SPP1 and idiopathic interstitial pneumonia: His team identified TGF-β as a key regulatory factor in the fibrotic process following lung injury (9), and biomarkers such as SP-D, MMP-7, and osteopontin significantly improve the diagnostic accuracy of IPF (13, 14).