In vitro experiments showed that increasing glucose concentration in the culture medium of trophoblast cells simulated the GDM environment, resulting in decreased expression of ATG5, Beclin-1, LC3B-II, and P62, consistent with the trend of changes in placental tissue of GDM pregnant women with LGA. This evidence concerns the gene ATG5 and gestational diabetes.