Among the 19 intersecting targets identified between G. pentaphyllum compounds and COVID-19-associated genes, several key nodes—IL1B, IL6, TNF, ACE, and REN—emerged as central in both the protein–protein interaction and compound–target networks. This evidence concerns the gene TNF and COVID-19.