TOLLIP and idiopathic interstitial pneumonia: As TOLLIP expression levels vary across cell types and disease stages, its downregulation accelerates apoptosis, contributing to early IPF development, while its upregulation in atypical epithelial cells drives fibrosis progression in late-stage IPF [95].