INS and obesity due to melanocortin 4 receptor deficiency: It mainly causes changes in some metabolic pathways, such as amino acid, insulin, and bile metabolism, in addition to altering the biosynthesis and degradation of some secondary metabolites, which are mostly positively associated with obesity and lipid metabolism.