These suggested that FN1, ICAM1, CXCR4, TYROBP, EGF, CAV1, CCND1 and PECAM1/CD31 were independent prognostic factors in ccRCC. The gene discussed is FN1; the disease is nonpapillary renal cell carcinoma.