In ccRCC specimens exhibiting CCL5 upregulation, a significant increase was observed in both CCL5+ tumor-associated macrophages (TAMs) and PD-L1+ CD68+ TAM populations, indicative of an immunosuppressive tumor immune microenvironment (TIME). This evidence concerns the gene CCL5 and nonpapillary renal cell carcinoma.