Moreover, we constructed ROC curves and graphical nomogram to evaluate the risk prediction performance of the expression of the validated genes for GDM-related macrosomia and found that GDF3 expression and AC006064.4 expression in peripheral blood exosomes had good prediction performance. This evidence concerns the gene GDF3 and Large for gestational age.