Thus, C-peptide, insulin, leptin, PAI, GIP, GLP-1, ghrelin, resistin, and visfatin are closely associated with carbohydrate and lipid metabolism and BMI in obese patients, which contributes to the formation of IR in obesity. This evidence concerns the gene GIP and obesity due to melanocortin 4 receptor deficiency.