AGER, HAMP, LTB4R, and SLC11A1 were risk factors for ccRCC, while NR3C2, SEMA3D, SEMA3G, and VAV3 were protective factors for ccRCC. Here, SLC11A1 is linked to nonpapillary renal cell carcinoma.