Our results revealed the roles of key co-expression module genes, hub genes, and functional biological pathways were associated with the down-regulation of the T cell receptor signaling pathway, the enrichment of the TNF signaling pathway and leukocyte migration in BPD pathogenesis, thus providing new insights into the development of BPD. Here, TNF is linked to bronchopulmonary dysplasia.