TCIRG1 and nonpapillary renal cell carcinoma: 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.