The most important inflammatory mediators released by immune cells during the “cytokine storm” are IFN-α, IFN-γ, IL-1β, IL-6, IL-12, IL-18, IL-33, TNF-a, and TGF-β and they are associated with different clinical features of COVID-19 [106,114]. This evidence concerns the gene TNF and COVID-19.