Based on the AUC scores, we identified seven gene candidates (ITM2C, CPNE7, PRTFDC1, CRABP2, NMNAT2, LAX1, and PAPPA2) with strong predictive performance in classifying severe IPF samples (Table 2). This evidence concerns the gene PAPPA2 and idiopathic pulmonary fibrosis.