In healthy subjects we identified clusters of proteins associated with BMI and insulin that included previously identified biomarkers for obesity-related disease risk and potential new biomarkers for which an association with disease is not well-established. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.