Employing 3 distinct machine learning algorithms, namely, CYYR1, GALNT14, and OLAH, we’ve established their potential diagnostic relevance as peripheral blood biomarkers for BPD. This evidence concerns the gene OLAH and bronchopulmonary dysplasia.