By integrating data across species and health statuses, we aimed to paint a detailed landscape of how FOXO3a and USP18 participate in the intricate molecular dance that culminates in fibrotic transformations characteristic of IPF. This evidence concerns the gene FOXO3 and idiopathic pulmonary fibrosis.