Animal-based studies report that oestrogen counteracts the impact of insulin deficiency on vitamin D metabolism, and vice versa, supporting the likelihood of a complex relationship between VDBP and insulin resistant and deficient states such as GDM [47]. The gene discussed is INS; the disease is gestational diabetes.