HS3ST1 and idiopathic pulmonary fibrosis: Among the seven key genes identified, GREM1, UGT1A6, CDH2, TDO2, and HS3ST1 were found to be risk factors for IPF, whereas ADGRF5 and MPO were identified as protective factors.