Further exploration of ApoC III and galectin-3 in predicting pregnancy outcomes showed that the combined application of ApoC III and galectin-3 had sensitivity and specificity greater than 90% in predicting adverse pregnancy outcomes in patients with GDM, and AUC was greater than 0.90. The gene discussed is APOC3; the disease is gestational diabetes.