SULF1 and neoplasm: This study further demonstrated an association between SULF1 expression and tumor drug sensitivity, and it identified potential small-molecule drugs targeting SULF1 highly expressed fibroblasts.<h4>Conclusions</h4>This study identified a set of shared molecular pathways and core genes between IPF and LUAD.