Fig. 4

Identification of biomarkers using machine learning method. A ROC curve of the top three metabolites in terms of importance in GDM vs. CON groups: AUC value = 0.989; B ROC curve of the top three metabolites in terms of importance in PCOS–GDM vs. PCOS groups: AUC value = 0.908