The identification of potential biomarkers such as APRT, CCL2, BEX2, MGC26963, and PLAU through specific gene modules and key genes could enhance our perception of prostate cancer's molecular mechanisms and targeted treatments. Here, SGMS2 is linked to prostate cancer.