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). The gene discussed is NMNAT2; the disease is idiopathic pulmonary fibrosis.