Then, SLC16A12, ASPA, SMIM24, FLRT3, LAMB3, PLG, IL20RB, CXCL5, and PDK4 were identified as risk factors for ccRCC patients. The gene discussed is CXCL5; the disease is nonpapillary renal cell carcinoma.