Hence, obesity alone and type 2 diabetes with obesity were significantly associated with TNF-α, IL-6, leptin, adiponectin, resistin, and ALR even after adjusting for sex (Model 2) or age (Model 3). Here, IL6 is linked to obesity due to melanocortin 4 receptor deficiency.