diff --git a/docs/CHANGELOG.rst b/docs/CHANGELOG.rst
index d53e85081..9f3bf8022 100644
--- a/docs/CHANGELOG.rst
+++ b/docs/CHANGELOG.rst
@@ -19,6 +19,8 @@ Changed
 
 Fixed
 -----
+- Normalize project name from `resolwe-bio` to `resolwe_bio` in about file
+  to ensure setup.py is compliant with PEP 625 standard
 
 
 ===================
diff --git a/resolwe_bio/__about__.py b/resolwe_bio/__about__.py
index feaf06d79..de3f3af64 100644
--- a/resolwe_bio/__about__.py
+++ b/resolwe_bio/__about__.py
@@ -4,7 +4,7 @@
 
 # NOTE: We use __title__ instead of simply __name__ since the latter would
 #       interfere with a global variable __name__ denoting object's name.
-__title__ = "resolwe-bio"
+__title__ = "resolwe_bio"
 __summary__ = "Bioinformatics pipelines for the Resolwe platform"
 __url__ = "https://github.com/genialis/resolwe-bio"