Taken together, as shown in the schematic diagram of the hypothesis, intra-tumoral CCL5+ TAMs were able to predict a distinct pro-tumorigenic exhausted state of CD8+ T cells and promote the immunoevasive contexture of ccRCC (Figure 8). Here, CD8A is linked to nonpapillary renal cell carcinoma.