Furthermore, this is a prospective non-randomized study which precludes establishing causality and rather just shows an association between HMW adiponectin and albumin excretion.In summary, improved insulin sensitivity and HMW adiponectin levels attained through RYGB were associated with a reduction in albuminuria independent of weight loss associated with other types of surgery.