We then used a Venn diagram to visualize overlapping genes from the three machine learning methods (Figure 6F), identifying three crucial genes: IER3, KRT18, and RAB25, all of which are closely correlated with the prognosis of IPF patients. The gene discussed is KRT18; the disease is idiopathic pulmonary fibrosis.