Importantly, a negative correlation was identified between the number of macrophages and CD8+ T-cells, while a significantly positive correlation emerged between the expression levels of PDCD1 and INFG with the percentage of CD8+ T-cells in ccRCC tumors. This evidence concerns the gene CD8A and nonpapillary renal cell carcinoma.