From 78cd0a974f6a2f254cb52c31f466a178c2562747 Mon Sep 17 00:00:00 2001
From: Tim O'Donnell <timodonnell@gmail.com>
Date: Thu, 10 Aug 2017 15:23:48 -0400
Subject: [PATCH] update README

---
 README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 951b2865..66a82471 100644
--- a/README.md
+++ b/README.md
@@ -14,13 +14,13 @@ ensembles of allele-specific models. You can fit MHCflurry models to your own da
 [IEDB](http://www.iedb.org/home_v3.php) and [Kim 2014](http://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-15-241).
 Our combined dataset is available for download [here](https://github.com/hammerlab/mhcflurry/releases/download/pre-1.0.0-alpha/data_curated.tar.bz2).
 
-We are working on a performance comparison of these models with other predictors
-such as netMHCpan, which we plan to make available soon.
-
 Pan-allelic prediction is supported in principle but is not yet performing
 accurately. Infrastructure for modeling other aspects of antigen
 processing is also implemented but experimental.
 
+If you find MHCflurry useful in your research please cite:
+
+> O'Donnell, T. et al., 2017. MHCflurry: open-source class I MHC binding affinity prediction. bioRxiv. Available at: http://www.biorxiv.org/content/early/2017/08/09/174243.
 
 ## Setup
 
@@ -105,4 +105,4 @@ predictions of the individual models. The training script is [here](downloads-ge
 
 ## Environment variables
 
-The path where MHCflurry looks for model weights and data can be set with the `MHCFLURRY_DOWNLOADS_DIR` environment variable. This directory should contain subdirectories like "models_class1".
\ No newline at end of file
+The path where MHCflurry looks for model weights and data can be set with the `MHCFLURRY_DOWNLOADS_DIR` environment variable. This directory should contain subdirectories like "models_class1".
-- 
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