Therefore, this study aims to explore whether E2, T, FSH, DHAS, and SHBG mediate the association between overweight/obesity and diabetes during the menopause transition period within the Study of Women’s Health Across the Nation (SWAN) cohort. The gene discussed is BRD2; the disease is Obesity.