RNF7 regulates apoptosis, glycolysis, and sunitinib sensitivity in ccRCC via the SOCS1/JAK/STAT3 signaling pathway, suggesting that RNF7 may serve as a prognostic biomarker and drug target in ccRCC management. This evidence concerns the gene RNF7 and nonpapillary renal cell carcinoma.