In conclusion, this study suggests that expression of MUC1 can modulate the immunoflogosis in the ccRCC microenvironment by activating the classical pathway of the complement system and regulating the immune infiltrate, promoting an immune-silent microenvironment. This evidence concerns the gene MUC1 and nonpapillary renal cell carcinoma.