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. This evidence concerns the gene HPCAL1 and idiopathic pulmonary fibrosis.