diff --git a/DESCRIPTION b/DESCRIPTION
index 447fabf..0456014 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,7 +1,7 @@
 Package: CIA
 Title: Cluster Independent Annotation (CIA) to Accurately Classify Cells in 
     scRNA-seq Datasets Using Gene Signatures
-Version: 0.3.0
+Version: 0.3.1
 Authors@R: 
     c(
         person(
@@ -33,7 +33,7 @@ Description: CIA (Cluster Independent Annotation) is designed to accurately
 License: MIT + file LICENSE
 Encoding: UTF-8
 Roxygen: list(markdown = TRUE)
-RoxygenNote: 7.3.2
+RoxygenNote: 7.3.3
 Imports:
     SingleCellExperiment,
     SummarizedExperiment,
diff --git a/R/CIA_core.R b/R/CIA_core.R
index 2ced7a0..2719722 100644
--- a/R/CIA_core.R
+++ b/R/CIA_core.R
@@ -26,7 +26,7 @@
 #' signatures
 #'
 #' gmt_url <-
-#'   "https://data.wikipathways.org/20240710/gmt/wikipathways-20240710-gmt-Homo_sapiens.gmt"
+#'   "https://data.wikipathways.org/20251110/gmt/wikipathways-20251110-gmt-Homo_sapiens.gmt"
 #'
 #' sig_wikipathways <- load_signatures(gmt_url)
 #' head(names(sig_wikipathways))
diff --git a/R/CIA_metrics.R b/R/CIA_metrics.R
index 4d09529..cffb992 100644
--- a/R/CIA_metrics.R
+++ b/R/CIA_metrics.R
@@ -584,8 +584,8 @@ grouped_distributions <- function(data,
     theme_minimal() +
     labs(
       title = "Median score values",
-      x = "Signatures",
-      y = ref_obs
+      x = ref_obs,
+      y = "Signatures"
     )
 
   ## Save or display plot
diff --git a/man/load_signatures.Rd b/man/load_signatures.Rd
index f742f64..4dc0269 100644
--- a/man/load_signatures.Rd
+++ b/man/load_signatures.Rd
@@ -31,7 +31,7 @@ signatures <- load_signatures(gmt_file)
 signatures
 
 gmt_url <-
-  "https://data.wikipathways.org/20240710/gmt/wikipathways-20240710-gmt-Homo_sapiens.gmt"
+  "https://data.wikipathways.org/20251110/gmt/wikipathways-20251110-gmt-Homo_sapiens.gmt"
 
 sig_wikipathways <- load_signatures(gmt_url)
 head(names(sig_wikipathways))