diff --git a/chapters/drug_discovery_kgs.md b/chapters/drug_discovery_kgs.md
index 8540aaf..1dba099 100644
--- a/chapters/drug_discovery_kgs.md
+++ b/chapters/drug_discovery_kgs.md
@@ -33,9 +33,9 @@
   - [[Dataset Download]](https://zenodo.org/record/4077338)
   - [[Website]](https://github.com/MindRank-Biotech/PharmKG)
 
-- **Clinical Knowledge Graph (CKG) (bioRxiv 2020)**
+- **Clinical Knowledge Graph (CKG) (Nature Biotech 2022)**
   - Santos, Alberto, Ana R. Colaço, Annelaura B. Nielsen, Lili Niu, Philipp E. Geyer, Fabian Coscia, Nicolai J. Wewer Albrechtsen, Filip Mundt, Lars Juhl Jensen, and Matthias Mann.
-  - [[Paper]](https://doi.org/10.1093/bib/bbaa344)
+  - [[Paper]](https://www.nature.com/articles/s41587-021-01145-6)
   - [[Dataset Download]](https://data.mendeley.com/datasets/mrcf7f4tc2/1)
   - [[Website]](https://ckg.readthedocs.io/en/latest/)
   - [[Construction Code]](https://github.com/MannLabs/CKG)
@@ -51,4 +51,4 @@
   - Dumontier, Michel, Alison Callahan, Jose Cruz-Toledo, Peter Ansell, Vincent Emonet, François Belleau, and Arnaud Droit. 
   - [[Paper]](https://www.researchgate.net/profile/Francois-Belleau/publication/287066655_Bio2RDF_release_3_A_larger_connected_network_of_linked_data_for_the_life_sciences/links/6033cb0b299bf1cc26e43cf5/Bio2RDF-release-3-A-larger-connected-network-of-linked-data-for-the-life-sciences.pdf)
   - [[Dataset Download]](https://download.bio2rdf.org/#/)
-  - [[Website]](https://bio2rdf.org/)
\ No newline at end of file
+  - [[Website]](https://bio2rdf.org/)