According to the ROC curve analysis, the PAP model had the highest AUCs in predicting the PCa and csPCa for biopsy-naïve men with PSA 4~20 ng/ml, which were 0.930 and 0.913, respectively. The gene discussed is KLK3; the disease is posterior cortical atrophy.