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. The gene discussed is MTMR9LP; the disease is bronchopulmonary dysplasia.