Overall, our analysis provided insights of the molecular heterogeneity within VHL mutant ccRCC subgroup and suggested new prognostic factors of PBX1, EMCN and ERG in VHL mutant ccRCC. This evidence concerns the gene VHL and nonpapillary renal cell carcinoma.