Cytotoxic T cell (Tc), Tex, type 1 regulatory T cell (Tr1), etc. were significantly enriched, while CD4+ naive cell, CD8+ naive cell, Th2, etc. were notably decreased in ccRCC tissues compared with the normal tissue (Figure 2B). The gene discussed is TEX46; the disease is nonpapillary renal cell carcinoma.