Based on the evidence we found in this study, it is likely that it might reverse the immune impressive state in ccRCC by stimulating the TNF signal inhibitor while inhibiting the pyroptosis in myeloid cells. Here, TNF is linked to nonpapillary renal cell carcinoma.