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. Here, RETN is linked to idiopathic pulmonary fibrosis.