In that study (40), patients in severe insulin resistance subgroup were associated with more improvement of insulin resistance, hyper fasting insulin, and more frequent diabetes remission; and patients in severe insulin deficient subgroup were associated with more reduction of HbA1c and fasting glucose yet lower diabetes remission after surgery (41). Here, INS is linked to Insulin resistance.