Importantly, the prognosis from COVID-19 patients with severe illness is linked with the lower concentrations of several inflammatory cytokines including ICAM, TNF-α, and CRP [155], suggesting that ICAM might display an important role in the pathogenesis of COVID-19. This evidence concerns the gene TNF and COVID-19.