These results are consistent with previous findings that the insulin signaling pathway, inflammatory signaling pathway and the AMPK signal play important roles in the process of GDM (Barbour et al., 2007; Menon and Taylor, 2019; Carey et al., 2014; Kumagai et al., 2018). Here, INS is linked to gestational diabetes.