TNF and nonpapillary renal cell carcinoma: Combined with previous immune microenvironment analysis, we concluded that TNF signaling pathways may play an important role in ccRCC, in which epithelial and T cells function as the signal sender while myeloid cells function as the signal receptor, thus further mediating the immune impressive environment via activating pyroptosis in myeloid cells.