All metabolites found to be discriminative in univariate and multivariate statistical analyses were further investigated using a mixed model with time, insulin response, obesity, glucose response and their interactions as fixed factors (fifth step in univariate analysis). Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.