diff --git a/layouts/custom/hu.Pd.deep.html b/layouts/custom/hu.Pd.deep.html
index 0ca6e362c2ec0c9aa8a418650e6c56c31594efae..644a070b26267738dc01521ba44f0aea0199b47a 100644
--- a/layouts/custom/hu.Pd.deep.html
+++ b/layouts/custom/hu.Pd.deep.html
@@ -140,7 +140,7 @@
     <hr>
     <div align="left">
         <div><span style="font-size:18px; font-weight:bold;">Publication found at:</span></div>
-        <div><span style="font-size:16px;"> <a href="https://www.ncbi.nlm.nih.gov/pubmed/?term=30566875"
+        <div><span style="font-size:16px;"> <a href="https://doi.org/10.1016/j.celrep.2018.11.086"
                     target="_blank">Cell Reports</a></span></div>
         <div><span style="font-size:18px; font-weight:bold;">Raw data found at:</span></div>
         <div><span style="font-size:16px;"> <a href="https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE145843"
diff --git a/layouts/custom/hu.PdPgb.html b/layouts/custom/hu.PdPgb.html
index 5c3d32b97110fab4d0d45c018dc21e928d7c17b9..e6becc02a3df960dc7cbd3f5bf90218b19a785e2 100644
--- a/layouts/custom/hu.PdPgb.html
+++ b/layouts/custom/hu.PdPgb.html
@@ -142,8 +142,8 @@
     <hr>
     <div align="left">
         <div><span style="font-size:18px; font-weight:bold;">Publication found at:</span></div>
-        <div><span style="font-size:16px;"> <a href="https://doi.org/10.1101/2020.02.19.937615"
-                    target="_blank">bioRxiv</a></span></div>
+        <div><span style="font-size:16px;"> <a href="https://doi.org/10.1002/pros.24020"
+                    target="_blank">Prostate</a></span></div>
         <div><span style="font-size:18px; font-weight:bold;">Raw data found at:</span></div>
         <div><span style="font-size:16px;"> <a href="https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE145843"
                     target="_blank">Human Normal Prostate GEO: GSE145843</a></span></div>
diff --git a/layouts/custom/mu.PrUr.html b/layouts/custom/mu.PrUr.html
index 681324340032085bb3c9c2fc9c9a76fc4560548c..3d86f3aa9d2863780f88bdec1e054c6cacf2f5e7 100644
--- a/layouts/custom/mu.PrUr.html
+++ b/layouts/custom/mu.PrUr.html
@@ -136,8 +136,8 @@
     <hr>
     <div align="left">
         <div><span style="font-size:18px; font-weight:bold;">Publication found at:</span></div>
-        <div><span style="font-size:16px;"> <a href="https://doi.org/10.1101/2020.02.19.937615"
-                    target="_blank">bioRxiv</a></span></div>
+        <div><span style="font-size:16px;"> <a href="https://doi.org/10.1002/pros.24020"
+                    target="_blank">Prostate</a></span></div>
         <div><span style="font-size:18px; font-weight:bold;">Raw data found at:</span></div>
         <div><span style="font-size:16px;"> <a href="https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE145861"
                     target="_blank">Mouse Prostate GEO: GSE145861</a></span></div>