SNAI1 and pulmonary fibrosis: Furthermore, we investigate the molecular mechanisms by which TRAF2 regulates pulmonary fibrosis, specifically its interaction with β-catenin and Snail, which promotes β-catenin-mediated transcriptional activation and facilitates EMT.