We employed integrative multi-omics analysis and bioinformatics approaches to identify IPF-associated signature genes, construct a diagnostic model and risk scoring system, and establish YBX1 as a central regulatory node. Here, YBX1 is linked to idiopathic pulmonary fibrosis.