SOCS3 and idiopathic pulmonary fibrosis: Another metabolism-related hub gene of interest in the context of IPF is SOCS3, which exhibits stable differential expression and high diagnostic accuracy across both datasets, suggesting its potential as a core biomarker for IPF.