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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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Abstract

BACKGROUND AND PURPOSE: Pharmacokinetic parameters from dynamic contrast-enhanced MR imaging have proved useful for differentiating brain tumor grades in adults. In this study, we retrospectively reviewed dynamic contrast-enhanced perfusion data from children with newly diagnosed brain tumors and analyzed the pharmacokinetic parameters correlating with tumor grade.

MATERIALS AND METHODS: Dynamic contrast-enhanced MR imaging data from 38 patients were analyzed by using commercially available software. Subjects were categorized into 2 groups based on pathologic analyses consisting of low-grade (World Health Organization I and II) and high-grade (World Health Organization III and IV) tumors. Pharmacokinetic parameters were compared between the 2 groups by using linear regression models. For parameters that were statistically distinct between the 2 groups, sensitivity and specificity were also estimated.

RESULTS: Eighteen tumors were classified as low-grade, and 20, as high-grade. Transfer constant from the blood plasma into the extracellular extravascular space (Ktrans), rate constant from extracellular extravascular space back into blood plasma (Kep), and extracellular extravascular volume fraction (Ve) were all significantly correlated with tumor grade; high-grade tumors showed higher Ktrans, higher Kep, and lower Ve. Although all 3 parameters had high specificity (range, 82%–100%), Kep had the highest specificity for both grades. Optimal sensitivity was achieved for Ve, with a combined sensitivity of 76% (compared with 71% for Ktrans and Kep).

CONCLUSIONS: Pharmacokinetic parameters derived from dynamic contrast-enhanced MR imaging can effectively discriminate low- and high-grade pediatric brain tumors.

ABBREVIATIONS:

IAUGC60
initial area under gadolinium curve at 60 seconds
DCE
dynamic contrast-enhanced
Kep
rate constant from extracellular extravascular space back into blood plasma
Ktrans
transfer constant from the blood plasma into the extracellular extravascular space
Ve
extracellular extravascular volume fraction
Vp
fractional blood plasma volume
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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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