The results indicated that genes such as SPINT2, PEBP1, and KL were associated with a protective effect against death, whereas genes such as HMGA1, ITGB4, and FGFR2 were risk factors of death in IPF. Here, ITGB4 is linked to idiopathic pulmonary fibrosis.