INS and gestational diabetes: Interestingly, two studies found that women who quit EC use pre-pregnancy had higher odds of developing insulin-requiring GDM, though the retrospective nature of these studies introduces a potential reverse causality bias - where women may have been advised to quit smoking following a GDM diagnosis [24,25].