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. The gene discussed is COMP; the disease is idiopathic pulmonary fibrosis.