Through the application of Cox proportional hazard regression analysis, we identified eight genes for the prognostic prediction of prostate cancer, including BUB1, KIF2C, CCNA2, CDC20, CCNB2, PBK, RRM2, and CDC45. The accuracy of our model based on these genes was relatively high. This evidence concerns the gene BUB1 and prostate cancer.