TNF and obesity due to melanocortin 4 receptor deficiency: On the other hand, adiponectin is inversely correlated with obesity and has a protective effect against insulin resistance as it exhibits anti-inflammatory properties by reducing TNF-α and IL-6 secretion from macrophages [50].