They engage in multiple IPF-relevant signaling pathways, including pro-inflammatory axes (MIF–CD74), pro-fibrotic/growth factor signals (MDK–NCL), and ECM remodeling interactions (THBS1–CD47, ICAM1–ITGAL). The gene discussed is NUCLEOLIN; the disease is idiopathic pulmonary fibrosis.