Specially, FDX1 and DLAT genes were closely associated with EDNRB, CD274, HAVCR2, IL10, TGFB1, LAG3, PDCD1, IL4 and VTCN1 in ccRCC patients. The gene discussed is DLAT; the disease is nonpapillary renal cell carcinoma.