Then, SLC16A12, ASPA, SMIM24, FLRT3, LAMB3, PLG, IL20RB, CXCL5, and PDK4 were identified as risk factors for ccRCC patients. Here, PDK4 is linked to nonpapillary renal cell carcinoma.