From the top 20 pathways (Table 3), the TNF signaling pathway, PI3K-Akt signalling pathway, and the T cell receptor signaling pathway might be the main pathways associated with these compounds in treating COVID-19. This evidence concerns the gene AKT1 and COVID-19.