 Additionally, although highly successful, up to 30 of obese patients do not undergo improvement of their diabetes after bariatric surgery. We aim to identify molecules within the patients blood or urine that are able to predict the likely chance a patient will undergo improvement in their diabetes after bariatric surgery to help clinicians select patients most likely to benefit. 