However, intervention studies where vitamin D supplementation was used have not been able to report improvements in insulin sensitivity among subjects with prediabetes, overweight and obesity in people of different ethnicities [34, 35]. The gene discussed is INS; the disease is obesity due to melanocortin 4 receptor deficiency.