The top five commonly enriched KEGG pathways (TNF signaling, IL-17 signaling, NF-kappa B signaling, NOD-like receptor signaling and Cytokine-cytokine receptor interaction pathways) are also significantly associated with COVID-19 and IPF diseases69,84–91. This evidence concerns the gene TNF and COVID-19.