Considering the role of cancer-associated mucins in modulating immune cell response and TME infiltration, we analyzed the presence of CD8+ and CD4+ T cells, and PD-L1 immunostaining in the ccRCC microenvironment. Here, CD4 is linked to nonpapillary renal cell carcinoma.