Compared with paired normal tumor tissue, ccRCC tissue contained a greater number of T cells CD8+, T cells follicular helper, T cells regulator (Tregs), Macrophages M0, Macrophages M1 and neutrophils. The gene discussed is CD8A; the disease is nonpapillary renal cell carcinoma.