These results demonstrated important roles COL1A1, COL1A2, COL3A1, COL14A1, MMP1, MMP7, ASPN, CDH2, SPP1, POSTN and CTSK play in IPF occurrence. Here, COL1A2 is linked to idiopathic pulmonary fibrosis.