Canonical and casual network analysis gave us further insights into the pro-inflammatory environment upon viral infection, highlighting several Toll-like receptors, interferons, NFkB subunits, and tumor necrosis factors (TNFs) to be particularly activated in SARS-CoV-2 infection, positively correlating with disease severity. This evidence concerns the gene TNF and viral infectious disease.