TNF and pneumonia: They were prominently enriched in several pathways related to pneumonia such as the PI3K–Akt signaling pathway, Ras signaling pathway, ErbB signaling pathway, JAK–STAT signaling pathway, TNF signaling pathway, and AMPK signaling pathway.