We identified six key genes—PGM3, GDF15, GART, GFOD2, E2F2, and ATP1B2—closely associated with the pathogenesis of SA-ALI, involving immune regulation, inflammatory signaling, oxidative stress, and epithelial barrier maintenance. Here, GART is linked to acute respiratory distress syndrome.