This reduced expression of PD-L1 in obesity may compromise immune tolerance and exacerbate inflammation, contributing to the metabolic dysregulation associated with obesity [22,24]. The gene discussed is CD274; the disease is obesity due to melanocortin 4 receptor deficiency.