In a binomial multiple regression model, lower GA, male gender and lower mean serum IGF-I levels during PND 3–21 were the most predictive risk factors associated with BPD (r2 = 0.634, p < 0.001). The gene discussed is IGF1; the disease is bronchopulmonary dysplasia.