IL6 and obesity due to melanocortin 4 receptor deficiency: In a Swiss population-based sample aged 35–75 years (CoLaus Study) [19], it was found that participants with high percentage of body fat or abdominal obesity measured by bioelectrical impedance analysis (BIA) had higher IL-6 levels, but no association between IL-6 levels and obesity markers was found on multivariate regression.