In conclusion, PCs exert significant protective effects on the pathogenesis of GDM by enhancing insulin sensitivity, lowering levels of inflammatory factors, and alleviating liver inflammation, while effectively regulating glucose metabolism during pregnancy and postpartum stages. Here, INS is linked to gestational diabetes.