ccRCC patients in cluster A had higher scores in 19 kinds of immune cells, among which Myeloid-derived suppressor cells (MDSC), Monocyte and Activated CD8 T cell appeared to be the top three cell types. The gene discussed is CD8A; the disease is nonpapillary renal cell carcinoma.