The optimal model, designated as Model 5, was obtained by further including the effect of insulin resistance induced by high peripheral insulin and the biphasic effect (positive at low levels, negative at high levels) of lipids on beta-cell secretory capacity. Here, INS is linked to Insulin resistance.