There was a significant increase in the population of CD8+ T cells and macrophages in ccRCC but a decrease in the population of CD4+ T cells and B cells, compared to blood and non-tumor tissues. The gene discussed is CD8A; the disease is nonpapillary renal cell carcinoma.