Based on existing research, the onset and progression of GDM involve complex interactions among multiple signaling pathways, with the PI3K/AKT/mTOR, PPARγ, and AMPK pathways playing key roles in regulating insulin sensitivity, glucolipid metabolism, and placental function. This evidence concerns the gene INS and gestational diabetes.