In addition, larger pre-pregnancy BMI (≥25) has significant association in MTNR1B (rs10830963) with GDM, indicating the potential effects of obesity on the role of MTNR1B mutation in GDM risk10. The gene discussed is MTNR1B; the disease is obesity due to melanocortin 4 receptor deficiency.