This study of risk scoring for BPD supports that the probability of BPD could be predicted for premature infants by maternal age, delivery options, birth weight, birth age, invasive ventilation, hemoglobin and albumin identified by stepwise and LASSO logistic regression analysis. This evidence concerns the gene ALB and bronchopulmonary dysplasia.