This finding aligns with metabolomic enrichment results and suggests that IL1B, TNF, and IL6 may coordinately regulate multiple interconnected pathways, thereby forming an “inflammation–metabolism” axis that offers new insights into ALI pathogenesis. Here, TNF is linked to acute respiratory distress syndrome.