Of the metabolic genes such as ALDOA, PKM or ENO1/2 in Fig. 3, we find 70% of these are assigned to the same cluster in the new ccRCC cohort, whilst only 12% of these are assigned the same cluster in the PanCan cohort. Here, ALDOA is linked to nonpapillary renal cell carcinoma.