Add JOSS citation

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diff --git a/README.md b/README.md
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 [![DOI](https://zenodo.org/badge/5591/genenetwork/genenetwork2.svg)](https://zenodo.org/badge/latestdoi/5591/genenetwork/genenetwork2)
 
+[![JOSS](http://joss.theoj.org/papers/10.21105/joss.00025/status.svg)](http://joss.theoj.org/papers/10.21105/joss.00025)
+
 # GeneNetwork
 
 This repository contains the source code for the GeneNetwork (GN)
@@ -66,6 +68,9 @@ For more information visit http://www.genenetwork.org/
 
 ## Cite
 
+GeneNetwork was published in the Journal of Open Source Software as 'GeneNetwork: framework for web-based genetics' by Zachary Sloan, Danny Arends, Karl W. Broman, Arthur Centeno, Nicholas Furlotte, Harm Nijveen, Lei Yan, Xiang Zhou, Robert W. WIlliams and Pjotr Prins 
+[![JOSS](http://joss.theoj.org/papers/10.21105/joss.00025/status.svg)](http://joss.theoj.org/papers/10.21105/joss.00025)
+
 You can cite this software using
 [![DOI](https://zenodo.org/badge/5591/genenetwork/genenetwork2.svg)](https://zenodo.org/badge/latestdoi/5591/genenetwork/genenetwork2).