The negative role played by TNF-α secreted by tumor associated macrophages, in promoting cell glycolysis, tumor hypoxia and decreased PD-L1 expression has been highlighted in few studies; while others have observed increased serological levels of TNF-α to be associated with improved response to anti-PD-1 treatment and survival15. The gene discussed is CD274; the disease is neoplasm.