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Research ArticleAdult Brain

The Initial Area Under the Curve Derived from Dynamic Contrast-Enhanced MRI Improves Prognosis Prediction in Glioblastoma with Unmethylated MGMT Promoter

Y.S. Choi, S.S. Ahn, H.-J. Lee, J.H. Chang, S.-G. Kang, E.H. Kim, S.H. Kim and S.-K. Lee
American Journal of Neuroradiology August 2017, 38 (8) 1528-1535; DOI: https://doi.org/10.3174/ajnr.A5265
Y.S. Choi
aFrom the Department of Radiology and Research Institute of Radiological Science (Y.S.C., S.S.A., H.-J.L., S.-K.L.)
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S.S. Ahn
aFrom the Department of Radiology and Research Institute of Radiological Science (Y.S.C., S.S.A., H.-J.L., S.-K.L.)
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H.-J. Lee
aFrom the Department of Radiology and Research Institute of Radiological Science (Y.S.C., S.S.A., H.-J.L., S.-K.L.)
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J.H. Chang
cNeurosurgery (J.H.C., S.-G.K., E.H.K.), Yonsei University College of Medicine, Seoul, Korea.
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S.-G. Kang
cNeurosurgery (J.H.C., S.-G.K., E.H.K.), Yonsei University College of Medicine, Seoul, Korea.
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E.H. Kim
cNeurosurgery (J.H.C., S.-G.K., E.H.K.), Yonsei University College of Medicine, Seoul, Korea.
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S.H. Kim
bDepartments of Pathology (S.H.K.)
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S.-K. Lee
aFrom the Department of Radiology and Research Institute of Radiological Science (Y.S.C., S.S.A., H.-J.L., S.-K.L.)
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Abstract

BACKGROUND AND PURPOSE: Although perfusion and permeability MR parameters have known to have prognostic value, they have reproducibility issues. Our aim was to evaluate whether the initial area under the time-to-signal intensity curve (IAUC) derived from dynamic contrast-enhanced MR imaging can improve prognosis prediction in patients with glioblastoma with known MGMT status.

MATERIALS AND METHODS: We retrospectively examined 88 patients with glioblastoma who underwent preoperative dynamic contrast-enhanced MR imaging. The means of IAUC values at 30 and 60 seconds (IAUC30mean and IAUC60mean) were extracted from enhancing tumors. The prognostic values of IAUC parameters for overall survival and progression-free survival were assessed with log-rank tests, according to the MGMT status. Multivariate overall survival and progression-free survival models before and after adding the IAUC parameters as covariates were explored by net reclassification improvement after receiver operating characteristic analysis for 1.5-year overall survival and 1-year progression-free survival and by random survival forest.

RESULTS: High IAUC parameters were associated with worse overall survival and progression-free survival in the unmethylated MGMT group, but not in the methylated group. In the unmethylated MGMT group, 1.5-year overall survival and 1-year progression-free survival prediction improved significantly after adding IAUC parameters (overall survival area under the receiver operating characteristic curve, 0.86; progression-free survival area under the receiver operating characteristic curve, 0.74–0.76) to the model with other prognostic factors (overall survival area under the receiver operating characteristic curve, 0.81; progression-free survival area under the receiver operating characteristic curve, 0.69; P < .05 for all) except in the case of IAUC60mean for 1-year progression-free survival prediction (P = .059). Random survival forest models indicated that the IAUC parameters were the second or most important predictors in the unmethylated MGMT group, except in the case of the IAUC60mean for progression-free survival.

CONCLUSIONS: IAUC can be a useful prognostic imaging biomarker in patients with glioblastoma with known MGMT status, improving prediction of glioblastoma prognosis with the unmethylated MGMT promoter status.

ABBREVIATIONS:

AUC
area under the receiver operating characteristic curve
DCE
dynamic contrast-enhanced
EGFR
epidermal growth factor receptor
GBM
glioblastoma
IAUC
initial area under the time-to–signal intensity curve
IDH1
isocitrate dehydrogenase 1
Ktrans
volume transfer constant
MGMT
O6-methylguanine-DNA methyltransferase
nCET
non-contrast-enhanced tumor
OS
overall survival
PFS
progression-free survival
rCBV
relative cerebral blood volume
ROC
receiver operating characteristic
  • © 2017 by American Journal of Neuroradiology
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American Journal of Neuroradiology: 38 (8)
American Journal of Neuroradiology
Vol. 38, Issue 8
1 Aug 2017
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Y.S. Choi, S.S. Ahn, H.-J. Lee, J.H. Chang, S.-G. Kang, E.H. Kim, S.H. Kim, S.-K. Lee
The Initial Area Under the Curve Derived from Dynamic Contrast-Enhanced MRI Improves Prognosis Prediction in Glioblastoma with Unmethylated MGMT Promoter
American Journal of Neuroradiology Aug 2017, 38 (8) 1528-1535; DOI: 10.3174/ajnr.A5265

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The Initial Area Under the Curve Derived from Dynamic Contrast-Enhanced MRI Improves Prognosis Prediction in Glioblastoma with Unmethylated MGMT Promoter
Y.S. Choi, S.S. Ahn, H.-J. Lee, J.H. Chang, S.-G. Kang, E.H. Kim, S.H. Kim, S.-K. Lee
American Journal of Neuroradiology Aug 2017, 38 (8) 1528-1535; DOI: 10.3174/ajnr.A5265
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