A machine learning model-GLM was constructed to predict the prevalence of BPD disease, and five disease signature genes NFATC3, ERMN, PLA2G4A, MTMR9LP and LOC440700 were identified. This evidence concerns the gene PLA2G4A and bronchopulmonary dysplasia.