Radiology · 2004 · 216 citations · 36 references
MedicineOncologyRadiologyDiagnostic ImagingDiagnostic RadiologyImage InterpretationBenign TumorsCancer DiagnosisMagnetic Resonance ImagingMedical ImagingSoft Tissue Mass ImagingTumor DetectionBenign Lesion DifferentiationBenign Versus Malignant Differential DiagnosisDiagnostic Performance MetricsMalignant Soft Tissue NeoplasmsMalignant Soft Tissue TumorsSoft Tissue Tumor DiagnosisSoft Tissue Tumor ImagingStatic Contrast
PURPOSE: To prospectively evaluate static and dynamic gadopentetate dimeglumine-enhanced magnetic resonance (MR) imaging relative to nonenhanced MR imaging in differentiation of benign from malignant soft-tissue lesions and to evaluate which MR imaging parameters are most predictive of malignancy, with associated interobserver variability. MATERIALS AND METHODS: One hundred forty consecutive patients (78 male patients [median age, 51 years], 62 female patients [median age, 53 years]) with a soft-tissue mass underwent nonenhanced static and dynamic contrast material-enhanced MR imaging. Diagnosis was based on histologic findings in surgical specimens (86 of 140), findings at core-needle biopsy (43 of 140), or results of all imaging procedures with clinical follow-up (11 of 140). Multivariate logistic regression analysis was used to identify the best combination of MR imaging parameters that might be predictive of malignancy. Subjective overall performance of two observers was evaluated with receiver operating characteristic analysis. RESULTS: For subjective overall diagnosis, area under the receiver operating characteristic curve, a measure for diagnostic accuracy, was significantly larger for combined nonenhanced and contrast-enhanced MR imaging than it was for nonenhanced MR imaging alone, with no significant difference between observers. Multivariate analysis of all lesions revealed that combined nonenhanced static and dynamic contrast-enhanced MR imaging parameters were significantly superior to nonenhanced MR imaging parameters alone and to nonenhanced MR imaging parameters combined with static contrast-enhanced MR imaging parameters in prediction of malignancy. The most discriminating parameters were presence of liquefaction, start of dynamic enhancement (time interval between start of arterial and tumor enhancement), and lesion size (diameter). Results for extremity lesions were the same, with one exception: With dynamic contrast-enhanced MR imaging parameters, diagnostic performance of one observer did not improve. CONCLUSION: Static and dynamic contrast-enhanced MR imaging, when added to nonenhanced MR imaging, improved differentiation between benign and malignant soft-tissue lesions.
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Basic principles of ROC analysis
Charles E. Metz · Seminars in Nuclear Medicine · 1978 · 6.1K citations
T. Tong, S. Bolden, Phyllis A. Wingo · CA A Cancer Journal for Clinicians · 1996 · 1.8K citations · Full text
Medicine, Biostatistics, Oncology +17
Franz M. Enzinger · Medical Entomology and Zoology · 1988 · 933 citations