Among those genes, ANGPT1, EMCN, EMX2, ERG, HOXB9, ONECUT2 and SSTR1 were differentially expressed in sub-cluster1 VHL mutant ccRCC in TCGA and E-MTAB-1980 datasets (Fig. 4a). Here, VHL is linked to nonpapillary renal cell carcinoma.