The findings of this study reveal that specific immune cell populations such as activated NK cells, Tregs and CD4 memory-resting T cells in addition to M1-type macrophages are present in higher ratios in high-risk ccRCC patients. This evidence concerns the gene CD4 and nonpapillary renal cell carcinoma.