In our study, we identified 6 FRLs, namely LINC00348, POT1-AS1, LINC01103, TTTY8, PACRG-AS1 and LINC00691, which showed promise as biomarkers for BPD diagnosis. Here, LINC00691 is linked to bronchopulmonary dysplasia.