In addition, cell concentration revealed that these specific subsets were mainly involved in some inflammatory pathways, such as coronavirus of COVID-19, IL-17 signaling pathway, chemokine signaling pathway, TNF signaling pathway, and viral protein interaction between cytokine and its receptor (Figure 2F). Here, TNF is linked to COVID-19.