Using machine learning algorithms (LASSO, SVM-RFE and Random Forest), we identified three hub genes (IL6, TFRC and PIEZO1) with high diagnostic accuracy for BPD. This evidence concerns the gene IL6 and bronchopulmonary dysplasia.