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zcQs{*Xx;zuwnoG}=#1e3h!i!!EX30mq*9LgA;JUQbSTWg-RO$&quW1Rov)9OEj-vkm@e2R6iXm}dt=Jv~=u-y+Mrs*K#+!+Gg#Ubn z1bwK4Vi3bz0w-HYt85fVt{lH0`u~{fFWdTeYfYel5>@UJvdTSe`KG=+RrM0j%F`3P zJFFG)HKB8dqOYLi?0;YR=T9f%B%VAOyjm4cmOWlpPXY47Sc#IEUC(5*gwensdD%xY J#Zu2-|34X^Nsa&j diff --git a/joss/paper.bib b/joss/paper.bib index 3b7770c..61ecc94 100644 --- a/joss/paper.bib +++ b/joss/paper.bib @@ -515,5 +515,19 @@ @article{RN68 type = {Journal Article} } +@article{9tips, + doi = {10.1371/journal.pcbi.1010348}, + author = {Chicco, Davide AND Agapito, Giuseppe}, + journal = {PLOS Computational Biology}, + publisher = {Public Library of Science}, + title = {Nine quick tips for pathway enrichment analysis}, + year = {2022}, + month = {08}, + volume = {18}, + url = {https://doi.org/10.1371/journal.pcbi.1010348}, + pages = {1-15}, + abstract = {Pathway enrichment analysis (PEA) is a computational biology method that identifies biological functions that are overrepresented in a group of genes more than would be expected by chance and ranks these functions by relevance. The relative abundance of genes pertinent to specific pathways is measured through statistical methods, and associated functional pathways are retrieved from online bioinformatics databases. In the last decade, along with the spread of the internet, higher availability of computational resources made PEA software tools easy to access and to use for bioinformatics practitioners worldwide. Although it became easier to use these tools, it also became easier to make mistakes that could generate inflated or misleading results, especially for beginners and inexperienced computational biologists. With this article, we propose nine quick tips to avoid common mistakes and to out a complete, sound, thorough PEA, which can produce relevant and robust results. We describe our nine guidelines in a simple way, so that they can be understood and used by anyone, including students and beginners. Some tips explain what to do before starting a PEA, others are suggestions of how to correctly generate meaningful results, and some final guidelines indicate some useful steps to properly interpret PEA results. Our nine tips can help users perform better pathway enrichment analyses and eventually contribute to a better understanding of current biology.}, + number = {8}, +} diff --git a/joss/paper.md b/joss/paper.md index 002a00b..44a948c 100644 --- a/joss/paper.md +++ b/joss/paper.md @@ -21,21 +21,23 @@ authors: affiliation: 1 - name: "Xiaolu Zhang" orcid: "0000-0001-5595-7270" - affiliation: 2 + affiliation: 3 - name: "Rammohan Shukla" orcid: "0000-0001-5776-2506" - affiliation: 3 + affiliation: 4 - name: "Robert McCullumsmith" orcid: "0000-0001-6921-7150" - affiliation: 1 + affiliation: "1, 2" bibliography: paper.bib affiliations: - name: Department of Neurosciences, College of Medicine and Life Sciences, University of Toledo, Toledo, OH, USA index: 1 -- name: Department of Microbiology and Immunology, Louisiana State University Health Sciences Center, Shreveport, LA, USA +- name: Neurosciences Institute, ProMedica, Toledo, OH, USA index: 2 -- name: Department of Zoology & Physiology, College of Agriculture, Life Sciences and Natural Resources, University of Wyoming, Laramie, WY, USA +- name: Department of Microbiology and Immunology, Louisiana State University Health Sciences Center, Shreveport, LA, USA index: 3 +- name: Department of Zoology & Physiology, College of Agriculture, Life Sciences and Natural Resources, University of Wyoming, Laramie, WY, USA + index: 4 --- # Summary @@ -48,11 +50,11 @@ Omics is used extensively in biological research today. However, the development # Overview -PAVER uses vector embeddings to help interpret pathway analyses. Embeddings encode the meaning of pathways into numerical representations which can then be hierarchically clustered and visualized (\autoref{fig:overview}). To identify which pathway is most representative of a cluster, PAVER first takes the average embedding of all pathways in a cluster to capture it's overall meaning into a single numerical representation [@RN49]. It then finds which pathway is most similar to the average embedding and labels the cluster with that pathway. This allows PAVER to automatically curate long lists of pathways into groups and identify which pathway is most representative of each group. +PAVER uses vector embeddings to help interpret pathway analyses. Embeddings encode the meaning of pathways into numerical representations which can then be hierarchically clustered and visualized (\autoref{fig:overview}). To identify which pathway is most representative of a cluster, PAVER first takes the average embedding of all pathways in a cluster to capture it's overall meaning into a single numerical representation [@RN49]. It then finds which pathway is most similar to the average embedding and labels the cluster with that pathway. This allows PAVER to automatically curate long lists of pathways into groups and identify which pathway is most representative of each group. PAVER assumes the pathway analysis was properly performed [@9tips]. ![PAVER uses numerical representations of pathways to find functionally related clusters.\label{fig:overview}](figures/overview.png) -PAVER was designed to be easy to use by researchers with minimal coding experience. PAVER has already been used in a number of scientific publications to aid in the interpretation of pathway analyses [@william_ryan_2023_8156248; @RN78]. We have pre-computed vector representations for Gene Ontology [@RN68] using the recent anc2vec model [@RN13], available here: https://github.com/willgryan/PAVER_embeddings. However, embeddings for any pathway database can be used with PAVER. +PAVER was designed to be easy to use by researchers with minimal coding experience. PAVER has already been used in a number of scientific publications to aid in the interpretation of pathway analyses [@william_ryan_2023_8156248; @RN78]. We have pre-computed vector representations for Gene Ontology [@RN68] using the recent anc2vec model [@RN13], available here: https://github.com/willgryan/PAVER_embeddings. However, embeddings for any pathway database or ontology can be used with PAVER. # Licensing, Availability and Usage @@ -60,7 +62,7 @@ The PAVER R package is licensed under the GNU General Public License v3.0. It ca # Acknowledgements -This work was supported by NIH T32-G-RISE grant number 1T32GM144873-01. +This work was supported by NIH NIGMS T32-G-RISE grant number 1T32GM144873-01, NIMH grant number R01MH107487, NIMH grant number R01MH121102, and NIH grant number R01AG057598. # Disclosure diff --git a/renv.lock b/renv.lock index 29c4b9a..89b8b3b 100644 --- a/renv.lock +++ b/renv.lock @@ -1864,13 +1864,8 @@ }, "renv": { "Package": "renv", - "Version": "1.0.2", - "Source": "Repository", - "Repository": "CRAN", - "Requirements": [ - "utils" - ], - "Hash": "4b22ac016fe54028b88d0c68badbd061" + "Version": "1.0.3", + "Source": "Repository" }, "reticulate": { "Package": "reticulate", diff --git a/renv/activate.R b/renv/activate.R index 2969c73..cb5401f 100644 --- a/renv/activate.R +++ b/renv/activate.R @@ -2,7 +2,7 @@ local({ # the requested version of renv - version <- "1.0.2" + version <- "1.0.3" attr(version, "sha") <- NULL # the project directory @@ -1034,19 +1034,6 @@ local({ } - - renv_bootstrap_in_rstudio <- function() { - commandArgs()[[1]] == "RStudio" - } - - # Used to work around buglet in RStudio if hook uses readline - renv_bootstrap_flush_console <- function() { - tryCatch({ - tools <- as.environment("tools:rstudio") - tools$.rs.api.sendToConsole("", echo = FALSE, focus = FALSE) - }, error = function(cnd) {}) - } - renv_json_read <- function(file = NULL, text = NULL) { jlerr <- NULL @@ -1185,16 +1172,8 @@ local({ # construct full libpath libpath <- file.path(root, prefix) - if (renv_bootstrap_in_rstudio()) { - # RStudio only updates console once .Rprofile is finished, so - # instead run code on sessionInit - setHook("rstudio.sessionInit", function(...) { - renv_bootstrap_exec(project, libpath, version) - renv_bootstrap_flush_console() - }) - } else { - renv_bootstrap_exec(project, libpath, version) - } + # run bootstrap code + renv_bootstrap_exec(project, libpath, version) invisible()