Using the 30 IRS genes as an input biomarker, the IRS genes achieved high predictive power in several melanoma (highest AUC = 0.85) and NSCLC (AUC = 0.7) (Figure 5f). The gene discussed is IARS1; the disease is non-small cell lung carcinoma.