12 genes (PM20D1, NOL10, TMEM17, SETD9, GNMT, L3MBTL3, AGAP4, HAUS4, TELO2, WFDC3, SEPT2, and C10orf32) were causally associated with prostate cancer. This evidence concerns the gene AGAP4 and Familial prostate cancer.