SOX2 and idiopathic pulmonary fibrosis: To evaluate the diagnostic performance of the 4-gene signature (CDKN2A, VEGFA, FOXO3, and SOX2) in IPF, we first constructed a LASSO logistic regression model using the GSE53845.