Multivariate Cox regression analysis of the 24 immune-related hub genes finally identified 5 independent prognostic genes (SHC1, WNT5A, NRP1, TGFA, IL4R) that significantly affected ccRCC survival (Figure 3B). This evidence concerns the gene TGFA and nonpapillary renal cell carcinoma.