According to the plot (Fig. 3A), the top 5 immune cell compositions in the TME of patients with ccRCC were CD8 + T cells, M2 macrophages, CD4 + T cells (memory resting), M1 macrophages, and M0 macrophages (Fig. 3A). Here, CD4 is linked to nonpapillary renal cell carcinoma.