Furthermore, we also found that for each additional G risk allele at MTNR1B-rs10830962, the risk of GDM increased by 52% and 108%, and GDM subtype 2 by 43% and 85%, respectively, which was consistent with previous studies [8,35]. Here, MTNR1B is linked to gestational diabetes.