There is no research showing that novel hub genes including EBP (EBP cholestenol delta-isomerase), KRT15, TEKT4, SPAG8, EFHC2, TMEM97, and NHLRC4 are related to IPF. Here, TEKT4 is linked to idiopathic pulmonary fibrosis.