In ccRCC samples with upregulated CCL5, there is a significant increase in the proportion of CCL5 + tumor-associated macrophages (TAMs) and PD-L1 + CD68 + TAMs, indicative of a typical immunosuppressive tumor immune microenvironment [45]. Here, CCL5 is linked to nonpapillary renal cell carcinoma.