Key biomarkers were further evaluated by RT-qPCR in an independent clinical cohort.<h4>Results</h4>Integrated multi-omics and machine-learning analyses identified CD247, IL7R, and RETN as candidate biomarkers related to mitochondrial dynamics-associated pathways in IPF. The gene discussed is CD247; the disease is idiopathic pulmonary fibrosis.