Furthermore, by comparing the clinical parameters of women who responded and did not respond metabolically to lactation, we found that the non-responders showed higher z-score sum of 3-h 100-g OGTT during pregnancy, and higher proportion of oral medications/insulin treatment for GDM (Additional file 1: Table S11). This evidence concerns the gene INS and gestational diabetes.