Using receiver operating characteristic (ROC) analysis, we identified that a cut-off for V-I-R-O of ≤ 71% tumor volume identifies EGFR mutations with a sensitivity of 80% and a specificity of 52% (AUC = 0.66). The gene discussed is EGFR; the disease is neoplasm.