BPD is characterized by chronic lung inflammation with elevated IL-6 levels correlating with increased risk (AUC: 0.849). TNF-α also elevated; acute inflammation linked to IL-1 and IL-8; reduced IL-10 may predispose infants to BPD. The gene discussed is TNF; the disease is bronchopulmonary dysplasia.