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. The gene discussed is GREM1; the disease is idiopathic pulmonary fibrosis.