Genetic factors contribute to 53%–79% of BPD susceptibility; mutations in SPOCK2 and genes like ABCA3 identified. A study integrated genetic factors with clinical data to enhance prediction of BPD in preterm infants. Here, SPOCK2 is linked to bronchopulmonary dysplasia.