Integrating WGCNA with three machine learning algorithms, we identified six diagnostic genes—PGM3, GDF15, GART, GFOD2, E2F2, and ATP1B2—associated with sepsis-induced ALI, which were validated in clinical samples by Western blotting. Here, GDF15 is linked to acute respiratory distress syndrome.