TNF and COVID-19: Using the functional network analyses of DEGs, DEmiRNAs and DElncRNAs, we found that the TNF, MAPK, and NF-κB signaling pathways are the most significantly changed pathways during recovery from COVID-19 (Supplementary Fig. 3-6).