These data suggest a link between obesity and PD-L1 which other studies have supported through indications that PD-L1 plays a direct role in mediating AT inflammation and may be upregulated as a counter measure to obesity induced inflammation47,48. The gene discussed is CD274; the disease is obesity due to melanocortin 4 receptor deficiency.