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). Here, CD68 is linked to neoplasm.