TNF and COVID-19: Notably, out of 27 differentially expressed proteins, 15 were found to be regulated by IL-1β, IL-6, or tumor necrosis factor (TNF), which are seen at markedly higher levels in most severe COVID-19 patients11,12 (Fig. 2).