Through the application of bioinformatics technology, we identified the potential key genes associated with the occurrence and development of prostate cancer as FGF2, FLNA, VCL, FLNC, CAV1, ACTC1, and MYLK. Here, CAV1 is linked to Familial prostate cancer.