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). The gene discussed is LEP; the disease is obesity due to melanocortin 4 receptor deficiency.