Beyond the central roles of HMGCS1, SOCS3, and IL6 in IPF pathogenesis, our analysis identifies ACSL1, TLR2, UCP2, CFH, and CEBPD as synergistic contributors of fibrotic progression through interconnected metabolic-inflammatory crosstalk. This evidence concerns the gene UCP2 and idiopathic pulmonary fibrosis.