We identify LTBP1, DPT, INHBA, and CTHRC1 as core enriched genes for IPF-fibroblasts in fibrotic lung tissues; however, their role in fibrogenesis remains largely elusive and requires further exploration. The gene discussed is DPT; the disease is idiopathic pulmonary fibrosis.