Our results suggest that image features alone can analyze subtle morphological differences between ERG gene fusion positive and negative prostate cancers, which would thereby eliminate the need to utilize extra tumor tissue to perform ancillary studies such as IHC, FISH or NGS testing in order to assess for ERG gene rearrangement. Here, ERG is linked to Familial prostate cancer.