The mechanism by which vitamin D deficiency causes MetS in patients with CKD is likely multifactorial with abnormalities in glucose and insulin metabolism, obesity, hypertension and dyslipidemia all playing a role. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.