TNF and obesity due to melanocortin 4 receptor deficiency: By contrast, some reports have noted a negative correlation between cytokine levels (IL-6, adiponectin, and TNF-α) and obesity [58], suggesting that inflammation is a consequence of obesity rather than a contributing factor [56].