Some of those studies show that IL-6 deficiency led to development of obesity, liver inflammation and insulin resistance even during low-fat feeding (Wallenius et al., 2002; Matthews et al., 2010). This evidence concerns the gene IL6 and obesity due to melanocortin 4 receptor deficiency.