In summary, this research successfully pinpointed four promising biomarkers (FHL2, HPCAL1, RNF182, and SLAIN1) and investigated the potential involvement of SLAIN1 in the pathogenesis of idiopathic pulmonary fibrosis. The gene discussed is SLAIN1; the disease is idiopathic pulmonary fibrosis.