In conclusion, our study identified two tag SNPs of GLP-1R nominally associated with GDM susceptibility, and one of them affected beta cell function and postprandial glucose metabolism, providing evidence for the etiology and genetic study of GDM and some inspirations for T2DM. This evidence concerns the gene GLP1R and gestational diabetes.