diff --git a/inst/CITATION b/inst/CITATION
index 7c011b2..d205e8e 100644
--- a/inst/CITATION
+++ b/inst/CITATION
@@ -24,10 +24,12 @@ bibentry(bibtype = "article",
 )
 
 bibentry(bibtype = "article",
-  title     = "Bulk-based hypothesis weighing to increase power in single-cell
+  title     = "Bulk-based hypothesis weighing increases power in single-cell
                differential expression analysis",
-  author    = "Germain, Pierre-Luc and Robinson, Mark D",
-  journal   = "bioRxiv",
+  author    = "Germain, Pierre-Luc and Wang, Jiayi and Robinson, Mark D",
+  journal   = "Peer Community Journal",
   year      =  2025,
-  doi = "10.1101/2025.04.15.648932"
+  volume    =  5
+  number    =  "e136",
+  doi = "10.24072/pcjournal.663"
 )
diff --git a/vignettes/bbhw.Rmd b/vignettes/bbhw.Rmd
index dc75561..c01de09 100755
--- a/vignettes/bbhw.Rmd
+++ b/vignettes/bbhw.Rmd
@@ -72,7 +72,7 @@ same (or a similar) contrast, and that its samples are independent from the
 single-cell samples.
 
 For more detail about the methods and their performance, see the 
-[paper](https://www.biorxiv.org/content/10.1101/2025.04.15.648932v1). Here, we 
+[paper](https://doi.org/10.24072/pcjournal.663). Here, we 
 concentrate on practical use and only briefly summarize the options.
 
 For each of steps (bin creation and usage in FDR), different methods