Multivariate IPTW Cox survival analysis (Concordance statistic (95%CI): 0.80 (0.78–0.82)) shows that type of surgery, diabetes duration, baseline insulin treatment, baseline HbA1c and percentage of weight loss at 1 year were independent factors associated to diabetes remission along the follow-up. The gene discussed is INS; the disease is diabetes mellitus.