Cell-cell communication analysis indicated that compared with healthy controls (Figure 9A), severe COVID-19 cases (Figure 9B) had increased intercellular signaling and enhanced communication between CD14 monocytes and CD16 monocytes. This evidence concerns the gene CD14 and COVID-19.