TNF and COVID-19: In patients with severe COVID-19, high levels of circulating IL-6, IL-1β, INFγ, and TNF-α have been reported, together with an unbalanced white cell formula, consisting of high neutrophils and decreased CD4+ and CD8+ T cells (27–30).