By using a machine learning approach, we found that the expression of the genes CSAD and SERINC3 discriminates between better and worse prognosis (low and high risk) for progression-free survival (PFS) of prostate cancer patients when they are stratified according to the Gleason score. The gene discussed is SERINC3; the disease is prostate cancer.