In the subgroup analysis, MBP and MEP exposure were markedly associated with the risk of GDM (OR = 1.21; 95% CI = 1.05–1.39 for MBP; OR = 1.17; 95% CI = 1.03–1.32 for MBP). The gene discussed is MBP; the disease is gestational diabetes.