Results suggested that high risk ccRCC samples were remarkably correlated with negative regulation of the immunity pathway, such as negative regulation of the immune response, CD4+ αβ T cell activation, αβ T cell activation, and T cell-mediated immunity (Figure 7D). Here, CD4 is linked to nonpapillary renal cell carcinoma.