After adjusting the association values for tumor purity, we found that POLD1 was strongly linked with the majority of TILs markers in ccRCC, including several functional T cells (Th1/Th2/Th17/Tfh cells, Tregs, and exhausted T cells) (Figure 5A). This evidence concerns the gene POLD1 and nonpapillary renal cell carcinoma.