Although the IL6 gene is not among the top 20 DEGs, it is noteworthy that it is over-expressed downstream to several signaling pathways, like TNF, IL17, C-type lectin receptors, and COVID-19 disease KEGG pathways. The gene discussed is TNF; the disease is COVID-19.