In addition, changes in insulin secretion and its relation to circulating glucose levels in the development of both T1D and T2D have been reported to be non-monotonic, rendering the estimation of insulin secretion purely from glucose very challenging45,46. The gene discussed is INS; the disease is type 1 diabetes mellitus.