In ccRCC, inhibitor of apoptosis (IAP) proteins like BIRC3 and BIRC5 have been previously correlated with advanced stages and more aggressive ccRCCs, designating them as unfavorable prognostic markers (Fig. S4) [111, 112, 113]. This evidence concerns the gene BIRC5 and nonpapillary renal cell carcinoma.