TNF and COVID-19: Furthermore, TNF-alpha is involved in key features of COVID-19 with poor outcome: elevated TNF-alpha levels have been associated with increased capillary leaking and the risk of thrombosis in ARDS [31, 32] and the action of neutrophils [33].