IL6 and obesity due to melanocortin 4 receptor deficiency: While several studies indicate that increased IL-6 levels correlate with adiposity and fat mass, and not necessarily with insulin action or responsiveness [30, 33], another study has pointed to higher IL-6 levels in patients with obesity-related insulin resistance [34].