Based on these findings, we propose that the IPF metabolism-related gene HMGCS1, regulated by miR-18a-5p, may participate in the pathological process of IPF through STAT3 and PPARα pathways, but it requires further experimental validation. Here, PPARA is linked to idiopathic pulmonary fibrosis.