TNF and COVID-19: In the present study, the enrichment of these common DEGs in inflammatory response processes and signaling pathways, such as TNF-α, NF-κB, and MAPK, highlights the long-term transcriptional changes associated with the persistent inflammatory state and complications in severe COVID-19 patients.