Although SENP1 protein expression did not show a significant difference across disease stages 1–4 (Supplementary Fig. 1A), ccRCC with high SENP1 protein levels (S1hi) was significantly clustered to the high HIF2α protein expressing group (Fig. 1D). This evidence concerns the gene EPAS1 and nonpapillary renal cell carcinoma.