To date, obesity has been linked to increased angiogenesis and decreased PD-1 or PD-L1 expression on CD8+ T cells in more than one study, so these may represent common obesity-associated characteristics of the human renal tumor environment. The gene discussed is CD8A; the disease is obesity due to melanocortin 4 receptor deficiency.