Three main patterns of multitrait association emerged from this analysis, two of them reflecting defects in insulin secretion and insulin action, respectively, and a third characterized by obesity and dyslipidemia. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.