Following single-gene analyses of BAAT, COMP, and CXCL13, we observed that the expression levels of all three genes were significantly elevated in the IPF group, demonstrating their potential as robust diagnostic markers. Here, COMP is linked to idiopathic pulmonary fibrosis.