Initially, we identified and validated eight ERSRGs to diagnose IPF: AGRP, BIRC3, CDA, FAM20C, MT1E, NELL2, SNCA, and ZNF91. This evidence concerns the gene ZNF91 and idiopathic pulmonary fibrosis.