Furthermore, we found that CEP55, IFI44, NCF4, and TCIRG1 contributed to poor prognosis for ccRCC and played an important role in the TME of ccRCC through regulating TILs or ICIs. This evidence concerns the gene CEP55 and nonpapillary renal cell carcinoma.