Mechanistically, we found that decreased HGD and GSTZ1 regulate amino acid metabolism to reduce fumarate production, which in turn remodels metabolic flux and energy production in renal cancer cells, ultimately promoting cell cycle and proliferation. This evidence concerns the gene HGD and renal carcinoma.