TNF and COVID-19: One of the most comprehensive studies to date assessed plasma levels of these four cytokines in 1,484 hospitalised patients with COVID-19 and found robust associations between IL-6, IL-8 and TNFα levels and mortality – a finding widely replicated (16, 25, 31, 32).