To screen potential diagnostic biomarkers for ALI, we performed machine learning algorithms by the use of the above 690 DEGs, and 3 critical genes were identified, namely PDZK1IP1, CCKAR, and CXCL2. This evidence concerns the gene PDZK1IP1 and acute respiratory distress syndrome.