Third, while our epithelial-focused approach directly addresses the FSTL1/NF-κB/EMT axis-a cornerstone of IPF initiation—the lack of direct experimentation on macrophages or fibroblasts precludes definitive conclusions about cell-type-specific effects. The gene discussed is NFKB1; the disease is idiopathic pulmonary fibrosis.