diff --git a/readme.md b/readme.md
index dda8bd47..4a5d7e2a 100644
--- a/readme.md
+++ b/readme.md
@@ -4,8 +4,7 @@ A federated web application to search for eQTL/epigenetic signal-associated vari
 merge bigWig tracks by genotype. 
 
 A production instance with data from 
-Aracena *et al.* 
-([2022 preprint](https://www.biorxiv.org/content/10.1101/2022.05.10.491413v1)) 
+[Aracena *et al.* (2024)](https://www.nature.com/articles/s41588-024-01668-z)
 is available at 
 [https://computationalgenomics.ca/tools/epivar](https://computationalgenomics.ca/tools/epivar).