ALT, GGT, ALP, and HSI, but not AST were generally associated with metabolic disturbance, such as systolic blood pressure, fasting insulin, C-peptide, HOMA-IR, CRP, and clinical lipid biomarkers among participants without GDM. The gene discussed is INS; the disease is gestational diabetes.