While the prediction model utilised in this study to identify women at risk of GDM used variables that are insulin-resistance focused, it is interesting to note that further differentiation between these high-risk women into those who did and did not develop GDM highlights a number of insulin secretory markers when measured at the time of GDM diagnosis. The gene discussed is INS; the disease is Insulin resistance.