GSTZ1 and neoplasm: Collectively, we analyzed data by bioinformatics methods to identify HGD and GSTZ1 as biomarkers of KIRC from a metabolic perspective, and their expression changes altered the energy-producing pathways of tumor cell growth and proliferation, affecting cell cycle and tumor progression, which will provide important help for the clinical diagnosis and treatment of renal cell carcinoma.