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Research ArticlePediatric Neuroimaging

Automated Processing of Dynamic Contrast-Enhanced MRI: Correlation of Advanced Pharmacokinetic Metrics with Tumor Grade in Pediatric Brain Tumors

S. Vajapeyam, C. Stamoulis, K. Ricci, M. Kieran and T. Young Poussaint
American Journal of Neuroradiology January 2017, 38 (1) 170-175; DOI: https://doi.org/10.3174/ajnr.A4949
S. Vajapeyam
aFrom the Departments of Radiology (S.V., C.S., T.Y.P.)
eHarvard Medical School (S.V., C.S., M.K., T.Y.P.), Boston, Massachusetts.
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C. Stamoulis
aFrom the Departments of Radiology (S.V., C.S., T.Y.P.)
bNeurology (C.S.), Boston Children's Hospital, Boston, Massachusetts
eHarvard Medical School (S.V., C.S., M.K., T.Y.P.), Boston, Massachusetts.
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K. Ricci
cCancer Center (K.R.), Massachusetts General Hospital, Boston, Massachusetts
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M. Kieran
dDepartment of Pediatric Oncology (M.K.), Dana-Farber Cancer Center, Boston, Massachusetts
eHarvard Medical School (S.V., C.S., M.K., T.Y.P.), Boston, Massachusetts.
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T. Young Poussaint
aFrom the Departments of Radiology (S.V., C.S., T.Y.P.)
eHarvard Medical School (S.V., C.S., M.K., T.Y.P.), Boston, Massachusetts.
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    Fig 1.

    A 17-year-old girl with an anaplastic grade III ependymoma is shown. In addition to axial T2-weighted and axial postcontrast T1-weighted images, corresponding maps shown are ADC, IAUGC60, Ktrans, Kep, Ve, and Vp. Axial T2 image demonstrates heterogeneous tumor in the left frontal lobe with regions of hypointensity. Axial T1 postcontrast image demonstrates heterogeneous enhancement. ADC image demonstrates regions of restricted diffusion within the tumor. High Ktrans and Kep are readily apparent in the overlaid color maps, and Ve is low.

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    Fig 2.

    A 3-year-old boy with posterior fossa pilocytic astrocytoma is shown. Axial T2 image shows a T2 hyperintense mass in the vermis, which shows enhancement and increased diffusion. Permeability images show that though there is marked enhancement typical of these tumors, Ktrans and Kep are considerably lower, whereas Ve is higher throughout the tumor compared with the high-grade tumor shown in Fig 1.

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    Table 1:

    Summary of model permeability parameters for all imaging measures compared between high- and low-grade pediatric tumors

    ParameterRegression Coefficient95% CIStandard ErrorP ValueWald Statistic
    Ktrans1.54(0.69–2.39)0.42<.00113.42
    Kep10.22(6.12–14.33)2.02<.00125.54
    Ve−0.11(−0.15 to −0.06)0.02<.00121.85
    IAUGC60.12
    Vp.4
    T10.34
    • Note:—T10 indicates T1 of tissue.

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    Table 2:

    Summary statistics, sensitivity, and specificity of permeability parameters statistically correlated with tumor grade

    ParameterMedian95% CI for MedianSensitivitySpecificity
    KtransL: 0.09(0.06–0.13)70%–72%90%–100%
    H: 0.89(0.57–1.85)
    KepL: 0.66(0.33–0.97)70%–72%100%
    H: 6.76(4.99–13.95)
    VeL: 0.23(0.19–0.26)75%–78%82%–100%
    H: 0.12(0.11–0.15)
    • Note:—L indicates low-grade; H, high-grade.

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American Journal of Neuroradiology: 38 (1)
American Journal of Neuroradiology
Vol. 38, Issue 1
1 Jan 2017
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Cite this article
S. Vajapeyam, C. Stamoulis, K. Ricci, M. Kieran, T. Young Poussaint
Automated Processing of Dynamic Contrast-Enhanced MRI: Correlation of Advanced Pharmacokinetic Metrics with Tumor Grade in Pediatric Brain Tumors
American Journal of Neuroradiology Jan 2017, 38 (1) 170-175; DOI: 10.3174/ajnr.A4949

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Automated Processing of Dynamic Contrast-Enhanced MRI: Correlation of Advanced Pharmacokinetic Metrics with Tumor Grade in Pediatric Brain Tumors
S. Vajapeyam, C. Stamoulis, K. Ricci, M. Kieran, T. Young Poussaint
American Journal of Neuroradiology Jan 2017, 38 (1) 170-175; DOI: 10.3174/ajnr.A4949
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Cited By...

  • Perfusion Showdown: Comparison of Multiple MRI Perfusion Techniques in the Grading of Pediatric Brain Tumors
  • Differentiating Low-Grade from High-Grade Intracranial Ependymomas: Comparison of Dynamic Contrast-Enhanced MRI and Diffusion-Weighted Imaging
  • Advanced ADC Histogram, Perfusion, and Permeability Metrics Show an Association with Survival and Pseudoprogression in Newly Diagnosed Diffuse Intrinsic Pontine Glioma: A Report from the Pediatric Brain Tumor Consortium
  • Multiparametric Analysis of Permeability and ADC Histogram Metrics for Classification of Pediatric Brain Tumors by Tumor Grade
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