Similar to PBX1, EMX2, SSTR1, ANGPT1, ERG and EMCN were all down-regulated in sub-cluster1 VHL mutant ccRCC in TCGA and E-MTAB-1980 datasets (Fig. 4b). This evidence concerns the gene PBX1 and nonpapillary renal cell carcinoma.