We constructed a survival model using LASSO regression based on 7 genes (PFKM, FBP2, ARTN, AURKA, DEPDC1, MERTK, and SDC1) selected from an initial pool of 14, integrating survival data from IPF patients (Figures 5A, B). Here, AURKA is linked to idiopathic pulmonary fibrosis.