First, we analyzed the characteristics of different cell types in prostate cancer samples using single-cell sequencing and identified high levels of activation of pathways such as the PI3K-AKT pathway, P53 pathway, MYC pathways, androgen response, glycolysis, fatty acid metabolism, and bile acid metabolism in prostate cancer epithelial cells. The gene discussed is AKT1; the disease is Familial prostate cancer.