Utilizing a multi-ancestry meta-analysis, this study confirmed the associations of T2D-linked genes MTNR1B, TCF7L2, CDKAL1, and CDKN2A-CDKN2B with GDM. The gene discussed is MTNR1B; the disease is type 2 diabetes mellitus.