Specifically, COMP, as an ECM component, has been extensively investigated, CXCL13 is closely associated with immune cell infiltration, and BAAT may be implicated in metabolic abnormalities, providing a fresh perspective for understanding the pathogenesis of IPF. This evidence concerns the gene BAAT and idiopathic pulmonary fibrosis.