Specially, FDX1 and DLAT genes were closely associated with EDNRB, CD274, HAVCR2, IL10, TGFB1, LAG3, PDCD1, IL4 and VTCN1 in ccRCC patients. Here, IL4 is linked to nonpapillary renal cell carcinoma.