Integrated metabolomic and transcriptomic analysis showed that MUC1-expressing ccRCC was characterized by metabolic reprogramming involving the glucose and lipid metabolism pathway. The gene discussed is MUC1; the disease is nonpapillary renal cell carcinoma.