Furtherly, we analyzed the expression levels of significantly changed genes in different respiratory epithelial cell types, which showed that TCIRG1 (a3 subunit) was significantly upregulated in ciliated and basal cells, whereas the upregulation of S100A8 and S100A9 occurred in ciliated cells of severe COVID-19 cases. Here, S100A9 is linked to COVID-19.