At the molecular level, we found that SLC2A1, LDHA, GOT1, and GOT2 were regulated by HGD and GSTZ1 to alter the glucose uptake and energy metabolism of renal cancer cells. The gene discussed is GSTZ1; the disease is renal carcinoma.