Among these, six metabolites were associated with measures of obesity and adiposity (BMI and leptin) and nine metabolites with parameters of the glucose-insulin axis (glucose, C-peptide, ISHOMA). Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.