Moreover, single cell analysis of PBMCs has reported the presence of a monocyte subset unique to severe COVID-19 patients that is enriched in genes encoding a range of cytokine storm related cytokines such as IL-1β, IL-6, and TNF-α (117). This evidence concerns the gene TNF and COVID-19.