We analyzed the absent and wild-type of VHL in ccRCC and found that alterations of a variety of immune cells, including memory B cells, activated memory CD4 T cells, Tregs, M1 macrophages, M2 macrophages, and activated dendritic cells in two groups. This evidence concerns the gene VHL and nonpapillary renal cell carcinoma.