diff --git a/src/components/Summary/CellTypeSummary.js b/src/components/Summary/CellTypeSummary.js
index 8d6e5bf0..d53f786b 100644
--- a/src/components/Summary/CellTypeSummary.js
+++ b/src/components/Summary/CellTypeSummary.js
@@ -181,7 +181,7 @@ class CellTypeSummary extends Component {
                                 <p></p>
 
                                 <small>
-                                    For more information about the cell type, cluster, and state definitions, see the following pre-print: <a target="_blank" rel="noreferrer" href="https://www.biorxiv.org/content/10.1101/2021.07.28.454201v1">https://www.biorxiv.org/content/10.1101/2021.07.28.454201v1</a>
+                                  For more information about the cell type, cluster, and state definitions, see the following publication: <a target="_blank" rel="noreferrer" href="https://rdcu.be/dx5m9">Nature 619, 585–594 (2023)</a> and <a target="_blank" rel='noreferrer' href="https://github.com/KPMP/Cell-State-Atlas-2022/">GitHub pipelines</a>
                                 </small>
                             </Col>
                         </Row>