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Research ArticleBrain

Diagnostic Utility of Diffusion Tensor Imaging in Differentiating Glioblastomas from Brain Metastases

S. Wang, S.J. Kim, H. Poptani, J.H. Woo, S. Mohan, R. Jin, M.R. Voluck, D.M. O’Rourke, R.L. Wolf, E.R. Melhem and S. Kim
American Journal of Neuroradiology February 2014, DOI: https://doi.org/10.3174/ajnr.A3871
S. Wang
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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S.J. Kim
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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H. Poptani
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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J.H. Woo
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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S. Mohan
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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R. Jin
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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M.R. Voluck
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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D.M. O’Rourke
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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R.L. Wolf
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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E.R. Melhem
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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S. Kim
From the Departments of Radiology (S.W., H.P., J.H.W., S.M., M.R.V., R.L.W.) and Neurosurgery (D.M.O.), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania; Department of Radiology (S.J.K.), University of Ulsan, Asan Medical Center, Seoul, Republic of Korea; Medical Data Research Center (R.J.), Providence Health and Services, Portland, Oregon; Department of Diagnostic Radiology and Nuclear Medicine (E.R.M.), University of Maryland Medical Center, Baltimore, Maryland; and Department of Radiology (S.K.), New York University School of Medicine, New York, New York.
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Abstract

BACKGROUND AND PURPOSE: Differentiation of glioblastomas and solitary brain metastases is an important clinical problem because the treatment strategy can differ significantly. The purpose of this study was to investigate the potential added value of DTI metrics in differentiating glioblastomas from brain metastases.

MATERIALS AND METHODS: One hundred twenty-eight patients with glioblastomas and 93 with brain metastases were retrospectively identified. Fractional anisotropy and mean diffusivity values were measured from the enhancing and peritumoral regions of the tumor. Two experienced neuroradiologists independently rated all cases by using conventional MR imaging and DTI. The diagnostic performances of the 2 raters and a DTI-based model were assessed individually and combined.

RESULTS: The fractional anisotropy values from the enhancing region of glioblastomas were significantly higher than those of brain metastases (P < .01). There was no difference in mean diffusivity between the 2 tumor types. A classification model based on fractional anisotropy and mean diffusivity from the enhancing regions differentiated glioblastomas from brain metastases with an area under the receiver operating characteristic curve of 0.86, close to those obtained by 2 neuroradiologists using routine clinical images and DTI parameter maps (area under the curve = 0.90 and 0.85). The areas under the curve of the 2 radiologists were further improved to 0.96 and 0.93 by the addition of the DTI classification model.

CONCLUSIONS: Classification models based on fractional anisotropy and mean diffusivity from the enhancing regions of the tumor can improve diagnostic performance in differentiating glioblastomas from brain metastases.

Abbreviations

AUC
area under the curve
ER
enhancing region
FA
fractional anisotropy
IPR
immediate peritumoral region
LRM
logistic regression model
MD
mean diffusivity
  • © 2014 American Society of Neuroradiology
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Diagnostic Utility of Diffusion Tensor Imaging in Differentiating Glioblastomas from Brain Metastases
S. Wang, S.J. Kim, H. Poptani, J.H. Woo, S. Mohan, R. Jin, M.R. Voluck, D.M. O’Rourke, R.L. Wolf, E.R. Melhem, S. Kim
American Journal of Neuroradiology Feb 2014, DOI: 10.3174/ajnr.A3871
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Cite this article
S. Wang, S.J. Kim, H. Poptani, J.H. Woo, S. Mohan, R. Jin, M.R. Voluck, D.M. O’Rourke, R.L. Wolf, E.R. Melhem, S. Kim
Diagnostic Utility of Diffusion Tensor Imaging in Differentiating Glioblastomas from Brain Metastases
American Journal of Neuroradiology Feb 2014, DOI: 10.3174/ajnr.A3871

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