The immune correlation analysis revealed that this signature had a significant correlation with the levels of certain immune cells (CD4_T cell, CD8_T cell, neutrophils, macrophages and dendritic cells) in ccRCC (P <0.05) (Figures 10A–F). This evidence concerns the gene CD4 and nonpapillary renal cell carcinoma.