In gestational diabetes mellitus (GDM), chronic hyperglycemia suppresses the AMPK-mTOR-PIK3C3 pathway, thereby inhibiting CAVIN1-LC3B-mediated autophagic degradation of Cav-1, leading to Cav-1 accumulation. The gene discussed is MAP1LC3B; the disease is gestational diabetes.