TNF and COVID-19: We found that the serum levels of multiple pro-inflammatory cytokines or biomarkers, including IL-6, IL-10, IL-8, TNF-α, IL-1β, IL-2R, ferritin, hs-CRP and procalcitonin were substantially elevated in non-survivors with COVID-19.