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Our research focused on dissecting IPF into subtypes via metabolic pathways and evaluating prospective drug candidates for each distinct subtype. Gene profiles and associated clinical data were obtained from the Gene Expression Omnibus (GEO) database, specifically from the datasets GSE70867 and GSE93606. The Gene Set Variation Analysis (GSVA) package facilitated the calculation of enrichment scores for 41 m