We identified four hub ARDS-ARDEGs (CKNP2, P2RY14, RBP2, and TYMS) using WGCNA analysis and three machine learning screenings (LASSO, RF, XGBoost). This evidence concerns the gene TYMS and acute respiratory distress syndrome.