Beyond its diagnostic performance, our functional enrichment analysis revealed that YBX1 was significantly enriched in biological processes central to IPF pathogenesis, including RNA splicing, oxidative stress response, apoptotic signaling, and cytokine-mediated immune regulation. The gene discussed is YBX1; the disease is idiopathic pulmonary fibrosis.