Indeed, both scATAC-seq and scRNA-seq KEGG analyses revealed the TNF signaling pathway to be involved in COVID-19; the scATAC-seq data showing lower TBX21 locus accessibility were consistent with the scRNA-seq data, showing decrease in Th1 cells of SCPs compared to the MCPs and HCs. This evidence concerns the gene TNF and COVID-19.