By knocking down these four candidate transcriptional factors using siRNA in cultured ccRCC cancer cells (Supplementary Fig. 5g–k), we found the mRNA levels of G6PD and PGD decreased in SP1 knocking down cells (Supplementary Fig. 5g). Here, PGD is linked to nonpapillary renal cell carcinoma.