A total of 958 DEGs were identified, of which LRRK2, BMI1, EBP, MNDA, KBTBD7, KRT15, OTX1, TEKT4, SPAG8, and EFHC2 are probable hub genes of IPF. The gene discussed is KRT15; the disease is idiopathic pulmonary fibrosis.