TNF and COVID-19: COVID-19 is also associated with immune activation that results in elevated levels of pro-inflammatory cytokines, including interleukin (IL): IL-2, IL-6, IL-7, and tumor necrosis factor-α (TNF-α) (Karimi-Zarchi et al., 2021).