,
+                workflow.trace,
                 path("${params.OutDir}/enrichment_stats").list(),
                 path("${params.OutDir}/GO_enrichment").list(),
                 path("${params.OutDir}/integrative_outputs").list(),
diff --git a/tests/mini_ac.nf.test.snap b/tests/mini_ac.nf.test.snap
new file mode 100644
index 0000000..7f2ccb9
--- /dev/null
+++ b/tests/mini_ac.nf.test.snap
@@ -0,0 +1,215 @@
+{
+    "arabidopsis locus_based": {
+        "content": [
+            {
+                "stderr": [
+                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
+                ],
+                "errorReport": null,
+                "exitStatus": 0,
+                "out": {
+                    
+                },
+                "failed": false,
+                "stdout": [
+                    "WARN: Access to undefined parameter `Set_genes_dir` -- Initialise it to a default value eg. `params.Set_genes_dir = some_value`",
+                    "WARN: Access to undefined parameter `One_filtering_set` -- Initialise it to a default value eg. `params.One_filtering_set = some_value`",
+                    "WARN: Access to undefined parameter `DE_genes_dir` -- Initialise it to a default value eg. `params.DE_genes_dir = some_value`",
+                    "WARN: Access to undefined parameter `One_DE_set` -- Initialise it to a default value eg. `params.One_DE_set = some_value`"
+                ],
+                "errorMessage": null,
+                "trace": {
+                    "tasksFailed": 0,
+                    "tasksCount": 10,
+                    "tasksSucceeded": 10
+                },
+                "name": "workflow",
+                "success": true
+            },
+            [
+                "DAR_Ep_iACR_allshuff_sorted_miniac_stats.txt:md5,47eeca81592256da13ee3d5273f3d3b9",
+                "DAR_Va_iACR_allshuff_sorted_miniac_stats.txt:md5,d1507c07e24faa36033a03e67a0a9fb9"
+            ],
+            [
+                "DAR_Ep_iACR_GO_enrichment.txt:md5,97ee472e2a22682ceeb30dc0bacbbe2e",
+                "DAR_Va_iACR_GO_enrichment.txt:md5,f98a371b2d4b8df9222a14c3f7d375e4"
+            ],
+            [
+                "DAR_Ep_iACR_GO_enrichment.csv:md5,fff2885bce4c5dd772019254bb7ac5ae",
+                "DAR_Ep_iACR_TF_centric.csv:md5,dc4853fbef030d47cae8ad2948f8cb73",
+                "DAR_Ep_iACR_functional_network.txt:md5,088b18dbc34ec3a9d4e44211f69e35ab",
+                "DAR_Ep_iACR_motif_centric.csv:md5,3c5f44bacfdc61a476461471a4495d40",
+                "DAR_Ep_iACR_node_attributes.txt:md5,bef3d414967062662852fc6e9bfce269",
+                "DAR_Va_iACR_GO_enrichment.csv:md5,c710c97bfd5a1187a2623ec066f78ce4",
+                "DAR_Va_iACR_TF_centric.csv:md5,aa5e99f06936593a8f2573119ab945dc",
+                "DAR_Va_iACR_functional_network.txt:md5,b74cf12a59a05c34bc27e3d7e5010ff4",
+                "DAR_Va_iACR_motif_centric.csv:md5,8fcc580f6e74d4b748f7b0ebe467fb94",
+                "DAR_Va_iACR_node_attributes.txt:md5,d646f1d61c3644c6d724768030e791ca"
+            ],
+            [
+                "DAR_Ep_iACR_network.txt:md5,6f2554a3103f566f43e1c8055c309650",
+                "DAR_Va_iACR_network.txt:md5,6ba8ff61691d2d63926032264792ac9d"
+            ]
+        ],
+        "timestamp": "2023-09-27T08:24:13+0000"
+    },
+    "arabidopsis genome_wide": {
+        "content": [
+            {
+                "stderr": [
+                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
+                ],
+                "errorReport": null,
+                "exitStatus": 0,
+                "out": {
+                    
+                },
+                "failed": false,
+                "stdout": [
+                    "WARN: Access to undefined parameter `Set_genes_dir` -- Initialise it to a default value eg. `params.Set_genes_dir = some_value`",
+                    "WARN: Access to undefined parameter `One_filtering_set` -- Initialise it to a default value eg. `params.One_filtering_set = some_value`"
+                ],
+                "errorMessage": null,
+                "trace": {
+                    "tasksFailed": 0,
+                    "tasksCount": 10,
+                    "tasksSucceeded": 10
+                },
+                "name": "workflow",
+                "success": true
+            },
+            [
+                "DAR_Ep_iACR_allshuff_sorted_miniac_stats.txt:md5,80adf252c9802b3fbe999d657895ee21",
+                "DAR_Va_iACR_allshuff_sorted_miniac_stats.txt:md5,22569f773122eb29e64ff19f503e024a"
+            ],
+            [
+                "DAR_Ep_iACR_GO_enrichment.txt:md5,9e12b4f4a49cc99b5f0afdd9582536b2",
+                "DAR_Va_iACR_GO_enrichment.txt:md5,5f24d76758e6beea6a9b1cfa8b855e13"
+            ],
+            [
+                "DAR_Ep_iACR_GO_enrichment.csv:md5,9ad54a6e869d550f91a5b3be5a27856a",
+                "DAR_Ep_iACR_TF_centric.csv:md5,92086d7392a20f8044cc0ead47a25904",
+                "DAR_Ep_iACR_functional_network.txt:md5,40324c23b4620df8d45b8ba4aa983883",
+                "DAR_Ep_iACR_motif_centric.csv:md5,a6f20927d298f1375ec02f0f0de2d8c6",
+                "DAR_Ep_iACR_node_attributes.txt:md5,cc494f2b5bc988ffc65ce7f08a82a3ed",
+                "DAR_Va_iACR_GO_enrichment.csv:md5,ed565209194cd8de852031b58dd47681",
+                "DAR_Va_iACR_TF_centric.csv:md5,964ff38b14ac4725aaf011fa37bc9381",
+                "DAR_Va_iACR_functional_network.txt:md5,a7eb6a3f8efff3178c4f0a302ce941cc",
+                "DAR_Va_iACR_motif_centric.csv:md5,0cbfb8bde3bc658c985273ede39b2129",
+                "DAR_Va_iACR_node_attributes.txt:md5,30fdff78fb3a506123dcdb1a66f9801c"
+            ],
+            [
+                "DAR_Ep_iACR_network.txt:md5,e0338019453484b8b3350b573eb9de80",
+                "DAR_Va_iACR_network.txt:md5,f2417a83aaa23ea090fa698222dd82c1"
+            ]
+        ],
+        "timestamp": "2023-09-27T08:24:13+0000"
+    },
+    "maize_v4 genome_wide": {
+        "content": [
+            {
+                "stderr": [
+                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
+                ],
+                "errorReport": null,
+                "exitStatus": 0,
+                "out": {
+                    
+                },
+                "failed": false,
+                "stdout": [
+                    
+                ],
+                "errorMessage": null,
+                "trace": {
+                    "tasksFailed": 0,
+                    "tasksCount": 12,
+                    "tasksSucceeded": 12
+                },
+                "name": "workflow",
+                "success": true
+            },
+            [
+                "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,1e9f5e9dd74a7d87f70d457560ef5582",
+                "mesophyll_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,c0b46c8893eb2de41023235157e7b545"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.txt:md5,de92b29c1b106a184dfc6fe328454d48",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.txt:md5,d770761d0cbcd3c993c5458589b73b3d"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.csv:md5,7f762c74acac55b704ecef4cde853821",
+                "bundle_sheath_marand_top10k_chr1_TF_centric.csv:md5,a8f572ca87cc077bca2b3912858331dc",
+                "bundle_sheath_marand_top10k_chr1_functional_network.txt:md5,377044be135a9cd382d5969fad94ed26",
+                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,3a8395ac2eef34cf73f6be805be92f03",
+                "bundle_sheath_marand_top10k_chr1_node_attributes.txt:md5,4ca2880d305652e3a5c540085f16f638",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.csv:md5,ba6b86632b727960b596e6e9a2804d3c",
+                "mesophyll_marand_top10k_chr1_TF_centric.csv:md5,40ef60201fc6b751f793c2bb86a05202",
+                "mesophyll_marand_top10k_chr1_functional_network.txt:md5,fa2a344f846163e183579c568dc580fc",
+                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,391e440c829285fc7a096ee34eff1278",
+                "mesophyll_marand_top10k_chr1_node_attributes.txt:md5,eba2317cf6c1b54c3342297d40123e9d"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_network.txt:md5,235ad145870e1988282a7843d98a0ccd",
+                "bundle_sheath_marand_top10k_chr1_network_filtered.txt:md5,094b8d1bf59122abc0484289ccdeee11",
+                "mesophyll_marand_top10k_chr1_network.txt:md5,ebbccad71e0241ec5d111975cb251032",
+                "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,d522a2fa715bb9d36bf49d43115d554e"
+            ]
+        ],
+        "timestamp": "2023-09-27T08:24:13+0000"
+    },
+    "maize_v4 locus_based": {
+        "content": [
+            {
+                "stderr": [
+                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
+                ],
+                "errorReport": null,
+                "exitStatus": 0,
+                "out": {
+                    
+                },
+                "failed": false,
+                "stdout": [
+                    "WARN: Access to undefined parameter `DE_genes_dir` -- Initialise it to a default value eg. `params.DE_genes_dir = some_value`",
+                    "WARN: Access to undefined parameter `One_DE_set` -- Initialise it to a default value eg. `params.One_DE_set = some_value`"
+                ],
+                "errorMessage": null,
+                "trace": {
+                    "tasksFailed": 0,
+                    "tasksCount": 12,
+                    "tasksSucceeded": 12
+                },
+                "name": "workflow",
+                "success": true
+            },
+            [
+                "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,75c1500b4ded4137aea3fa9e010e361d",
+                "mesophyll_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,2e11beb90956e25d85f30d055f3ee859"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.txt:md5,7a32ac19926b234b4e77cf74330f90e2",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.txt:md5,9753846fba7d622132987846d5d01ea4"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_GO_enrichment.csv:md5,9dd2a3396e25369c9397ae880d33a48a",
+                "bundle_sheath_marand_top10k_chr1_TF_centric.csv:md5,78a0a8bd5f44c6fe40178e52357edf93",
+                "bundle_sheath_marand_top10k_chr1_functional_network.txt:md5,70c128571c2464e548cba3f2158e4bb7",
+                "bundle_sheath_marand_top10k_chr1_motif_centric.csv:md5,cd9e76ea7740daea817fb0bddd12208c",
+                "bundle_sheath_marand_top10k_chr1_node_attributes.txt:md5,f66e9f6c5b7a93c8eaad612ddc91857f",
+                "mesophyll_marand_top10k_chr1_GO_enrichment.csv:md5,375aecbcff1ee247656f491e469d1f1d",
+                "mesophyll_marand_top10k_chr1_TF_centric.csv:md5,d4e4dddd68e92187b4544edda7b9fb0b",
+                "mesophyll_marand_top10k_chr1_functional_network.txt:md5,c472a7f87e4a4e422c6165152c970697",
+                "mesophyll_marand_top10k_chr1_motif_centric.csv:md5,f8b6ba7b8141a194e676d1841078224f",
+                "mesophyll_marand_top10k_chr1_node_attributes.txt:md5,e511f169639c38c965fd38b530566e57"
+            ],
+            [
+                "bundle_sheath_marand_top10k_chr1_network.txt:md5,e849be990f7af97a93dc2e247b639f27",
+                "bundle_sheath_marand_top10k_chr1_network_filtered.txt:md5,0bac5df397663df023c84df1dd1f9a38",
+                "mesophyll_marand_top10k_chr1_network.txt:md5,a377daa145c199bf4221664b0a721aa9",
+                "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,60bea8aab77abd281b2b8e040f2938ff"
+            ]
+        ],
+        "timestamp": "2023-09-27T08:24:13+0000"
+    }
+}
\ No newline at end of file

From 207915c9cd4d93e8296aff6e6114da8f342ff479 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 11:20:59 +0200
Subject: [PATCH 48/83] Update test snapshots

---
 tests/mini_ac.nf.test.snap | 173 ++++++++++++-------------------------
 1 file changed, 54 insertions(+), 119 deletions(-)

diff --git a/tests/mini_ac.nf.test.snap b/tests/mini_ac.nf.test.snap
index 7f2ccb9..5e94393 100644
--- a/tests/mini_ac.nf.test.snap
+++ b/tests/mini_ac.nf.test.snap
@@ -1,82 +1,12 @@
 {
-    "arabidopsis locus_based": {
-        "content": [
-            {
-                "stderr": [
-                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
-                ],
-                "errorReport": null,
-                "exitStatus": 0,
-                "out": {
-                    
-                },
-                "failed": false,
-                "stdout": [
-                    "WARN: Access to undefined parameter `Set_genes_dir` -- Initialise it to a default value eg. `params.Set_genes_dir = some_value`",
-                    "WARN: Access to undefined parameter `One_filtering_set` -- Initialise it to a default value eg. `params.One_filtering_set = some_value`",
-                    "WARN: Access to undefined parameter `DE_genes_dir` -- Initialise it to a default value eg. `params.DE_genes_dir = some_value`",
-                    "WARN: Access to undefined parameter `One_DE_set` -- Initialise it to a default value eg. `params.One_DE_set = some_value`"
-                ],
-                "errorMessage": null,
-                "trace": {
-                    "tasksFailed": 0,
-                    "tasksCount": 10,
-                    "tasksSucceeded": 10
-                },
-                "name": "workflow",
-                "success": true
-            },
-            [
-                "DAR_Ep_iACR_allshuff_sorted_miniac_stats.txt:md5,47eeca81592256da13ee3d5273f3d3b9",
-                "DAR_Va_iACR_allshuff_sorted_miniac_stats.txt:md5,d1507c07e24faa36033a03e67a0a9fb9"
-            ],
-            [
-                "DAR_Ep_iACR_GO_enrichment.txt:md5,97ee472e2a22682ceeb30dc0bacbbe2e",
-                "DAR_Va_iACR_GO_enrichment.txt:md5,f98a371b2d4b8df9222a14c3f7d375e4"
-            ],
-            [
-                "DAR_Ep_iACR_GO_enrichment.csv:md5,fff2885bce4c5dd772019254bb7ac5ae",
-                "DAR_Ep_iACR_TF_centric.csv:md5,dc4853fbef030d47cae8ad2948f8cb73",
-                "DAR_Ep_iACR_functional_network.txt:md5,088b18dbc34ec3a9d4e44211f69e35ab",
-                "DAR_Ep_iACR_motif_centric.csv:md5,3c5f44bacfdc61a476461471a4495d40",
-                "DAR_Ep_iACR_node_attributes.txt:md5,bef3d414967062662852fc6e9bfce269",
-                "DAR_Va_iACR_GO_enrichment.csv:md5,c710c97bfd5a1187a2623ec066f78ce4",
-                "DAR_Va_iACR_TF_centric.csv:md5,aa5e99f06936593a8f2573119ab945dc",
-                "DAR_Va_iACR_functional_network.txt:md5,b74cf12a59a05c34bc27e3d7e5010ff4",
-                "DAR_Va_iACR_motif_centric.csv:md5,8fcc580f6e74d4b748f7b0ebe467fb94",
-                "DAR_Va_iACR_node_attributes.txt:md5,d646f1d61c3644c6d724768030e791ca"
-            ],
-            [
-                "DAR_Ep_iACR_network.txt:md5,6f2554a3103f566f43e1c8055c309650",
-                "DAR_Va_iACR_network.txt:md5,6ba8ff61691d2d63926032264792ac9d"
-            ]
-        ],
-        "timestamp": "2023-09-27T08:24:13+0000"
-    },
     "arabidopsis genome_wide": {
         "content": [
+            null,
+            0,
             {
-                "stderr": [
-                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
-                ],
-                "errorReport": null,
-                "exitStatus": 0,
-                "out": {
-                    
-                },
-                "failed": false,
-                "stdout": [
-                    "WARN: Access to undefined parameter `Set_genes_dir` -- Initialise it to a default value eg. `params.Set_genes_dir = some_value`",
-                    "WARN: Access to undefined parameter `One_filtering_set` -- Initialise it to a default value eg. `params.One_filtering_set = some_value`"
-                ],
-                "errorMessage": null,
-                "trace": {
-                    "tasksFailed": 0,
-                    "tasksCount": 10,
-                    "tasksSucceeded": 10
-                },
-                "name": "workflow",
-                "success": true
+                "tasksFailed": 0,
+                "tasksCount": 10,
+                "tasksSucceeded": 10
             },
             [
                 "DAR_Ep_iACR_allshuff_sorted_miniac_stats.txt:md5,80adf252c9802b3fbe999d657895ee21",
@@ -103,31 +33,52 @@
                 "DAR_Va_iACR_network.txt:md5,f2417a83aaa23ea090fa698222dd82c1"
             ]
         ],
-        "timestamp": "2023-09-27T08:24:13+0000"
+        "timestamp": "2023-09-27T09:07:18+0000"
+    },
+    "arabidopsis locus_based": {
+        "content": [
+            null,
+            0,
+            {
+                "tasksFailed": 0,
+                "tasksCount": 10,
+                "tasksSucceeded": 10
+            },
+            [
+                "DAR_Ep_iACR_allshuff_sorted_miniac_stats.txt:md5,47eeca81592256da13ee3d5273f3d3b9",
+                "DAR_Va_iACR_allshuff_sorted_miniac_stats.txt:md5,d1507c07e24faa36033a03e67a0a9fb9"
+            ],
+            [
+                "DAR_Ep_iACR_GO_enrichment.txt:md5,97ee472e2a22682ceeb30dc0bacbbe2e",
+                "DAR_Va_iACR_GO_enrichment.txt:md5,f98a371b2d4b8df9222a14c3f7d375e4"
+            ],
+            [
+                "DAR_Ep_iACR_GO_enrichment.csv:md5,fff2885bce4c5dd772019254bb7ac5ae",
+                "DAR_Ep_iACR_TF_centric.csv:md5,dc4853fbef030d47cae8ad2948f8cb73",
+                "DAR_Ep_iACR_functional_network.txt:md5,088b18dbc34ec3a9d4e44211f69e35ab",
+                "DAR_Ep_iACR_motif_centric.csv:md5,3c5f44bacfdc61a476461471a4495d40",
+                "DAR_Ep_iACR_node_attributes.txt:md5,bef3d414967062662852fc6e9bfce269",
+                "DAR_Va_iACR_GO_enrichment.csv:md5,c710c97bfd5a1187a2623ec066f78ce4",
+                "DAR_Va_iACR_TF_centric.csv:md5,aa5e99f06936593a8f2573119ab945dc",
+                "DAR_Va_iACR_functional_network.txt:md5,b74cf12a59a05c34bc27e3d7e5010ff4",
+                "DAR_Va_iACR_motif_centric.csv:md5,8fcc580f6e74d4b748f7b0ebe467fb94",
+                "DAR_Va_iACR_node_attributes.txt:md5,d646f1d61c3644c6d724768030e791ca"
+            ],
+            [
+                "DAR_Ep_iACR_network.txt:md5,6f2554a3103f566f43e1c8055c309650",
+                "DAR_Va_iACR_network.txt:md5,6ba8ff61691d2d63926032264792ac9d"
+            ]
+        ],
+        "timestamp": "2023-09-27T09:07:18+0000"
     },
     "maize_v4 genome_wide": {
         "content": [
+            null,
+            0,
             {
-                "stderr": [
-                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
-                ],
-                "errorReport": null,
-                "exitStatus": 0,
-                "out": {
-                    
-                },
-                "failed": false,
-                "stdout": [
-                    
-                ],
-                "errorMessage": null,
-                "trace": {
-                    "tasksFailed": 0,
-                    "tasksCount": 12,
-                    "tasksSucceeded": 12
-                },
-                "name": "workflow",
-                "success": true
+                "tasksFailed": 0,
+                "tasksCount": 12,
+                "tasksSucceeded": 12
             },
             [
                 "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,1e9f5e9dd74a7d87f70d457560ef5582",
@@ -156,32 +107,16 @@
                 "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,d522a2fa715bb9d36bf49d43115d554e"
             ]
         ],
-        "timestamp": "2023-09-27T08:24:13+0000"
+        "timestamp": "2023-09-27T09:07:18+0000"
     },
     "maize_v4 locus_based": {
         "content": [
+            null,
+            0,
             {
-                "stderr": [
-                    "Picked up JAVA_TOOL_OPTIONS: -XX:ParallelGCThreads=1"
-                ],
-                "errorReport": null,
-                "exitStatus": 0,
-                "out": {
-                    
-                },
-                "failed": false,
-                "stdout": [
-                    "WARN: Access to undefined parameter `DE_genes_dir` -- Initialise it to a default value eg. `params.DE_genes_dir = some_value`",
-                    "WARN: Access to undefined parameter `One_DE_set` -- Initialise it to a default value eg. `params.One_DE_set = some_value`"
-                ],
-                "errorMessage": null,
-                "trace": {
-                    "tasksFailed": 0,
-                    "tasksCount": 12,
-                    "tasksSucceeded": 12
-                },
-                "name": "workflow",
-                "success": true
+                "tasksFailed": 0,
+                "tasksCount": 12,
+                "tasksSucceeded": 12
             },
             [
                 "bundle_sheath_marand_top10k_chr1_allshuff_sorted_miniac_stats.txt:md5,75c1500b4ded4137aea3fa9e010e361d",
@@ -210,6 +145,6 @@
                 "mesophyll_marand_top10k_chr1_network_filtered.txt:md5,60bea8aab77abd281b2b8e040f2938ff"
             ]
         ],
-        "timestamp": "2023-09-27T08:24:13+0000"
+        "timestamp": "2023-09-27T09:07:18+0000"
     }
 }
\ No newline at end of file

From 2c56453d3971faed849af0739a1465fb469accf8 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 11:30:21 +0200
Subject: [PATCH 49/83] Setup github test workflow

---
 .github/workflows/test.config | 19 ++++++++++++++++++
 .github/workflows/test.yml    | 37 +++++++++++++++++++++++++++++++++++
 2 files changed, 56 insertions(+)
 create mode 100644 .github/workflows/test.config
 create mode 100644 .github/workflows/test.yml

diff --git a/.github/workflows/test.config b/.github/workflows/test.config
new file mode 100644
index 0000000..de51ce4
--- /dev/null
+++ b/.github/workflows/test.config
@@ -0,0 +1,19 @@
+/*
+========================================================================================
+    Nextflow config file for running tests (GitHub Actions workflow)
+========================================================================================
+*/
+
+process.container = "vibpsb/mini-ac:latest"
+singularity {
+    enabled = true
+    cacheDir = "singularity_cache"
+    autoMounts = true
+    runOptions = "--bind $TMPDIR"
+}
+
+workDir = "./work"
+
+executor {
+    name = 'local'
+}
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 0000000..cf7546c
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,37 @@
+name: MINI-AC test suite
+
+on:
+  push:
+    branches: [ "main", "dev" ]
+  pull_request:
+    branches: [ "main", "dev" ]
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v3
+    
+    - name: Setup Nextflow
+      uses: nf-core/setup-nextflow@v1.3.0
+
+    - name: Setup singularity
+      uses: eWaterCycle/setup-singularity@v7
+
+    - name: Setup nf-test
+      run: wget -qO- https://code.askimed.com/install/nf-test | bash
+
+    - name: Fetch motif mapping files
+      run: |
+        curl -k -o tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
+        curl -k -o tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
+        curl -k -o tests/data/ath/ath_genome_wide_motif_mappings.bed https://zenodo.org/record/7974527/files/ath_genome_wide_motif_mappings.bed?download=1
+        curl -k -o tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed https://zenodo.org/record/7974527/files/ath_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1
+
+    - name: Prepare nf-test config file
+      run: mv .github/workflows/test.yml tests/nextflow.config
+
+    - name: Run nf-test
+      run: ./nf-test test

From 861b3d47f5dd845c3daee2c02419942e440396e6 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 11:33:04 +0200
Subject: [PATCH 50/83] Specify singularity version

---
 .github/workflows/test.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index cf7546c..f762623 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -19,6 +19,8 @@ jobs:
 
     - name: Setup singularity
       uses: eWaterCycle/setup-singularity@v7
+      with:
+        singularity-version: 3.8.3
 
     - name: Setup nf-test
       run: wget -qO- https://code.askimed.com/install/nf-test | bash

From a2a8f2f49eddecb364dab97e62f3a978d4529a50 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 11:49:32 +0200
Subject: [PATCH 51/83] Fix test config preparation

---
 .github/workflows/test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index f762623..147a518 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -33,7 +33,7 @@ jobs:
         curl -k -o tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed https://zenodo.org/record/7974527/files/ath_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1
 
     - name: Prepare nf-test config file
-      run: mv .github/workflows/test.yml tests/nextflow.config
+      run: mv .github/workflows/test.config tests/nextflow.config
 
     - name: Run nf-test
       run: ./nf-test test

From 11093b1505a987ca6e7d6952bbff59543667c443 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 12:01:06 +0200
Subject: [PATCH 52/83] Try to resolve tmp folder for singularity

---
 .github/workflows/test.config | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.config b/.github/workflows/test.config
index de51ce4..87c4e1e 100644
--- a/.github/workflows/test.config
+++ b/.github/workflows/test.config
@@ -9,7 +9,7 @@ singularity {
     enabled = true
     cacheDir = "singularity_cache"
     autoMounts = true
-    runOptions = "--bind $TMPDIR"
+    runOptions = "--bind ./tmp"
 }
 
 workDir = "./work"

From 57ea71ee4c5f1f4c69f03c1774504ac3f281beff Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 13:04:08 +0200
Subject: [PATCH 53/83] Download arabidopsis test motif mapping files from
 floppy instead of zenodo (faster)

---
 .github/workflows/test.yml | 4 ++--
 test.sh                    | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 147a518..18fa0b0 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -29,8 +29,8 @@ jobs:
       run: |
         curl -k -o tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
         curl -k -o tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
-        curl -k -o tests/data/ath/ath_genome_wide_motif_mappings.bed https://zenodo.org/record/7974527/files/ath_genome_wide_motif_mappings.bed?download=1
-        curl -k -o tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed https://zenodo.org/record/7974527/files/ath_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1
+        curl -k -o tests/data/ath/ath_genome_wide_motif_mappings.bed https://floppy.psb.ugent.be/index.php/s/iaZPwdrRGe3YDdK/download/ath_genome_wide_motif_mappings.bed
+        curl -k -o tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed https://floppy.psb.ugent.be/index.php/s/qcQ7KndzHaSpd9e/download/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
 
     - name: Prepare nf-test config file
       run: mv .github/workflows/test.config tests/nextflow.config
diff --git a/test.sh b/test.sh
index 7e28855..86cf535 100755
--- a/test.sh
+++ b/test.sh
@@ -23,11 +23,11 @@ if [ ! -f "$zma_v4_locus_based_motif_mapping" ]; then
 fi
 
 if [ ! -f "$ath_genome_wide_motif_mapping" ]; then
-  curl -k -o $ath_genome_wide_motif_mapping https://zenodo.org/record/7974527/files/ath_genome_wide_motif_mappings.bed?download=1
+  curl -k -o $ath_genome_wide_motif_mapping https://floppy.psb.ugent.be/index.php/s/iaZPwdrRGe3YDdK/download/ath_genome_wide_motif_mappings.bed
 fi
 
 if [ ! -f "$ath_locus_based_motif_mapping" ]; then
-  curl -k -o $ath_locus_based_motif_mapping https://zenodo.org/record/7974527/files/ath_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1
+  curl -k -o $ath_locus_based_motif_mapping https://floppy.psb.ugent.be/index.php/s/qcQ7KndzHaSpd9e/download/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
 fi
 
 # install nf-test locally (if not already present)

From 705b877b9f38f227654ce4e96d9d1268d8e997a5 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 13:16:48 +0200
Subject: [PATCH 54/83] Attempt to use GitHub runner temp dir

---
 .github/workflows/test.config | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test.config b/.github/workflows/test.config
index 87c4e1e..6ccd5e3 100644
--- a/.github/workflows/test.config
+++ b/.github/workflows/test.config
@@ -9,10 +9,10 @@ singularity {
     enabled = true
     cacheDir = "singularity_cache"
     autoMounts = true
-    runOptions = "--bind ./tmp"
+    runOptions = "--bind ${{ env.RUNNER_TEMP }}"
 }
 
-workDir = "./work"
+workDir = "${{ env.RUNNER_TEMP }}/MINI-AC"
 
 executor {
     name = 'local'

From 85ff1d2adf427207c5de02606186e92566a3a1c6 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 13:17:41 +0200
Subject: [PATCH 55/83] Rename job

---
 .github/workflows/test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 18fa0b0..4046566 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -7,7 +7,7 @@ on:
     branches: [ "main", "dev" ]
 
 jobs:
-  build:
+  nf-test:
 
     runs-on: ubuntu-latest
 

From b65a21861eacbf465a6cf2c3f3a9fb03041d744d Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 13:27:21 +0200
Subject: [PATCH 56/83] Atempt again to set tmp dir

---
 .github/workflows/test.config | 4 ++--
 .github/workflows/test.yml    | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/test.config b/.github/workflows/test.config
index 6ccd5e3..e64287d 100644
--- a/.github/workflows/test.config
+++ b/.github/workflows/test.config
@@ -9,10 +9,10 @@ singularity {
     enabled = true
     cacheDir = "singularity_cache"
     autoMounts = true
-    runOptions = "--bind ${{ env.RUNNER_TEMP }}"
+    runOptions = "--bind %TMP%"
 }
 
-workDir = "${{ env.RUNNER_TEMP }}/MINI-AC"
+workDir = "%TMP%/MINI-AC"
 
 executor {
     name = 'local'
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4046566..eb0025e 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -33,7 +33,7 @@ jobs:
         curl -k -o tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed https://floppy.psb.ugent.be/index.php/s/qcQ7KndzHaSpd9e/download/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
 
     - name: Prepare nf-test config file
-      run: mv .github/workflows/test.config tests/nextflow.config
+      run: cat .github/workflows/test.config | sed "s/%TMP%/${{ env.RUNNER_TEMP }}/g" > tests/nextflow.config
 
     - name: Run nf-test
       run: ./nf-test test

From 5e78ac46b1956f6458ea42e4a2629205f3508d15 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 13:36:36 +0200
Subject: [PATCH 57/83] Explicitly specify bash shell for nf-test

---
 .github/workflows/test.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index eb0025e..4efc603 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -36,4 +36,5 @@ jobs:
       run: cat .github/workflows/test.config | sed "s/%TMP%/${{ env.RUNNER_TEMP }}/g" > tests/nextflow.config
 
     - name: Run nf-test
+      shell: bash
       run: ./nf-test test

From 62fa451715ef8ea4391e2799d7ce4ee9accecbf3 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 13:44:59 +0200
Subject: [PATCH 58/83] Try to symlink bash

---
 .github/workflows/test.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4efc603..37127a7 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -37,4 +37,6 @@ jobs:
 
     - name: Run nf-test
       shell: bash
-      run: ./nf-test test
+      run: |
+        ln -s $(which bash) /bin/bash
+        ./nf-test test

From 0eed30cc71c122678b3517dce6618ae4af2a1265 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 13:51:43 +0200
Subject: [PATCH 59/83] Try running on mac OS

---
 .github/workflows/test.yml | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 37127a7..528ad34 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -9,7 +9,7 @@ on:
 jobs:
   nf-test:
 
-    runs-on: ubuntu-latest
+    runs-on: macos-latest
 
     steps:
     - uses: actions/checkout@v3
@@ -37,6 +37,4 @@ jobs:
 
     - name: Run nf-test
       shell: bash
-      run: |
-        ln -s $(which bash) /bin/bash
-        ./nf-test test
+      run: ./nf-test test

From 191cb136c8751dba1b4b1b15204ca821f31f234e Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 13:58:57 +0200
Subject: [PATCH 60/83] Explicitly setup java

---
 .github/workflows/test.yml | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 528ad34..e0fc51c 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -13,7 +13,13 @@ jobs:
 
     steps:
     - uses: actions/checkout@v3
-    
+
+    - name: Setup Java
+      uses: Fleshgrinder/setup-java@1.0.0
+
+    - name: Check Java version
+      run: java -version
+
     - name: Setup Nextflow
       uses: nf-core/setup-nextflow@v1.3.0
 

From bd83cec686f79fe49c86785b9925aa0cf940cd8f Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 14:02:50 +0200
Subject: [PATCH 61/83] Try again to setup java

---
 .github/workflows/test.yml | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index e0fc51c..f16adc4 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -14,9 +14,11 @@ jobs:
     steps:
     - uses: actions/checkout@v3
 
-    - name: Setup Java
-      uses: Fleshgrinder/setup-java@1.0.0
-
+    - uses: actions/setup-java@v3
+      with:
+        distribution: oracle
+        java-version: 17
+    
     - name: Check Java version
       run: java -version
 

From 8b13596ebf21a6b4c732f5f1822f8a7f0dd59518 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 14:15:55 +0200
Subject: [PATCH 62/83] Enable SSH debugging

---
 .github/workflows/test.yml | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index f16adc4..41e81bc 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -9,11 +9,19 @@ on:
 jobs:
   nf-test:
 
-    runs-on: macos-latest
+    runs-on: ubuntu-latest
 
     steps:
     - uses: actions/checkout@v3
 
+    - name: Setup upterm session
+      uses: lhotari/action-upterm@v1
+      with:
+        ## limits ssh access and adds the ssh public key for the user which triggered the workflow
+        limit-access-to-actor: true
+        ## limits ssh access and adds the ssh public keys of the listed GitHub users
+        limit-access-to-users: hdbeukel
+
     - uses: actions/setup-java@v3
       with:
         distribution: oracle

From 2a54da7ff95695ff52bc12a5bcce00f6fc3e19af Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 14:32:22 +0200
Subject: [PATCH 63/83] Debug after failed nf-test run

---
 .github/workflows/test.yml | 17 +++++++++--------
 1 file changed, 9 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 41e81bc..69b9da5 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -14,14 +14,6 @@ jobs:
     steps:
     - uses: actions/checkout@v3
 
-    - name: Setup upterm session
-      uses: lhotari/action-upterm@v1
-      with:
-        ## limits ssh access and adds the ssh public key for the user which triggered the workflow
-        limit-access-to-actor: true
-        ## limits ssh access and adds the ssh public keys of the listed GitHub users
-        limit-access-to-users: hdbeukel
-
     - uses: actions/setup-java@v3
       with:
         distribution: oracle
@@ -53,4 +45,13 @@ jobs:
 
     - name: Run nf-test
       shell: bash
+      continue-on-error: true
       run: ./nf-test test
+
+    - name: Setup upterm session
+      uses: lhotari/action-upterm@v1
+      with:
+        ## limits ssh access and adds the ssh public key for the user which triggered the workflow
+        limit-access-to-actor: true
+        ## limits ssh access and adds the ssh public keys of the listed GitHub users
+        limit-access-to-users: hdbeukel

From 9e63739cea895afa5e45d40c9c4642401aff4d53 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 14:39:23 +0200
Subject: [PATCH 64/83] Try to fix tmp dir

---
 .github/workflows/test.yml | 15 +++------------
 1 file changed, 3 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 69b9da5..a994e44 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -14,6 +14,9 @@ jobs:
     steps:
     - uses: actions/checkout@v3
 
+    - name: Prepare nf-test config file
+      run: cat .github/workflows/test.config | sed "s/%TMP%/$RUNNER_TEMP/g" > tests/nextflow.config
+
     - uses: actions/setup-java@v3
       with:
         distribution: oracle
@@ -40,18 +43,6 @@ jobs:
         curl -k -o tests/data/ath/ath_genome_wide_motif_mappings.bed https://floppy.psb.ugent.be/index.php/s/iaZPwdrRGe3YDdK/download/ath_genome_wide_motif_mappings.bed
         curl -k -o tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed https://floppy.psb.ugent.be/index.php/s/qcQ7KndzHaSpd9e/download/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
 
-    - name: Prepare nf-test config file
-      run: cat .github/workflows/test.config | sed "s/%TMP%/${{ env.RUNNER_TEMP }}/g" > tests/nextflow.config
-
     - name: Run nf-test
       shell: bash
-      continue-on-error: true
       run: ./nf-test test
-
-    - name: Setup upterm session
-      uses: lhotari/action-upterm@v1
-      with:
-        ## limits ssh access and adds the ssh public key for the user which triggered the workflow
-        limit-access-to-actor: true
-        ## limits ssh access and adds the ssh public keys of the listed GitHub users
-        limit-access-to-users: hdbeukel

From eb449a2413d4970a4ec0cdb053a6077191e8580d Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 14:40:30 +0200
Subject: [PATCH 65/83] Try to fix tmp dir

---
 .github/workflows/test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index a994e44..abc6834 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -15,7 +15,7 @@ jobs:
     - uses: actions/checkout@v3
 
     - name: Prepare nf-test config file
-      run: cat .github/workflows/test.config | sed "s/%TMP%/$RUNNER_TEMP/g" > tests/nextflow.config
+      run: cat .github/workflows/test.config | sed "s/%TMP%/${RUNNER_TEMP}/g" > tests/nextflow.config
 
     - uses: actions/setup-java@v3
       with:

From f0c6f4705721bcccdd9746a3295fc432a655173c Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 14:43:48 +0200
Subject: [PATCH 66/83] Try to fix tmp dir

---
 .github/workflows/test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index abc6834..d5713e3 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -15,7 +15,7 @@ jobs:
     - uses: actions/checkout@v3
 
     - name: Prepare nf-test config file
-      run: cat .github/workflows/test.config | sed "s/%TMP%/${RUNNER_TEMP}/g" > tests/nextflow.config
+      run: cat .github/workflows/test.config | sed "s@%TMP%@${RUNNER_TEMP}@g" > tests/nextflow.config
 
     - uses: actions/setup-java@v3
       with:

From 3ec2c2cda152b2b7d4b6045551e2f0e030d3d792 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Wed, 27 Sep 2023 15:10:23 +0200
Subject: [PATCH 67/83] Fix default seed (none)

---
 mini_ac.nf             | 2 +-
 workflows/miniac_gw.nf | 2 +-
 workflows/miniac_lb.nf | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/mini_ac.nf b/mini_ac.nf
index 6d9941f..06929b5 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -7,7 +7,7 @@ workflow MINIAC {
 
     params.OBO_file = "$projectDir/data/ontologies/go.obo"
     params.Shuffle_count = 1000
-    params.Shuffle_seed = null
+    params.Shuffle_seed = -1
     params.Csv_output = false
 
     if (params.mode == "genome_wide" && params.species == "maize_v4") {
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index cb10de0..07ddb31 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -18,7 +18,7 @@ process get_ACR_shufflings{
     script:
 
     seed_arg = ''
-    if (seed) {
+    if (seed != -1) {
         seed_arg = "-seed $seed"
     }
 
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index e40c8e2..bbe5cea 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -18,7 +18,7 @@ process get_ACR_shufflings{
     script:
 
     seed_arg = ''
-    if (seed) {
+    if (seed != -1) {
         seed_arg = "-seed $seed"
     }
 

From b81569c2fcbb34ef8de6b2825221449a29288250 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 28 Sep 2023 13:59:51 +0200
Subject: [PATCH 68/83] Revert accidental change of p-value for locus-based

---
 mini_ac.nf | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/mini_ac.nf b/mini_ac.nf
index 64cb1b4..935c2bb 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -34,14 +34,13 @@ workflow MINIAC {
     params.TF_fam_file = "$projectDir/data/${species}/${species}_TF_family_file.txt"
     params.Genes_metadata = "$projectDir/data/${species}/${species}_gene_metadata_file.txt"
 
-    // set defaut p-value
-    params.P_val = 0.1
-
     if (params.mode == "genome_wide") {
         
         params.MotMapsFile = "$projectDir/data/${species}/${species}_genome_wide_motif_mappings.bed"
         params.Non_cod_genome = "$projectDir/data/${species}/${species}_noncod_merged.bed"
 
+        params.P_val = 0.1
+
         genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
             params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile,
@@ -53,6 +52,8 @@ workflow MINIAC {
 
         params.MotMapsFile = "$projectDir/data/${species}/${species}_locus_based_motif_mappings_5kbup_1kbdown.bed"
         params.Promoter_file = "$projectDir/data/${species}/${species}_promoter_5kbup_1kbdown_sorted.bed"
+
+        params.P_val = 0.01
         
         locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
             params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,

From 99ea93bac3ce2364fd2e875f61fa556deb96ebfd Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 28 Sep 2023 14:34:01 +0200
Subject: [PATCH 69/83] Provide gene coords for gw mode only

---
 mini_ac.nf | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/mini_ac.nf b/mini_ac.nf
index 935c2bb..05dcfb3 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -29,7 +29,6 @@ workflow MINIAC {
     // set input data parameters shared between genome-wide and locus-based modes
     params.Faix_file = "$projectDir/data/${species}/${species}.fasta.fai"
     params.Motif_tf_file = "$projectDir/data/${species}/${species}_motif_TF_file.txt"
-    params.Genes_coords = "$projectDir/data/${species}/${species}_genes_coords_sorted.bed"
     params.Feature_file = "$projectDir/data/${species}/${species}_go_gene_file.txt"
     params.TF_fam_file = "$projectDir/data/${species}/${species}_TF_family_file.txt"
     params.Genes_metadata = "$projectDir/data/${species}/${species}_gene_metadata_file.txt"
@@ -38,6 +37,7 @@ workflow MINIAC {
         
         params.MotMapsFile = "$projectDir/data/${species}/${species}_genome_wide_motif_mappings.bed"
         params.Non_cod_genome = "$projectDir/data/${species}/${species}_noncod_merged.bed"
+        params.Genes_coords = "$projectDir/data/${species}/${species}_genes_coords_sorted.bed"
 
         params.P_val = 0.1
 

From b5637eea393ef7038557525f237993879460a39c Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 28 Sep 2023 14:34:19 +0200
Subject: [PATCH 70/83] Correct test input file paths due to rename

---
 tests/mini_ac.nf.test | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 5eb172e..2fd20b2 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -29,7 +29,7 @@ nextflow_workflow {
                 Genes_coords = "${baseDir}/data/zma_v4/zma_v4_genes_coords_sorted.bed"
                 Feature_file = "${baseDir}/data/zma_v4/zma_v4_go_gene_file.txt"
                 TF_fam_file = "${baseDir}/data/zma_v4/zma_v4_TF_family_file.txt"
-                Genes_metadata = "${baseDir}/data/zma_v4/maize_v4_gene_metadata_file.txt"
+                Genes_metadata = "${baseDir}/data/zma_v4/zma_v4_gene_metadata_file.txt"
                 OBO_file = "${baseDir}/data/ontologies/go.obo"
 
                 //// Output folder
@@ -103,7 +103,7 @@ nextflow_workflow {
                 Motif_tf_file = "${baseDir}/data/zma_v4/zma_v4_motif_TF_file.txt"
                 Feature_file = "${baseDir}/data/zma_v4/zma_v4_go_gene_file.txt"
                 TF_fam_file = "${baseDir}/data/zma_v4/zma_v4_TF_family_file.txt"
-                Genes_metadata = "${baseDir}/data/zma_v4/maize_v4_gene_metadata_file.txt"
+                Genes_metadata = "${baseDir}/data/zma_v4/zma_v4_gene_metadata_file.txt"
                 OBO_file = "${baseDir}/data/ontologies/go.obo"
 
                 //// Output folder
@@ -172,7 +172,7 @@ nextflow_workflow {
                 Genes_coords = "${baseDir}/data/ath/ath_genes_coords_sorted.bed"
                 Feature_file = "${baseDir}/data/ath/ath_go_gene_file.txt"
                 TF_fam_file = "${baseDir}/data/ath/ath_TF_family_file.txt"
-                Genes_metadata = "${baseDir}/data/ath/arabidopsis_gene_metadata_file.txt"
+                Genes_metadata = "${baseDir}/data/ath/ath_gene_metadata_file.txt"
                 OBO_file = "${baseDir}/data/ontologies/go.obo"
 
                 //// Output folder
@@ -244,7 +244,7 @@ nextflow_workflow {
                 Motif_tf_file = "${baseDir}/data/ath/ath_motif_TF_file.txt"
                 Feature_file = "${baseDir}/data/ath/ath_go_gene_file.txt"
                 TF_fam_file = "${baseDir}/data/ath/ath_TF_family_file.txt"
-                Genes_metadata = "${baseDir}/data/ath/arabidopsis_gene_metadata_file.txt"
+                Genes_metadata = "${baseDir}/data/ath/ath_gene_metadata_file.txt"
                 OBO_file = "${baseDir}/data/ontologies/go.obo"
 
                 //// Output folder

From 381c4e1e8aff2f52236e34b31aee4236fdb7176c Mon Sep 17 00:00:00 2001
From: Nicolas MANOSALVA PEREZ <niman@psb.ugent.be>
Date: Thu, 28 Sep 2023 14:48:00 +0200
Subject: [PATCH 71/83] Update of documentation for maize genome version NAM5.0
 support, and zma_v4 and zma_v5 folders/files changes

---
 README.md                      | 16 +++++++++-------
 docs/configuration_pipeline.md | 30 +++++++++++++++++-------------
 2 files changed, 26 insertions(+), 20 deletions(-)

diff --git a/README.md b/README.md
index b5e2af6..24681bb 100644
--- a/README.md
+++ b/README.md
@@ -11,9 +11,9 @@ MINI-AC uses a dual license to offer the distribution of the software under a pr
 4. Generation of a functional GRN by gene ontology (GO) enrichment of the regulons.
 5. Integration of data to generate informative, user-friendly output files.
 
-Currently, two species are supported by MINI-AC: *Arabidopsis thaliana* and maize. Additionally, it can be run on two different modes depending on the non-coding genomic space considered for motif mapping:
+Currently, two species are supported by MINI-AC: *Arabidopsis thaliana* and two maize genome versions (B73 RefGen_v4 and B73 RefGen_v5). Additionally, it can be run on two different modes depending on the non-coding genomic space considered for motif mapping:
 * **genome-wide**: strategy where the whole non-coding genome is considered for motif mappings. It captures all the ACRs of the input dataset for the GRN prediction, which is adviced when working with species with long intergenic regions and distal regulatory elements, like maize for example.
-* **locus-based**: strategy where the neighboring sequences within a pre-defined window of each locus, and introns are considered for motif mapping. It only captures the proximal ACRs of the input dataset within the pre-defined window, which can lead to missing distal ACRs in species with long intergenic regions and distal regulatory elements. However, it has the advantage of having a denser signal of TFBS, which are mostly located close to the genes. The locus-based mode uses a "medium" non-coding genomic space, which corresponds, for each locus in the genome, to the 5kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns. However, for maize (but not for Arabidopsis; see publication), we generated two additional motif mapping files for the locus-based mode, that cover "large" (15kb upstream of the translation start site, the 2.5kb downstream of the translation end site, and the introns), and "small" (1kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns) non-coding genomic spaces. To use these files, check  the instructions [here](docs/configuration_pipeline.md).
+* **locus-based**: strategy where the neighboring sequences within a pre-defined window of each locus, and introns are considered for motif mapping. It only captures the proximal ACRs of the input dataset within the pre-defined window, which can lead to missing distal ACRs in species with long intergenic regions and distal regulatory elements. However, it has the advantage of having a higher density of TFBS, which are mostly located close to the genes. The locus-based mode uses a "medium" non-coding genomic space, which corresponds, for each locus in the genome, to the 5kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns. However, for maize (but not for Arabidopsis; see publication), we generated two additional motif mapping files for the locus-based mode, that cover "large" (15kb upstream of the translation start site, the 2.5kb downstream of the translation end site, and the introns), and "small" (1kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns) non-coding genomic spaces. To use these files, check  the instructions [here](docs/configuration_pipeline.md).
 
 
 A detailed overview of the necessary input files and expected output files can be found [here](example).
@@ -21,8 +21,8 @@ A detailed overview of the necessary input files and expected output files can b
 
 ## **Inputs**
 * **MINI-AC mode**: genome-wide or locus-based.
-* **Species**: Arabidopsis or maize.
-* **ACR files**: BED files containing genomic coordinates corresponding to accessible chromatin regions (minimal format of 3 columns: chromosome, start, stop). The ACR files' coordinates **must** correspond to the genome versions of Araport11 for Arabidopsis and AGPv4 for maize.
+* **Species**: Arabidopsis or maize (maize genome version 4 or 5).
+* **ACR files**: BED files containing genomic coordinates corresponding to accessible chromatin regions (minimal format of 3 columns: chromosome, start, stop). The ACR files' coordinates **must** correspond to the genome versions of Araport11 for Arabidopsis and B73 RefGen_v4 and B73 RefGen_v5 for maize.
 * **Output folder**: Path where the results will be stored.
 * **(Optional) DEGs file**: Tab-separated txt file with differential expression data associated with the input ACRs. The only format requirements are that the first row has to be the header (column names), and the first column has to contain gene IDs. There is no requirement for the number of columns or content, although it should contain statistics associated to a DE analysis.
 * **(Optional) Expressed genes file**: One-column txt file with gene IDs for genes expressed in the biological context of the input ACRs, to filter the inferred GRNs.
@@ -45,8 +45,10 @@ The pipeline will run in parallel for multiple ACR BED input files. The two opti
   ```
   wget https://zenodo.org/record/7974527/files/ath_genome_wide_motif_mappings.bed?download=1 -O data/ath/ath_genome_wide_motif_mappings.bed
   wget https://zenodo.org/record/7974527/files/ath_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1 -O data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
-  wget https://zenodo.org/record/7974527/files/zma_genome_wide_motif_mappings.bed?download=1 -O data/zma/zma_genome_wide_motif_mappings.bed
-  wget https://zenodo.org/record/7974527/files/zma_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1 -O data/zma/zma_locus_based_motif_mappings_5kbup_1kbdown.bed
+  wget https://zenodo.org/record/7974527/files/zma_genome_wide_motif_mappings.bed?download=1 -O data/zma_v4/zma_v4_genome_wide_motif_mappings.bed
+  wget https://zenodo.org/record/7974527/files/zma_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1 -O data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown.bed
+  wget https://zenodo.org/record/8386283/files/zma_v5_genome_wide_motif_mappings.bed?download=1 -O data/zma_v5/zma_v5_genome_wide_motif_mappings.bed
+  wget https://zenodo.org/record/8386283/files/zma_v5_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1 data/zma_v5/zma_v5_locus_based_motif_mappings_5kbup_1kbdown.bed
   ```
  
 NOTE: MINI-AC was developed using the following versions: Nextflow version 21.10.6, Singularity version 3.8.7-1.el7 and in a Sun Grid Engine (SGE) computer cluster.
@@ -57,7 +59,7 @@ NOTE: MINI-AC was developed using the following versions: Nextflow version 21.10
 Define the paths with the input files and the desired parameters setting in the [configuration file](docs/configuration_pipeline.md), and run it executing the following Nextflow command:
 
 ```shell
-nextflow -C mini_ac.config run mini_ac.nf --mode genome_wide --species maize
+nextflow -C mini_ac.config run mini_ac.nf --mode genome_wide --species maize_v4
 ```
  
 Having problems running MINI-AC? Check the [FAQ](docs/FAQ.md).
diff --git a/docs/configuration_pipeline.md b/docs/configuration_pipeline.md
index d8668f9..e79cdc1 100644
--- a/docs/configuration_pipeline.md
+++ b/docs/configuration_pipeline.md
@@ -17,7 +17,7 @@ MINI-AC has several optional parameters that affect the output and some aspects
 
 ### DEGs and Expressed genes files parameters
 
-* **Species**: ```--species arabidopsis``` (command line) or ```species = "arabidopsis"``` (configuration file) for Arabidopsis, and ```--species maize``` (command line) or ```species = "maize"``` (configuration file) for maize.
+* **Species**: ```--species arabidopsis``` (command line) or ```species = "arabidopsis"``` (configuration file) for Arabidopsis, ```--species maize_v4``` (command line) or ```species = "maize_4"``` (configuration file) for maize genome version 4, and ```--species maize_v5``` (command line) or ```species = "maize_5"``` (configuration file) for maize genome version 5.
 
 * **MINI-AC mode**: ```--mode genome_wide``` (command line) or ```mode = "genome_wide"``` (configuration file) for the genome-wide mode, and ```--mode locus_based``` (command line) or ```mode = "locus_based"``` (configuration file) for the locus-based mode.
 
@@ -28,7 +28,7 @@ MINI-AC has several optional parameters that affect the output and some aspects
 
 ### GRN inference parameters
 
-* **Motif enrichment p-value cut-off**: This is the p-value cut-off that determines which motifs are enriched and used for GRN building. We do not recommend changing this parameter. It has been internally pre-defined for each MINI-AC mode based on the p-value cut-offs with a false discovery rate of 0 (see publication). If wished, however, this p-value can be overwritten in the configuration file by setting the parameter ```P_val``` to whatever value (see below) or in the command line options. For example: ```nextflow -C mini_ac.config run mini_ac.nf --mode genome_wide --species maize --P_val 0.05```
+* **Motif enrichment p-value cut-off**: This is the p-value cut-off that determines which motifs are enriched and used for GRN building. We do not recommend changing this parameter. It has been internally pre-defined for each MINI-AC mode based on the p-value cut-offs with a false discovery rate of 0 (see publication). If wished, however, this p-value can be overwritten in the configuration file by setting the parameter ```P_val``` to whatever value (see below) or in the command line options. For example: ```nextflow -C mini_ac.config run mini_ac.nf --mode genome_wide --species maize_v4 --P_val 0.05```
 
 * **Overlap criteria parameter**: By default, MINI-AC computes motif enrichment counting the motif matches within ACRs. This, however, is difficult if the ACRs are shorter than or of similar size to the motifs, which is the case of footprints. In this case, we observed that counting the absolute base-pair overlap is useful. Therefore, in case of using footprints or short ACRs (high resolution), we recommend setting the parameter ```Bps_intersect = true```. Otherwise it should be kept ```Bps_intersect = false```.
 
@@ -162,43 +162,47 @@ There are mainly two cases in which the user might want to alter the internal MI
 
 ### Modification of the motif mapping file for the locus-based mode of maize
 
-By default, the maize MINI-AC locus-based mode runs on the "medium" non-coding genomic space, which corresponds, for each locus in the genome, to the 5kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns. However, we generated two additional motif mapping files for the locus-based mode of maize, that cover "large" (15kb upstream of the translation start site, the 2.5kb downstream of the translation end site, and the introns), and "small" (1kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns) non-coding genomic spaces. For Arabidopsis only the "medium" non-coding genomic space motif mapping file was generated because it already covers 73.5% of the whole non-coding genomic psace (see publication). To use these files, first they need to be downloaded, and then, the corresponding parameters of the motif mapping file (```MotMapsFile_lb```) and the non-coding genomic space coordinates file (```Promoter_file```) should be modified either on the command line or in the configuration file.
+By default, the maize MINI-AC locus-based mode (for both genome versions) runs on the "medium" non-coding genomic space, which corresponds, for each locus in the genome, to the 5kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns. However, we generated two additional motif mapping files for the locus-based mode of maize, that cover "large" (15kb upstream of the translation start site, the 2.5kb downstream of the translation end site, and the introns), and "small" (1kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns) non-coding genomic spaces. For Arabidopsis only the "medium" non-coding genomic space motif mapping file was generated because it already covers 73.5% of the whole non-coding genomic psace (see publication). To use these files, first they need to be downloaded, and then, the corresponding parameters of the motif mapping file (```MotMapsFile_lb```) and the non-coding genomic space coordinates file (```Promoter_file```) should be modified either on the command line or in the configuration file.
 
 To download the maize "large" motif mapping file and coordinates of the "large" non-coding genomic space:
 
 ```
-wget https://zenodo.org/record/7974527/files/zma_locus_based_motif_mappings_15kbup_2.5kbdown.bed?download=1 -O data/zma/zma_locus_based_motif_mappings_15kbup_2.5kbdown.bed
-wget https://zenodo.org/record/7974527/files/zma_promoter_15kbup_2.5kbdown_sorted.bed?download=1 -O data/zma/zma_promoter_15kbup_2.5kbdown_sorted.bed
+wget https://zenodo.org/record/7974527/files/zma_locus_based_motif_mappings_15kbup_2.5kbdown.bed?download=1 -O data/zma_v4/zma_v4_locus_based_motif_mappings_15kbup_2.5kbdown.bed
+wget https://zenodo.org/record/7974527/files/zma_promoter_15kbup_2.5kbdown_sorted.bed?download=1 -O data/zma_v4/zma_v4_promoter_15kbup_2.5kbdown_sorted.bed
+wget https://zenodo.org/record/8386283/files/zma_v5_locus_based_motif_mappings_15kbup_2.5kbdown_sorted.bed?download=1 -O data/zma_v5/zma_v5_promoter_15kbup_2.5kbdown_sorted.bed
+wget https://zenodo.org/record/8386283/files/zma_v5_promoter_15kbup_2.5kbdown_sorted.bed?download=1 -O data/zma_v5/zma_v5_promoter_15kbup_2.5kbdown_sorted.bed
 ```
 
 To download the maize "small" motif mapping file and coordinates of the "small" non-coding genomic space:
 
 ```
-wget https://zenodo.org/record/7974527/files/zma_locus_based_motif_mappings_1kbup_1kbdown.bed?download=1 -O data/zma/zma_locus_based_motif_mappings_1kbup_1kbdown.bed
-wget https://zenodo.org/record/7974527/files/zma_promoter_1kbup_1kbdown_sorted.bed?download=1 -O data/zma/zma_promoter_1kbup_1kbdown_sorted.bed
+wget https://zenodo.org/record/7974527/files/zma_locus_based_motif_mappings_1kbup_1kbdown.bed?download=1 -O data/zma_v4/zma_v4_locus_based_motif_mappings_1kbup_1kbdown.bed
+wget https://zenodo.org/record/7974527/files/zma_promoter_1kbup_1kbdown_sorted.bed?download=1 -O data/zma_v4/zma_v4_promoter_1kbup_1kbdown_sorted.bed
+wget https://zenodo.org/record/8386283/files/zma_v5_locus_based_motif_mappings_1kbup_1kbdown_sorted.bed?download=1 -O data/zma_v5/zma_v5_locus_based_motif_mappings_1kbup_1kbdown.bed
+wget https://zenodo.org/record/8386283/files/zma_v5_promoter_1kbup_1kbdown_sorted.bed?download=1 -O data/zma_v5/zma_v5_promoter_1kbup_1kbdown_sorted.bed
 ```
 Then (using the "small" definition as example), change the parameters on the command line:
 
 ```
-nextflow -C mini_ac.config run mini_ac.nf --mode locus_based --species maize --MotMapsFile_lb data/zma/zma_locus_based_motif_mappings_1kbup_1kbdown.bed --Promoter_file data/zma/zma_promoter_1kbup_1kbdown_sorted.bed
+nextflow -C mini_ac.config run mini_ac.nf --mode locus_based --species maize_v4 --MotMapsFile_lb data/zma_v4/zma_v4_locus_based_motif_mappings_1kbup_1kbdown.bed --Promoter_file data/zma_v4/zma_v4_promoter_1kbup_1kbdown_sorted.bed
 ```
 or add them to the configuration file, along with the other parameters:
 
 ```nextflow
 params {
     /// [Other parameters...]
-    MotMapsFile_lb = "$projectDir/data/zma/zma_locus_based_motif_mappings_1kbup_1kbdown.bed"
-    Promoter_file = "$projectDir/data/zma/zma_promoter_1kbup_1kbdown_sorted.bed"
+    MotMapsFile_lb = "$projectDir/data/zma_v4/zma_v4_locus_based_motif_mappings_1kbup_1kbdown.bed"
+    Promoter_file = "$projectDir/data/zma_v4/zma_v4_promoter_1kbup_1kbdown_sorted.bed"
     /// [Other parameters...]
 }
 ```
 
 ### Providing custom gene ontology (GO)-gene annotation file
 
-To perform the functional network analysis, an internal gene-GO annotation file is used for each species. They were obtained as described in [here](../data/ath/README_MINI_ath_2021.1_motif_mappings.txt) for Arabidopsis and in [here](../data/zma/README_MINI_zma_2021.1_motifsMapping.txt) for maize. However, if the user wants to use a custom GO-gene file, the following parameters should be medified either on the command line or in the configuration file.
+To perform the functional network analysis, an internal gene-GO annotation file is used for each species. They were obtained as described in [here](../data/ath/README_MINI_ath_2021.1_motif_mappings.txt) for Arabidopsis and in [here](../data/zma_v4/README_MINI_zma_v4_2021.1_motifsMapping.txt) and [here](../data/zma_v5/README_MINI_zma_v5_2023.1_motifsMapping.txt) for maize. However, if the user wants to use a custom GO-gene file, the following parameters should be medified either on the command line or in the configuration file.
 
 ```
-nextflow -C mini_ac.config run mini_ac.nf --mode locus_based --species maize --Feature_file custom_go_gene.txt
+nextflow -C mini_ac.config run mini_ac.nf --mode locus_based --species maize_v4 --Feature_file custom_go_gene.txt
 ```
 
 ```nextflow
@@ -208,6 +212,6 @@ params {
     /// [Other parameters...]
 }
 ```
-It is important, however, to make sure that the format is correct. The GO terms should be extended for parental terms, and this file should contain two tab-separated columns (no header),  where the first column is the GO ID, and the second column is the gene ID, as shown [here](../data/zma/zma_go_gene_file.txt). It is vital that the gene IDs are either on Araport11 or AGPv4.
+It is important, however, to make sure that the format is correct. The GO terms should be extended for parental terms, and this file should contain two tab-separated columns (no header),  where the first column is the GO ID, and the second column is the gene ID, as shown [here](../data/zma_v4/zma_v4_go_gene_file.txt). It is vital that the gene IDs are either on Araport11 or AGPv4/NAM5.0.
 
 This same principle can also be applied to other parameters that the user wants to change.

From 33e52da3479b3f7eac7945afd8b37764df6f1173 Mon Sep 17 00:00:00 2001
From: Nicolas MANOSALVA PEREZ <niman@psb.ugent.be>
Date: Thu, 28 Sep 2023 14:50:08 +0200
Subject: [PATCH 72/83] correction of minor typo

---
 docs/configuration_pipeline.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/configuration_pipeline.md b/docs/configuration_pipeline.md
index e79cdc1..d0ad033 100644
--- a/docs/configuration_pipeline.md
+++ b/docs/configuration_pipeline.md
@@ -17,7 +17,7 @@ MINI-AC has several optional parameters that affect the output and some aspects
 
 ### DEGs and Expressed genes files parameters
 
-* **Species**: ```--species arabidopsis``` (command line) or ```species = "arabidopsis"``` (configuration file) for Arabidopsis, ```--species maize_v4``` (command line) or ```species = "maize_4"``` (configuration file) for maize genome version 4, and ```--species maize_v5``` (command line) or ```species = "maize_5"``` (configuration file) for maize genome version 5.
+* **Species**: ```--species arabidopsis``` (command line) or ```species = "arabidopsis"``` (configuration file) for Arabidopsis, ```--species maize_v4``` (command line) or ```species = "maize_v4"``` (configuration file) for maize genome version 4, and ```--species maize_v5``` (command line) or ```species = "maize_v5"``` (configuration file) for maize genome version 5.
 
 * **MINI-AC mode**: ```--mode genome_wide``` (command line) or ```mode = "genome_wide"``` (configuration file) for the genome-wide mode, and ```--mode locus_based``` (command line) or ```mode = "locus_based"``` (configuration file) for the locus-based mode.
 

From d70ee8dabf081f3ad08b6a1ece414472655a1999 Mon Sep 17 00:00:00 2001
From: Herman De Beukelaer <herman.debeukelaer@psb.ugent.be>
Date: Thu, 28 Sep 2023 16:18:30 +0200
Subject: [PATCH 73/83] Pass full params object from main workflow to gw and lb
 workflows

---
 mini_ac.nf             | 13 ++------
 workflows/miniac_gw.nf | 70 +++++++++++++++---------------------------
 workflows/miniac_lb.nf | 67 ++++++++++++++--------------------------
 3 files changed, 49 insertions(+), 101 deletions(-)

diff --git a/mini_ac.nf b/mini_ac.nf
index 05dcfb3..4f81ca6 100755
--- a/mini_ac.nf
+++ b/mini_ac.nf
@@ -41,12 +41,7 @@ workflow MINIAC {
 
         params.P_val = 0.1
 
-        genome_wide_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
-            params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
-            params.Bps_intersect, params.Second_gene_annot, params.Second_gene_dist, params.MotMapsFile,
-            params.Non_cod_genome, params.Faix_file, params.Motif_tf_file, params.Genes_coords, params.Feature_file,
-            params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count, params.Shuffle_seed,
-            params.Csv_output)
+        genome_wide_miniac(params)
     
     } else if (params.mode == "locus_based") {
 
@@ -55,11 +50,7 @@ workflow MINIAC {
 
         params.P_val = 0.01
         
-        locus_based_miniac(params.OutDir, params.ACR_dir, params.Filter_set_genes, params.Set_genes_dir,
-            params.One_filtering_set, params.DE_genes, params.DE_genes_dir, params.One_DE_set, params.P_val,
-            params.Bps_intersect, params.MotMapsFile, params.Promoter_file, params.Faix_file, params.Motif_tf_file,
-            params.Feature_file, params.OBO_file, params.TF_fam_file, params.Genes_metadata, params.Shuffle_count,
-            params.Shuffle_seed, params.Csv_output)
+        locus_based_miniac(params)
     
     } else {
         exit 1, "MINI-AC can only be run using the modes 'genome_wide' or 'locus_based'. Instead it got '${params.mode}'."
diff --git a/workflows/miniac_gw.nf b/workflows/miniac_gw.nf
index c079b7f..fe5e551 100755
--- a/workflows/miniac_gw.nf
+++ b/workflows/miniac_gw.nf
@@ -268,53 +268,30 @@ process getIntegrativeOutputs {
 
 workflow genome_wide_miniac {
     take:
-    OutDir
-    ACR_dir
-    Filter_set_genes
-    Set_genes_dir
-    One_filtering_set
-    DE_genes
-    DE_genes_dir
-    One_DE_set
-    P_val
-    Bps_intersect
-    Second_gene_annot
-    Second_gene_dist
-    MotMapsFile
-    Non_cod_genome
-    Faix_file
-    Motif_tf_file
-    Genes_coords
-    Feature_file
-    OBO_file
-    TF_fam_file
-    Genes_metadata
-    Shuffle_count
-    Shuffle_seed
-    Csv_output
+    params
 
     main:
     
-    if (!file(MotMapsFile).exists()) { error "Please make sure that you downloaded the motif mapping files as described in the documentation." }
+    if (!file(params.MotMapsFile).exists()) { error "Please make sure that you downloaded the motif mapping files as described in the documentation." }
     
-    ACR_files = Channel.fromPath("${ACR_dir}/*.bed").ifEmpty { error "No *.bed files could be found in the specified ACR directory ${ACR_dir}" }
+    ACR_files = Channel.fromPath("${params.ACR_dir}/*.bed").ifEmpty { error "No *.bed files could be found in the specified ACR directory ${params.ACR_dir}" }
     
-    get_ACR_shufflings(ACR_files, Faix_file, Non_cod_genome, Shuffle_count, Shuffle_seed)    
+    get_ACR_shufflings(ACR_files, params.Faix_file, params.Non_cod_genome, params.Shuffle_count, params.Shuffle_seed)    
 
     acr_shufflings_ch = get_ACR_shufflings.out.shufflings
 
     parsed_acr = get_ACR_shufflings.out.acr_input
                                         .map {n -> [n.baseName.split("_")[0..-2].join("_"), n]}
 
-    motmaps_ch = Channel.fromPath(MotMapsFile)
+    motmaps_ch = Channel.fromPath(params.MotMapsFile)
 
     input_stats = acr_shufflings_ch.combine(motmaps_ch)
 
-    if (Bps_intersect == false) {
+    if (params.Bps_intersect == false) {
 
         script_proc_stats = "${projectDir}/bin/processStats_gw.py"
 
-        getStats(input_stats, script_proc_stats, Motif_tf_file, OutDir, Shuffle_count)
+        getStats(input_stats, script_proc_stats, params.Motif_tf_file, params.OutDir, params.Shuffle_count)
 
         stats_ch = getStats.out.proc_stats
                     .map { n -> [n.BaseName.split("_")[0..-5].join("_"), n]}
@@ -325,7 +302,7 @@ workflow genome_wide_miniac {
         
         script_proc_stats_bps = "${projectDir}/bin/processStats_bps_gw.py"
 
-        getStats_bps(input_stats, script_proc_stats_bps, Motif_tf_file, OutDir, Shuffle_count)
+        getStats_bps(input_stats, script_proc_stats_bps, params.Motif_tf_file, params.OutDir, params.Shuffle_count)
 
         stats_ch = getStats_bps.out.proc_stats
                     .map { n -> [n.BaseName.split("_")[0..-5].join("_"), n]}
@@ -337,18 +314,19 @@ workflow genome_wide_miniac {
 
     script_getnetwork = "${projectDir}/bin/getNetwork_gw.py"
 
-    getNetwork(stats_acr_motmaps_ch, Genes_coords, script_getnetwork, Motif_tf_file, Second_gene_dist, Second_gene_annot, P_val, OutDir)
+    getNetwork(stats_acr_motmaps_ch, params.Genes_coords, script_getnetwork, params.Motif_tf_file,
+               params.Second_gene_dist, params.Second_gene_annot, params.P_val, params.OutDir)
 
     networks = getNetwork.out
 
-    if (Filter_set_genes == true) {
+    if (params.Filter_set_genes == true) {
 
         filteringScript = "${projectDir}/bin/filterNetwork_gw.py"
 
-        filt_set_files = Channel.fromPath("${Set_genes_dir}/*.txt")
-                .ifEmpty { error "Cannot find any directory: ${Set_genes_dir}" }
+        filt_set_files = Channel.fromPath("${params.Set_genes_dir}/*.txt")
+                .ifEmpty { error "Cannot find any directory: ${params.Set_genes_dir}" }
 
-        if (One_filtering_set == true) {
+        if (params.One_filtering_set == true) {
 
             networks_gene_set = networks.combine(filt_set_files)
 
@@ -373,7 +351,7 @@ workflow genome_wide_miniac {
 
                                             }
 
-        filterSetOfGenes(filteringScript, networks_gene_set, OutDir)
+        filterSetOfGenes(filteringScript, networks_gene_set, params.OutDir)
 
         net_tuple = filterSetOfGenes.out
                     .map { n -> [n.BaseName.split("_")[0..-3].join("_"), n]}
@@ -395,21 +373,20 @@ workflow genome_wide_miniac {
     script_add_go_names = "${projectDir}/bin/add_go_names.py"
     script_filter_reduced = "${projectDir}/bin/FilterReduceGO.py"
 
-    GOenrichment(net_tuple, Feature_file,
-                script_enricher, script_reduce_go,
-                script_add_go_names, OBO_file, script_filter_reduced, OutDir)
+    GOenrichment(net_tuple, params.Feature_file, script_enricher, script_reduce_go,
+                script_add_go_names, params.OBO_file, script_filter_reduced, params.OutDir)
 
     go_tuple = GOenrichment.out
             .map { n -> [n.BaseName.split("_")[0..-3].join("_"), n]}
 
     int_input = int_input.join(go_tuple)
 
-    if (DE_genes == true) {
+    if (params.DE_genes == true) {
 
-        de_files = Channel.fromPath("${DE_genes_dir}/*.txt")
-                                .ifEmpty { error "Cannot find any directory: ${Set_genes_dir}" }
+        de_files = Channel.fromPath("${params.DE_genes_dir}/*.txt")
+                                .ifEmpty { error "Cannot find any directory: ${params.Set_genes_dir}" }
 
-        if (One_DE_set == true) {
+        if (params.One_DE_set == true) {
 
             int_input = int_input.combine(de_files)
 
@@ -435,7 +412,8 @@ workflow genome_wide_miniac {
     script_go_file = "${projectDir}/bin/getGO_xlsx_gw.py"
     script_net_files = "${projectDir}/bin/getNetVisualizationOutput_gw.py"
 
-    getIntegrativeOutputs(int_input, Motif_tf_file, TF_fam_file, Genes_metadata, P_val, Filter_set_genes, DE_genes,
-                          script_tf_file, script_motif_file, script_go_file, script_net_files, OutDir, Csv_output)
+    getIntegrativeOutputs(int_input, params.Motif_tf_file, params.TF_fam_file, params.Genes_metadata, params.P_val,
+                          params.Filter_set_genes, params.DE_genes, script_tf_file, script_motif_file, script_go_file,
+                          script_net_files, params.OutDir, params.Csv_output)
 
         }
diff --git a/workflows/miniac_lb.nf b/workflows/miniac_lb.nf
index 15c3848..e84fd43 100755
--- a/workflows/miniac_lb.nf
+++ b/workflows/miniac_lb.nf
@@ -267,52 +267,31 @@ process getIntegrativeOutputs {
 }
 
 workflow locus_based_miniac {
-
     take:
-    OutDir
-    ACR_dir
-    Filter_set_genes
-    Set_genes_dir
-    One_filtering_set
-    DE_genes
-    DE_genes_dir
-    One_DE_set
-    P_val
-    Bps_intersect
-    MotMapsFile
-    Promoter_file
-    Faix_file
-    Motif_tf_file
-    Feature_file
-    OBO_file
-    TF_fam_file
-    Genes_metadata
-    Shuffle_count
-    Shuffle_seed
-    Csv_output
+    params
 
     main:
 
-    if (!file(MotMapsFile).exists()) { error "Please make sure that you downloaded the motif mapping files as described in the documentation." }
+    if (!file(params.MotMapsFile).exists()) { error "Please make sure that you downloaded the motif mapping files as described in the documentation." }
 
-    ACR_files = Channel.fromPath("${ACR_dir}/*.bed").ifEmpty { error "No *.bed files could be found in the specified ACR directory ${ACR_dir}" }
+    ACR_files = Channel.fromPath("${params.ACR_dir}/*.bed").ifEmpty { error "No *.bed files could be found in the specified ACR directory ${params.ACR_dir}" }
     
-    get_ACR_shufflings(ACR_files, Faix_file, Promoter_file, Shuffle_count, Shuffle_seed)    
+    get_ACR_shufflings(ACR_files, params.Faix_file, params.Promoter_file, params.Shuffle_count, params.Shuffle_seed)    
 
     acr_shufflings_ch = get_ACR_shufflings.out.shufflings
 
     parsed_acr = get_ACR_shufflings.out.acr_input
                                         .map {n -> [n.baseName.split("_")[0..-2].join("_"), n]}
 
-    motmaps_ch = Channel.fromPath(MotMapsFile)
+    motmaps_ch = Channel.fromPath(params.MotMapsFile)
 
     input_stats = acr_shufflings_ch.combine(motmaps_ch)
 
-    if (Bps_intersect == false) {
+    if (params.Bps_intersect == false) {
 
         script_proc_stats = "${projectDir}/bin/processStats_lb.py"
 
-        getStats(input_stats, script_proc_stats, Motif_tf_file, Promoter_file, OutDir, Shuffle_count)
+        getStats(input_stats, script_proc_stats, params.Motif_tf_file, params.Promoter_file, params.OutDir, params.Shuffle_count)
 
         stats_ch = getStats.out.proc_stats
                     .map { n -> [n.BaseName.split("_")[0..-5].join("_"), n]}
@@ -322,7 +301,7 @@ workflow locus_based_miniac {
         
         script_proc_stats_bps = "${projectDir}/bin/processStats_bps_lb.py"
 
-        getStats_bps(input_stats, script_proc_stats_bps, Motif_tf_file, Promoter_file, OutDir, Shuffle_count)
+        getStats_bps(input_stats, script_proc_stats_bps, params.Motif_tf_file, params.Promoter_file, params.OutDir, params.Shuffle_count)
 
         stats_ch = getStats_bps.out.proc_stats
                     .map { n -> [n.BaseName.split("_")[0..-5].join("_"), n]}
@@ -334,18 +313,18 @@ workflow locus_based_miniac {
 
     script_getnetwork = "${projectDir}/bin/getNetwork_lb.py"
 
-    getNetwork(stats_acr_motmaps_ch, Promoter_file, script_getnetwork, Motif_tf_file, P_val, OutDir)
+    getNetwork(stats_acr_motmaps_ch, params.Promoter_file, script_getnetwork, params.Motif_tf_file, params.P_val, params.OutDir)
 
     networks = getNetwork.out
 
-    if (Filter_set_genes == true) {
+    if (params.Filter_set_genes == true) {
 
         filteringScript = "${projectDir}/bin/filterNetwork_lb.py"
 
-        filt_set_files = Channel.fromPath("${Set_genes_dir}/*.txt")
-                .ifEmpty { error "Cannot find any directory: ${Set_genes_dir}" }
+        filt_set_files = Channel.fromPath("${params.Set_genes_dir}/*.txt")
+                .ifEmpty { error "Cannot find any directory: ${params.Set_genes_dir}" }
 
-        if (One_filtering_set == true) {
+        if (params.One_filtering_set == true) {
 
             networks_gene_set = networks.combine(filt_set_files)
 
@@ -370,7 +349,7 @@ workflow locus_based_miniac {
 
                                             }
 
-        filterSetOfGenes(filteringScript, networks_gene_set, OutDir)
+        filterSetOfGenes(filteringScript, networks_gene_set, params.OutDir)
 
         net_tuple = filterSetOfGenes.out
                     .map { n -> [n.BaseName.split("_")[0..-3].join("_"), n]}
@@ -393,21 +372,20 @@ workflow locus_based_miniac {
     script_filter_reduced = "${projectDir}/bin/FilterReduceGO.py"
 
 
-    GOenrichment(net_tuple, Feature_file,
-                script_enricher, script_reduce_go,
-                script_add_go_names, OBO_file, script_filter_reduced, OutDir)
+    GOenrichment(net_tuple, params.Feature_file, script_enricher, script_reduce_go,
+                script_add_go_names, params.OBO_file, script_filter_reduced, params.OutDir)
 
     go_tuple = GOenrichment.out
             .map { n -> [n.BaseName.split("_")[0..-3].join("_"), n]}
 
     int_input = int_input.join(go_tuple)
 
-    if (DE_genes == true) {
+    if (params.DE_genes == true) {
 
-        de_files = Channel.fromPath("${DE_genes_dir}/*.txt")
-                                .ifEmpty { error "Cannot find any directory: ${Set_genes_dir}" }
+        de_files = Channel.fromPath("${params.DE_genes_dir}/*.txt")
+                                .ifEmpty { error "Cannot find any directory: ${params.Set_genes_dir}" }
 
-        if (One_DE_set == true) {
+        if (params.One_DE_set == true) {
 
             int_input = int_input.combine(de_files)
 
@@ -433,7 +411,8 @@ workflow locus_based_miniac {
     script_go_file = "${projectDir}/bin/getGO_xlsx_lb.py"
     script_net_files = "${projectDir}/bin/getNetVisualizationOutput_lb.py"
 
-    getIntegrativeOutputs(int_input, Motif_tf_file, TF_fam_file, Genes_metadata, P_val, Filter_set_genes, DE_genes,
-                          script_tf_file, script_motif_file, script_go_file, script_net_files, OutDir, Csv_output)
+    getIntegrativeOutputs(int_input, params.Motif_tf_file, params.TF_fam_file, params.Genes_metadata, params.P_val,
+                          params.Filter_set_genes, params.DE_genes, script_tf_file, script_motif_file, script_go_file,
+                          script_net_files, params.OutDir, params.Csv_output)
 
 }

From 81d718eda9df84808911d54f305d5a7a7844536f Mon Sep 17 00:00:00 2001
From: Nicolas MANOSALVA PEREZ <niman@psb.ugent.be>
Date: Thu, 28 Sep 2023 16:24:39 +0200
Subject: [PATCH 74/83] Make the usage command more general, specify what
 species/mode the example should be, and separating the wget commands based on
 species/genome version

---
 README.md                      | 12 ++++++++++--
 docs/configuration_pipeline.md |  8 ++++++++
 2 files changed, 18 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 24681bb..9fdec89 100644
--- a/README.md
+++ b/README.md
@@ -16,7 +16,7 @@ Currently, two species are supported by MINI-AC: *Arabidopsis thaliana* and two
 * **locus-based**: strategy where the neighboring sequences within a pre-defined window of each locus, and introns are considered for motif mapping. It only captures the proximal ACRs of the input dataset within the pre-defined window, which can lead to missing distal ACRs in species with long intergenic regions and distal regulatory elements. However, it has the advantage of having a higher density of TFBS, which are mostly located close to the genes. The locus-based mode uses a "medium" non-coding genomic space, which corresponds, for each locus in the genome, to the 5kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns. However, for maize (but not for Arabidopsis; see publication), we generated two additional motif mapping files for the locus-based mode, that cover "large" (15kb upstream of the translation start site, the 2.5kb downstream of the translation end site, and the introns), and "small" (1kb upstream of the translation start site, the 1kb downstream of the translation end site, and the introns) non-coding genomic spaces. To use these files, check  the instructions [here](docs/configuration_pipeline.md).
 
 
-A detailed overview of the necessary input files and expected output files can be found [here](example).
+A detailed overview of the necessary input files and expected output files can be found in this [example](example), done on **maize V4 with the genome-wide mode**, and using as input a single-cell-derived ACR dataset of mesophyll and bundle sheath.
 
 
 ## **Inputs**
@@ -41,12 +41,20 @@ The pipeline will run in parallel for multiple ACR BED input files. The two opti
 * [Singularity](https://sylabs.io/guides/3.0/user-guide/index.html)
 * [wget](https://www.gnu.org/software/wget/)
 * Motif mapping files. They need to be downloaded by executing the following commands on the **top-level directory of the repository**:
+  
+  For Arabidopsis
 
   ```
   wget https://zenodo.org/record/7974527/files/ath_genome_wide_motif_mappings.bed?download=1 -O data/ath/ath_genome_wide_motif_mappings.bed
   wget https://zenodo.org/record/7974527/files/ath_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1 -O data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
+  ```
+  For maize RefGen_v4
+  ```
   wget https://zenodo.org/record/7974527/files/zma_genome_wide_motif_mappings.bed?download=1 -O data/zma_v4/zma_v4_genome_wide_motif_mappings.bed
   wget https://zenodo.org/record/7974527/files/zma_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1 -O data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown.bed
+  ```
+  For maize RefGen_v5
+  ```
   wget https://zenodo.org/record/8386283/files/zma_v5_genome_wide_motif_mappings.bed?download=1 -O data/zma_v5/zma_v5_genome_wide_motif_mappings.bed
   wget https://zenodo.org/record/8386283/files/zma_v5_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1 data/zma_v5/zma_v5_locus_based_motif_mappings_5kbup_1kbdown.bed
   ```
@@ -59,7 +67,7 @@ NOTE: MINI-AC was developed using the following versions: Nextflow version 21.10
 Define the paths with the input files and the desired parameters setting in the [configuration file](docs/configuration_pipeline.md), and run it executing the following Nextflow command:
 
 ```shell
-nextflow -C mini_ac.config run mini_ac.nf --mode genome_wide --species maize_v4
+nextflow -C mini_ac.config run mini_ac.nf --mode <genome_wide|locus_based> --species <arabidopsis|maize_v4|maize_v5>
 ```
  
 Having problems running MINI-AC? Check the [FAQ](docs/FAQ.md).
diff --git a/docs/configuration_pipeline.md b/docs/configuration_pipeline.md
index d0ad033..dfa2b53 100644
--- a/docs/configuration_pipeline.md
+++ b/docs/configuration_pipeline.md
@@ -166,18 +166,26 @@ By default, the maize MINI-AC locus-based mode (for both genome versions) runs o
 
 To download the maize "large" motif mapping file and coordinates of the "large" non-coding genomic space:
 
+  For maize RefGen_v4 large locus-based mode files
 ```
 wget https://zenodo.org/record/7974527/files/zma_locus_based_motif_mappings_15kbup_2.5kbdown.bed?download=1 -O data/zma_v4/zma_v4_locus_based_motif_mappings_15kbup_2.5kbdown.bed
 wget https://zenodo.org/record/7974527/files/zma_promoter_15kbup_2.5kbdown_sorted.bed?download=1 -O data/zma_v4/zma_v4_promoter_15kbup_2.5kbdown_sorted.bed
+```
+  For maize RefGen_v5 large locus-based mode files
+```
 wget https://zenodo.org/record/8386283/files/zma_v5_locus_based_motif_mappings_15kbup_2.5kbdown_sorted.bed?download=1 -O data/zma_v5/zma_v5_promoter_15kbup_2.5kbdown_sorted.bed
 wget https://zenodo.org/record/8386283/files/zma_v5_promoter_15kbup_2.5kbdown_sorted.bed?download=1 -O data/zma_v5/zma_v5_promoter_15kbup_2.5kbdown_sorted.bed
 ```
 
 To download the maize "small" motif mapping file and coordinates of the "small" non-coding genomic space:
 
+  For maize RefGen_v4 small locus-based mode files
 ```
 wget https://zenodo.org/record/7974527/files/zma_locus_based_motif_mappings_1kbup_1kbdown.bed?download=1 -O data/zma_v4/zma_v4_locus_based_motif_mappings_1kbup_1kbdown.bed
 wget https://zenodo.org/record/7974527/files/zma_promoter_1kbup_1kbdown_sorted.bed?download=1 -O data/zma_v4/zma_v4_promoter_1kbup_1kbdown_sorted.bed
+```
+  For maize RefGen_v5 small locus-based mode files
+```
 wget https://zenodo.org/record/8386283/files/zma_v5_locus_based_motif_mappings_1kbup_1kbdown_sorted.bed?download=1 -O data/zma_v5/zma_v5_locus_based_motif_mappings_1kbup_1kbdown.bed
 wget https://zenodo.org/record/8386283/files/zma_v5_promoter_1kbup_1kbdown_sorted.bed?download=1 -O data/zma_v5/zma_v5_promoter_1kbup_1kbdown_sorted.bed
 ```

From b63867c0e4303bfdbfb09c01ea50cfc0f75b3e5f Mon Sep 17 00:00:00 2001
From: Nicolas MANOSALVA PEREZ <niman@psb.ugent.be>
Date: Thu, 28 Sep 2023 16:58:21 +0200
Subject: [PATCH 75/83] correct typo of wget download command missing -O flag

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9fdec89..d5282ec 100644
--- a/README.md
+++ b/README.md
@@ -56,7 +56,7 @@ The pipeline will run in parallel for multiple ACR BED input files. The two opti
   For maize RefGen_v5
   ```
   wget https://zenodo.org/record/8386283/files/zma_v5_genome_wide_motif_mappings.bed?download=1 -O data/zma_v5/zma_v5_genome_wide_motif_mappings.bed
-  wget https://zenodo.org/record/8386283/files/zma_v5_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1 data/zma_v5/zma_v5_locus_based_motif_mappings_5kbup_1kbdown.bed
+  wget https://zenodo.org/record/8386283/files/zma_v5_locus_based_motif_mappings_5kbup_1kbdown.bed?download=1 data/zma_v5/ -O zma_v5_locus_based_motif_mappings_5kbup_1kbdown.bed
   ```
  
 NOTE: MINI-AC was developed using the following versions: Nextflow version 21.10.6, Singularity version 3.8.7-1.el7 and in a Sun Grid Engine (SGE) computer cluster.

From bef0d0769411f5c2bac047a43b52f3ee3a55f66d Mon Sep 17 00:00:00 2001
From: Nicolas MANOSALVA PEREZ <niman@psb.ugent.be>
Date: Fri, 29 Sep 2023 09:53:34 +0200
Subject: [PATCH 76/83] update on .gitignore

---
 .gitignore | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/.gitignore b/.gitignore
index c612040..573806b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,3 +20,10 @@ tests/outputs/
 # ignore SLURM output and error files
 slurm.*.out
 slurm.*.err
+
+# ignore jupyter notebook checkpoints
+.ipynb_checkpoints/
+
+# python cache and compiled files
+__pycache__/
+*.pyc
\ No newline at end of file

From 849a9c0d476791e354ada2353bf7d53b1a48bcc3 Mon Sep 17 00:00:00 2001
From: Nicolas MANOSALVA PEREZ <niman@psb.ugent.be>
Date: Fri, 29 Sep 2023 09:53:34 +0200
Subject: [PATCH 77/83] update on .gitignore

---
 .gitignore | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/.gitignore b/.gitignore
index c612040..573806b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,3 +20,10 @@ tests/outputs/
 # ignore SLURM output and error files
 slurm.*.out
 slurm.*.err
+
+# ignore jupyter notebook checkpoints
+.ipynb_checkpoints/
+
+# python cache and compiled files
+__pycache__/
+*.pyc
\ No newline at end of file

From fe52fa2ea96c6ebb9a607487913c425ddc123375 Mon Sep 17 00:00:00 2001
From: Herman DE BEUKELAER <herman.debeukelaer@psb.vib-ugent.be>
Date: Thu, 5 Oct 2023 09:27:29 +0200
Subject: [PATCH 78/83] Add newline at end of gitignore

---
 .gitignore | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 573806b..b5a760b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -26,4 +26,4 @@ slurm.*.err
 
 # python cache and compiled files
 __pycache__/
-*.pyc
\ No newline at end of file
+*.pyc

From 10737be4c0eb60465382ba9b0cc9b17efe16cb1e Mon Sep 17 00:00:00 2001
From: Herman DE BEUKELAER <herman.debeukelaer@psb.vib-ugent.be>
Date: Thu, 5 Oct 2023 14:02:31 +0200
Subject: [PATCH 79/83] Remove script to run tests on SLURM and refactor GitHub
 action

---
 .github/workflows/test.config                 | 19 ---------
 .github/workflows/test.yml                    |  6 +--
 test.sh                                       | 39 -------------------
 tests/data/ath/.keep                          |  0
 .../zma_v4_noncod_merged_chr1.bed             |  0
 ..._v4_promoter_5kbup_1kbdown_sorted_chr1.bed |  0
 tests/mini_ac.nf.test                         | 12 +++---
 tests/nextflow.config                         | 39 +++----------------
 8 files changed, 15 insertions(+), 100 deletions(-)
 delete mode 100644 .github/workflows/test.config
 delete mode 100755 test.sh
 delete mode 100644 tests/data/ath/.keep
 rename tests/data/{zma_v4 => zma_v4_chr1}/zma_v4_noncod_merged_chr1.bed (100%)
 rename tests/data/{zma_v4 => zma_v4_chr1}/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed (100%)

diff --git a/.github/workflows/test.config b/.github/workflows/test.config
deleted file mode 100644
index e64287d..0000000
--- a/.github/workflows/test.config
+++ /dev/null
@@ -1,19 +0,0 @@
-/*
-========================================================================================
-    Nextflow config file for running tests (GitHub Actions workflow)
-========================================================================================
-*/
-
-process.container = "vibpsb/mini-ac:latest"
-singularity {
-    enabled = true
-    cacheDir = "singularity_cache"
-    autoMounts = true
-    runOptions = "--bind %TMP%"
-}
-
-workDir = "%TMP%/MINI-AC"
-
-executor {
-    name = 'local'
-}
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index d5713e3..2fa4bcf 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -15,7 +15,7 @@ jobs:
     - uses: actions/checkout@v3
 
     - name: Prepare nf-test config file
-      run: cat .github/workflows/test.config | sed "s@%TMP%@${RUNNER_TEMP}@g" > tests/nextflow.config
+      run: sed -i -e "s@%TMP%@${RUNNER_TEMP}@g" tests/nextflow.config
 
     - uses: actions/setup-java@v3
       with:
@@ -40,8 +40,8 @@ jobs:
       run: |
         curl -k -o tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
         curl -k -o tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
-        curl -k -o tests/data/ath/ath_genome_wide_motif_mappings.bed https://floppy.psb.ugent.be/index.php/s/iaZPwdrRGe3YDdK/download/ath_genome_wide_motif_mappings.bed
-        curl -k -o tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed https://floppy.psb.ugent.be/index.php/s/qcQ7KndzHaSpd9e/download/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
+        curl -k -o data/ath/ath_genome_wide_motif_mappings.bed https://floppy.psb.ugent.be/index.php/s/iaZPwdrRGe3YDdK/download/ath_genome_wide_motif_mappings.bed
+        curl -k -o data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed https://floppy.psb.ugent.be/index.php/s/qcQ7KndzHaSpd9e/download/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
 
     - name: Run nf-test
       shell: bash
diff --git a/test.sh b/test.sh
deleted file mode 100755
index 86cf535..0000000
--- a/test.sh
+++ /dev/null
@@ -1,39 +0,0 @@
-#!/bin/bash
-#
-#SBATCH -p all # partition (queue)
-#SBATCH -c 1 # number of cores
-#SBATCH --mem 8G # memory pool for all cores
-#SBATCH -o slurm.%N.%j.out # STDOUT
-#SBATCH -e slurm.%N.%j.err # STDERR
-
-module load nextflow
-
-# fetch zma_v4 test motif mappings (if not already present)
-zma_v4_genome_wide_motif_mapping=tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed
-zma_v4_locus_based_motif_mapping=tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
-ath_genome_wide_motif_mapping=tests/data/ath/ath_genome_wide_motif_mappings.bed
-ath_locus_based_motif_mapping=tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
-
-if [ ! -f "$zma_v4_genome_wide_motif_mapping" ]; then
-  curl -k -o $zma_v4_genome_wide_motif_mapping https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
-fi
-
-if [ ! -f "$zma_v4_locus_based_motif_mapping" ]; then
-  curl -k -o $zma_v4_locus_based_motif_mapping https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
-fi
-
-if [ ! -f "$ath_genome_wide_motif_mapping" ]; then
-  curl -k -o $ath_genome_wide_motif_mapping https://floppy.psb.ugent.be/index.php/s/iaZPwdrRGe3YDdK/download/ath_genome_wide_motif_mappings.bed
-fi
-
-if [ ! -f "$ath_locus_based_motif_mapping" ]; then
-  curl -k -o $ath_locus_based_motif_mapping https://floppy.psb.ugent.be/index.php/s/qcQ7KndzHaSpd9e/download/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
-fi
-
-# install nf-test locally (if not already present)
-if [ ! -f "nf-test" ]; then
-  wget -qO- https://code.askimed.com/install/nf-test | bash
-fi
-
-# run MINI-AC test pipeline
-./nf-test test $1
diff --git a/tests/data/ath/.keep b/tests/data/ath/.keep
deleted file mode 100644
index e69de29..0000000
diff --git a/tests/data/zma_v4/zma_v4_noncod_merged_chr1.bed b/tests/data/zma_v4_chr1/zma_v4_noncod_merged_chr1.bed
similarity index 100%
rename from tests/data/zma_v4/zma_v4_noncod_merged_chr1.bed
rename to tests/data/zma_v4_chr1/zma_v4_noncod_merged_chr1.bed
diff --git a/tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed b/tests/data/zma_v4_chr1/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed
similarity index 100%
rename from tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed
rename to tests/data/zma_v4_chr1/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed
diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index 83b2724..ccff8d9 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -22,8 +22,8 @@ nextflow_workflow {
                 Shuffle_seed = 42
 
                 //// Hard code data paths
-                MotMapsFile_gw = "${baseDir}/tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed"
-                Non_cod_genome = "${baseDir}/tests/data/zma_v4/zma_v4_noncod_merged_chr1.bed"
+                MotMapsFile_gw = "${baseDir}/tests/data/zma_v4_chr1/zma_v4_genome_wide_motif_mappings_chr1.bed"
+                Non_cod_genome = "${baseDir}/tests/data/zma_v4_chr1/zma_v4_noncod_merged_chr1.bed"
                 Faix_file = "${baseDir}/data/zma_v4/zma_v4.fasta.fai"
                 Motif_tf_file = "${baseDir}/data/zma_v4/zma_v4_motif_TF_file.txt"
                 Genes_coords = "${baseDir}/data/zma_v4/zma_v4_genes_coords_sorted.bed"
@@ -97,8 +97,8 @@ nextflow_workflow {
                 Shuffle_seed = 42
 
                 //// Hard code data paths
-                MotMapsFile_lb = "${baseDir}/tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed"
-                Promoter_file = "${baseDir}/tests/data/zma_v4/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed"
+                MotMapsFile_lb = "${baseDir}/tests/data/zma_v4_chr1/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed"
+                Promoter_file = "${baseDir}/tests/data/zma_v4_chr1/zma_v4_promoter_5kbup_1kbdown_sorted_chr1.bed"
                 Faix_file = "${baseDir}/data/zma_v4/zma_v4.fasta.fai"
                 Motif_tf_file = "${baseDir}/data/zma_v4/zma_v4_motif_TF_file.txt"
                 Feature_file = "${baseDir}/data/zma_v4/zma_v4_go_gene_file.txt"
@@ -165,7 +165,7 @@ nextflow_workflow {
                 Shuffle_seed = 42
 
                 //// Hard code data paths
-                MotMapsFile_gw = "${baseDir}/tests/data/ath/ath_genome_wide_motif_mappings.bed"
+                MotMapsFile_gw = "${baseDir}/data/ath/ath_genome_wide_motif_mappings.bed"
                 Non_cod_genome = "${baseDir}/data/ath/ath_noncod_merged.bed"
                 Faix_file = "${baseDir}/data/ath/ath.fasta.fai"
                 Motif_tf_file = "${baseDir}/data/ath/ath_motif_TF_file.txt"
@@ -238,7 +238,7 @@ nextflow_workflow {
                 Shuffle_seed = 42
 
                 //// Hard code data paths
-                MotMapsFile_lb = "${baseDir}/tests/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed"
+                MotMapsFile_lb = "${baseDir}/data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed"
                 Promoter_file = "${baseDir}/data/ath/ath_promoter_5kbup_1kbdown_sorted.bed"
                 Faix_file = "${baseDir}/data/ath/ath.fasta.fai"
                 Motif_tf_file = "${baseDir}/data/ath/ath_motif_TF_file.txt"
diff --git a/tests/nextflow.config b/tests/nextflow.config
index 2ce1332..4f0f2fa 100644
--- a/tests/nextflow.config
+++ b/tests/nextflow.config
@@ -1,7 +1,7 @@
 /*
-========================================================================================
-    Nextflow config file for running tests
-========================================================================================
+===========================================================================
+    Nextflow config file for running tests (GitHub Actions workflow)
+===========================================================================
 */
 
 process.container = "vibpsb/mini-ac:latest"
@@ -9,38 +9,11 @@ singularity {
     enabled = true
     cacheDir = "singularity_cache"
     autoMounts = true
-    runOptions = "--bind $TMPDIR"
+    runOptions = "--bind %TMP%"
 }
 
-workDir = "$TMPDIR/MINI-AC"
-
-// WHEN USING HPC SLURM UNCOMMENT THE CODE BELOW
+workDir = "%TMP%/MINI-AC"
 
 executor {
-    name = 'slurm'
-    queueSize = 25
-}
-
-process {
-    withName: get_ACR_shufflings {
-        clusterOptions = '--mem 4G'
-    }
-    withName: getStats {
-        clusterOptions = '--mem 10G'
-    }
-    withName: getStats_bps {
-        clusterOptions = '--mem 50G'
-    }
-    withName: getNetwork {
-        clusterOptions = '--mem 20G'
-    }
-    withName: filterSetOfGenes {
-        clusterOptions = '--mem 5G'
-    }
-    withName: GOenrichment {
-        clusterOptions = '--mem 5G'
-    }
-    withName: getIntegrativeOutputs {
-        clusterOptions = '--mem 3G'
-    }
+    name = 'local'
 }

From 8e0bb3e9a9908312fa879c047f8c775dfcb4df57 Mon Sep 17 00:00:00 2001
From: Herman DE BEUKELAER <herman.debeukelaer@psb.vib-ugent.be>
Date: Thu, 5 Oct 2023 14:11:05 +0200
Subject: [PATCH 80/83] Fix path when fetching zma_v4 chr1 motif mapping test
 files

---
 .github/workflows/test.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 2fa4bcf..7571cf6 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -38,8 +38,8 @@ jobs:
 
     - name: Fetch motif mapping files
       run: |
-        curl -k -o tests/data/zma_v4/zma_v4_genome_wide_motif_mappings_chr1.bed https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
-        curl -k -o tests/data/zma_v4/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
+        curl -k -o tests/data/zma_v4_chr1/zma_v4_genome_wide_motif_mappings_chr1.bed https://floppy.psb.ugent.be/index.php/s/NekMYztyxEnsQiY/download/zma_v4_genome_wide_motif_mappings_chr1.bed
+        curl -k -o tests/data/zma_v4_chr1/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed https://floppy.psb.ugent.be/index.php/s/r2wQmFjPy79qSp7/download/zma_v4_locus_based_motif_mappings_5kbup_1kbdown_chr1.bed
         curl -k -o data/ath/ath_genome_wide_motif_mappings.bed https://floppy.psb.ugent.be/index.php/s/iaZPwdrRGe3YDdK/download/ath_genome_wide_motif_mappings.bed
         curl -k -o data/ath/ath_locus_based_motif_mappings_5kbup_1kbdown.bed https://floppy.psb.ugent.be/index.php/s/qcQ7KndzHaSpd9e/download/ath_locus_based_motif_mappings_5kbup_1kbdown.bed
 

From b8e49341daa46b5f5be242c621fce1392e213f5e Mon Sep 17 00:00:00 2001
From: Nicolas MANOSALVA PEREZ <niman@psb.ugent.be>
Date: Wed, 4 Oct 2023 17:19:19 +0200
Subject: [PATCH 81/83] update citation

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index d5282ec..929044b 100644
--- a/README.md
+++ b/README.md
@@ -81,7 +81,7 @@ Should you encounter a bug or have any questions or suggestions, please [open an
 
 When publishing results generated using MINI-AC, please cite:
 
-Manosalva Pérez, Nicolás, Camilla Ferrari, Julia Engelhorn, Thomas Depuydt, Hilde Nelissen, Thomas Hartwig, and Klaas Vandepoele. “MINI-AC: Inference of Plant Gene Regulatory Networks Using Bulk or Single-Cell Accessible Chromatin Profiles.” bioRxiv, May 26, 2023. https://doi.org/10.1101/2023.05.26.542269.
+Manosalva Pérez, Nicolás, Camilla Ferrari, Julia Engelhorn, Thomas Depuydt, Hilde Nelissen, Thomas Hartwig, and Klaas Vandepoele. “MINI-AC: Inference of Plant Gene Regulatory Networks Using Bulk or Single-Cell Accessible Chromatin Profiles.” The Plant Journal n/a, no. n/a. Accessed October 4, 2023. https://doi.org/10.1111/tpj.16483.
 
 ## Contact
 

From 5c274865bfe7423564ae740b1e9c3679dfe6b707 Mon Sep 17 00:00:00 2001
From: Nicolas MANOSALVA PEREZ <niman@psb.ugent.be>
Date: Wed, 4 Oct 2023 17:25:36 +0200
Subject: [PATCH 82/83] update citation

---
 README.md                      | 2 +-
 docs/configuration_pipeline.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 929044b..188b2ff 100644
--- a/README.md
+++ b/README.md
@@ -81,7 +81,7 @@ Should you encounter a bug or have any questions or suggestions, please [open an
 
 When publishing results generated using MINI-AC, please cite:
 
-Manosalva Pérez, Nicolás, Camilla Ferrari, Julia Engelhorn, Thomas Depuydt, Hilde Nelissen, Thomas Hartwig, and Klaas Vandepoele. “MINI-AC: Inference of Plant Gene Regulatory Networks Using Bulk or Single-Cell Accessible Chromatin Profiles.” The Plant Journal n/a, no. n/a. Accessed October 4, 2023. https://doi.org/10.1111/tpj.16483.
+Manosalva Pérez, Nicolás, Camilla Ferrari, Julia Engelhorn, Thomas Depuydt, Hilde Nelissen, Thomas Hartwig, and Klaas Vandepoele. “MINI-AC: Inference of Plant Gene Regulatory Networks Using Bulk or Single-Cell Accessible Chromatin Profiles.” The Plant Journal. https://doi.org/10.1111/tpj.16483.
 
 ## Contact
 
diff --git a/docs/configuration_pipeline.md b/docs/configuration_pipeline.md
index dfa2b53..cfee6e7 100644
--- a/docs/configuration_pipeline.md
+++ b/docs/configuration_pipeline.md
@@ -28,7 +28,7 @@ MINI-AC has several optional parameters that affect the output and some aspects
 
 ### GRN inference parameters
 
-* **Motif enrichment p-value cut-off**: This is the p-value cut-off that determines which motifs are enriched and used for GRN building. We do not recommend changing this parameter. It has been internally pre-defined for each MINI-AC mode based on the p-value cut-offs with a false discovery rate of 0 (see publication). If wished, however, this p-value can be overwritten in the configuration file by setting the parameter ```P_val``` to whatever value (see below) or in the command line options. For example: ```nextflow -C mini_ac.config run mini_ac.nf --mode genome_wide --species maize_v4 --P_val 0.05```
+* **Motif enrichment p-value cut-off**: This is the p-value cut-off that determines which motifs are enriched and used for GRN building. We do not recommend changing this parameter. It has been internally pre-defined for each MINI-AC mode based on the p-value cut-offs with a false discovery rate of 0 (see [publication](https://doi.org/10.1111/tpj.16483)). If wished, however, this p-value can be overwritten in the configuration file by setting the parameter ```P_val``` to whatever value (see below) or in the command line options. For example: ```nextflow -C mini_ac.config run mini_ac.nf --mode genome_wide --species maize_v4 --P_val 0.05```
 
 * **Overlap criteria parameter**: By default, MINI-AC computes motif enrichment counting the motif matches within ACRs. This, however, is difficult if the ACRs are shorter than or of similar size to the motifs, which is the case of footprints. In this case, we observed that counting the absolute base-pair overlap is useful. Therefore, in case of using footprints or short ACRs (high resolution), we recommend setting the parameter ```Bps_intersect = true```. Otherwise it should be kept ```Bps_intersect = false```.
 

From b7997484946c1f7328e671e3e28a465ceeb56c01 Mon Sep 17 00:00:00 2001
From: Herman DE BEUKELAER <herman.debeukelaer@psb.vib-ugent.be>
Date: Thu, 5 Oct 2023 15:57:01 +0200
Subject: [PATCH 83/83] Attempt to remove empty workflow block from tests

---
 tests/mini_ac.nf.test | 24 ------------------------
 1 file changed, 24 deletions(-)

diff --git a/tests/mini_ac.nf.test b/tests/mini_ac.nf.test
index ccff8d9..06455f7 100644
--- a/tests/mini_ac.nf.test
+++ b/tests/mini_ac.nf.test
@@ -58,12 +58,6 @@ nextflow_workflow {
                 Second_gene_annot = true
                 Second_gene_dist = 500
             }
-            workflow {
-                """
-                // define inputs of the workflow here. Example:
-                // input[0] = file("test-file.txt")
-                """
-            }
         }
 
         then {
@@ -126,12 +120,6 @@ nextflow_workflow {
                 //// Prediction parameters
                 Bps_intersect = true
             }
-            workflow {
-                """
-                // define inputs of the workflow here. Example:
-                // input[0] = file("test-file.txt")
-                """
-            }
         }
 
         then {
@@ -199,12 +187,6 @@ nextflow_workflow {
                 Second_gene_annot = false
                 Second_gene_dist = 0
             }
-            workflow {
-                """
-                // define inputs of the workflow here. Example:
-                // input[0] = file("test-file.txt")
-                """
-            }
         }
 
         then {
@@ -265,12 +247,6 @@ nextflow_workflow {
                 //// Prediction parameters
                 Bps_intersect = false
             }
-            workflow {
-                """
-                // define inputs of the workflow here. Example:
-                // input[0] = file("test-file.txt")
-                """
-            }
         }
 
         then {