To further evaluated the relationships between bilirubin and insulin sensitivity in IGR/T2DM patients with obesity, the changes of serum bilirubin and insulin sensitivity were analyzed after metabolic surgery in cohort 2 as complementary to cohort 1. The gene discussed is INS; the disease is Obesity.