This study aimed to identify critical genes through bioinformatics and elucidate the molecular mechanisms by which the Noggin-BMP4 signaling axis mediates cellular senescence in BPD pathogenesis. The gene discussed is NOG; the disease is bronchopulmonary dysplasia.