TNF and COVID-19: Capillary leak results from inflammation driven by key inflammatory cytokines such as TNF, IL-1, IL-6, IL-8, and especially VEGF, which in the past was also called “vascular permeability factor.” Capillary leak is a major component of deteriorating lung function in COVID-19, resulting in ARDS (46).