TNF and COVID-19: Interestingly, the numbers of total T cells, CD4+ T and CD8+ T cells are negatively correlated to levels of TNF-α, IL-6, and IL-10, respectively (Figure 2B), suggesting these cytokines may be involved in the decrease of T cells detected in COVID-19.