Twelve gene sets were upregulated (GSEA q < 0.25) in S/R compared to non-S/R RCC in the two cohorts independently, including cell cycle programs, genes regulated by MYC, and apoptosis programs (Fig. 2a; Supplementary Data 5). This evidence concerns the gene MYC and renal cell carcinoma.