In summary, the Bayesian network analysis highlighted that specific signaling pathways, including interleukin signaling, MyD88:MAL signaling, TLR signaling, and innate immune response, are associated with the AUC in severe COVID-19. This evidence concerns the gene MAL and COVID-19.