High expressions of perforin and granzyme B in CD8+ T cells, low levels of TNF-α and IFN-γ in CD4+ T cells were related to disease severity of COVID-19.96 Moreover, CD8+ T cells more frequently displayed an exhausted phenotype in the severe COVID-19 cases. Here, TNF is linked to COVID-19.