Through multivariable LASSO regression analysis, we identified the five UPR status-related DEGs (THBS1, SERPINE1, SERPINA3, SELE, PTX3) that exhibited the strongest correlation with the clinicopathologic phenotype in IPF patients. Here, SELE is linked to idiopathic interstitial pneumonia.