For each metabolite, we ran logistic/linear regression analysis with diabetes incidence/change in glucose levels as outcome and family history of diabetes, smoking status, body-mass index (BMI), HDL cholesterol, triglycerides, insulin, glucose and HOMA measure at baseline, metabolite levels as independent variables. Here, INS is linked to diabetes mellitus.