The resulting network revealed a highly interconnected core centered around key cytokines—including IL-6, IL-1β, IL-10, TNF-α, IL-18, and GM-CSF—which function as pivotal hubs driving the host inflammatory response and immunopathogenesis in both viral infections. This evidence concerns the gene TNF and viral infectious disease.