Update citation

Author: javh

README.rst

@@ -10,12 +10,30 @@ profiles to find cells similar to a query cell state and allows researchers to
 quickly and systematically leverage massive public scRNA-seq atlases to learn
 about a cell state of interest.
 
+Documentation
+--------------------------------------------------------------------------------
+
 Tutorials and API documentation can be found at:
 https://genentech.github.io/scimilarity/index.html
 
+Download
+--------------------------------------------------------------------------------
+
 Pretrained model weights, embeddings, kNN graphs, a single-cell metadata
 can be downloaded from:
 https://zenodo.org/records/10685499
 
 A docker container with SCimilarity preinstalled can be pulled from:
 https://ghcr.io/genentech/scimilarity
+
+Citation
+--------------------------------------------------------------------------------
+
+To cite SCimilarity in publications please use:
+
+**A cell atlas foundation model for scalable search of similar human cells.**
+*Graham Heimberg\*, Tony Kuo\*, Daryle J. DePianto, Tobias Heigl,
+Nathaniel Diamant, Omar Salem, Gabriele Scalia, Tommaso Biancalani,
+Jason R. Rock, Shannon J. Turley, Héctor Corrada Bravo, Josh Kaminker\*\*,
+Jason A. Vander Heiden\*\*, Aviv Regev\*\*.*
+Nature (2024). https://doi.org/10.1038/s41586-024-08411-y

docs/about.rst

@@ -22,9 +22,9 @@ How to Cite
 
 To cite SCimilarity in publications please use:
 
-**Scalable querying of human cell atlases via a foundational model reveals commonalities
-across fibrosis-associated macrophages.**
-Graham Heimberg\*, Tony Kuo\*, Daryle DePianto, Tobias Heigl, Nathaniel Diamant,
-Omar Salem, Gabriele Scalia, Tommaso Biancalani, Jason Rock, Shannon Turley,
-Héctor Corrada Bravo, Josh Kaminker\*\*,  Jason A. Vander Heiden\*\*, Aviv Regev\*\*
-*bioRxiv.* `doi\:10.1101/2023.07.18.549537 <https://doi.org/10.1101/2023.07.18.549537>`__
+**A cell atlas foundation model for scalable search of similar human cells.**
+*Graham Heimberg\*, Tony Kuo\*, Daryle J. DePianto, Tobias Heigl,
+Nathaniel Diamant, Omar Salem, Gabriele Scalia, Tommaso Biancalani,
+Jason R. Rock, Shannon J. Turley, Héctor Corrada Bravo, Josh Kaminker\*\*,
+Jason A. Vander Heiden\*\*, Aviv Regev\*\*.*
+Nature (2024). https://doi.org/10.1038/s41586-024-08411-y