These results indicated that thyroid hormone levels modified the effect of pre-pregnancy obesity on the risk of GDM, and the risk of GDM attributable to the interaction is as high as 55.0%. The gene discussed is TG; the disease is obesity due to melanocortin 4 receptor deficiency.