These data suggest that adiposity explains, at least in part, the associations between HMW adiponectin, leptin or the inflammatory mediators on the one hand and impairment of glucose homeostasis on the other, while correlations among immune markers appear obesity-independent. Here, ADIPOQ is linked to obesity due to melanocortin 4 receptor deficiency.