At the level of gene essentiality in ccRCC, the consensus predictions for RRM2B, GCLC, UMPS, and GSS were confirmed in vitro. However, PNP and SLC7A9 knockouts showed mixed effects across cell lines in vitro. This evidence concerns the gene UMPS and nonpapillary renal cell carcinoma.