Based on the above method, 5 genes, including STX16, CLASRP, ATIC, ACIN1 and SEMA4B, were identified to be relevant to poor prognosis of ccRCC patients. This evidence concerns the gene SEMA4B and nonpapillary renal cell carcinoma.