Despite the presence of these comorbid conditions, no significant differences in serum TLR4 or ATF4 levels were observed when patients were stratified by sex, smoking status, obesity classification, or comorbid disease presence. This evidence concerns the gene ATF4 and obesity due to melanocortin 4 receptor deficiency.