Data from several studies show that even though obesity causes a state of chronic low-grade inflammation with reductions in effector immune populations, it has a beneficial effect on patient survival following anti-PD-1/PD-L1 and anti-CTLA-4 treatment. The gene discussed is CD274; the disease is obesity due to melanocortin 4 receptor deficiency.