Overall, several anthropometric measurements of obesity were significantly associated with risk of tumors displaying high or low PD-L1 expression on immune cells, confirmed in heterogeneity analysis for WHR. The gene discussed is CD274; the disease is obesity due to melanocortin 4 receptor deficiency.