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Research ArticleAdult Brain

Performance and Predictive Value of a User-Independent Platform for CT Perfusion Analysis: Threshold-Derived Automated Systems Outperform Examiner-Driven Approaches in Outcome Prediction of Acute Ischemic Stroke

S. Dehkharghani, R. Bammer, M. Straka, L.S. Albin, O. Kass-Hout, J.W. Allen, S. Rangaraju, D. Qiu, M.J. Winningham and F. Nahab
American Journal of Neuroradiology August 2015, 36 (8) 1419-1425; DOI: https://doi.org/10.3174/ajnr.A4363
S. Dehkharghani
aFrom the Departments of Radiology and Imaging Sciences (S.D., L.S.A., J.W.A., D.Q.)
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R. Bammer
cDepartment of Radiology (R.B.), Stanford University Hospital, Stanford, California
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M. Straka
dInstitut für Radiologie und Nuklearmedizin (M.S.), Kantonsspital Winterthur, Winterthur, Switzerland
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L.S. Albin
aFrom the Departments of Radiology and Imaging Sciences (S.D., L.S.A., J.W.A., D.Q.)
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O. Kass-Hout
eDepartment of Neurology (O.K.-H.), Catholic Health System, Buffalo, New York.
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J.W. Allen
aFrom the Departments of Radiology and Imaging Sciences (S.D., L.S.A., J.W.A., D.Q.)
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S. Rangaraju
bNeurology (S.R., M.J.W., F.N.), Emory University Hospital, Atlanta, Georgia
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D. Qiu
aFrom the Departments of Radiology and Imaging Sciences (S.D., L.S.A., J.W.A., D.Q.)
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M.J. Winningham
bNeurology (S.R., M.J.W., F.N.), Emory University Hospital, Atlanta, Georgia
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F. Nahab
bNeurology (S.R., M.J.W., F.N.), Emory University Hospital, Atlanta, Georgia
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Abstract

BACKGROUND AND PURPOSE: Treatment strategies in acute ischemic stroke aim to curtail ischemic progression. Emerging paradigms propose patient subselection using imaging biomarkers derived from CT, CTA, and CT perfusion. We evaluated the performance of a fully-automated computational tool, hypothesizing enhancements compared with qualitative approaches. The correlation between imaging variables and clinical outcomes in a cohort of patients with acute ischemic stroke is reported.

MATERIALS AND METHODS: Sixty-two patients with acute ischemic stroke and MCA or ICA occlusion undergoing multidetector CT, CTA, and CTP were retrospectively evaluated. CTP was processed on a fully operator-independent platform (RApid processing of PerfusIon and Diffusion [RAPID]) computing automated core estimates based on relative cerebral blood flow and relative cerebral blood volume and hypoperfused tissue volumes at varying thresholds of time-to-maximum. Qualitative analysis was assigned by 2 independent reviewers for each variable, including CT-ASPECTS, CBV-ASPECTS, CBF-ASPECTS, CTA collateral score, and CTA clot burden score. Performance as predictors of favorable clinical outcome and final infarct volume was established for each variable.

RESULTS: Both RAPID core estimates, CT-ASPECTS, CBV-ASPECTS, and clot burden score correlated with favorable clinical outcome (P < .05); CBF-ASPECTS and collateral score were not significantly associated with favorable outcome, while hypoperfusion estimates were variably associated, depending on the selected time-to-maximum thresholds. Receiver operating characteristic analysis demonstrated disparities among tested variables, with RAPID core and hypoperfusion estimates outperforming all qualitative approaches (area under the curve, relative CBV = 0.86, relative CBF = 0.81; P < .001).

CONCLUSIONS: Qualitative approaches to acute ischemic stroke imaging are subject to limitations due to their subjective nature and lack of physiologic information. These findings support the benefits of high-speed automated analysis, outperforming conventional methodologies while limiting delays in clinical management.

ABBREVIATIONS:

AIS
acute ischemic stroke
AUC
area under the curve
CBS
clot burden score
CS
collateral score
RAPID
RApid processing of PerfusIon and Diffusion
rCBF
relative CBF
rCBV
relative CBV
ROC
receiver operating characteristic
Tmax
time-to-maximum of the tissue residue function
  • © 2015 by American Journal of Neuroradiology
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American Journal of Neuroradiology: 36 (8)
American Journal of Neuroradiology
Vol. 36, Issue 8
1 Aug 2015
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S. Dehkharghani, R. Bammer, M. Straka, L.S. Albin, O. Kass-Hout, J.W. Allen, S. Rangaraju, D. Qiu, M.J. Winningham, F. Nahab
Performance and Predictive Value of a User-Independent Platform for CT Perfusion Analysis: Threshold-Derived Automated Systems Outperform Examiner-Driven Approaches in Outcome Prediction of Acute Ischemic Stroke
American Journal of Neuroradiology Aug 2015, 36 (8) 1419-1425; DOI: 10.3174/ajnr.A4363

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Performance and Predictive Value of a User-Independent Platform for CT Perfusion Analysis: Threshold-Derived Automated Systems Outperform Examiner-Driven Approaches in Outcome Prediction of Acute Ischemic Stroke
S. Dehkharghani, R. Bammer, M. Straka, L.S. Albin, O. Kass-Hout, J.W. Allen, S. Rangaraju, D. Qiu, M.J. Winningham, F. Nahab
American Journal of Neuroradiology Aug 2015, 36 (8) 1419-1425; DOI: 10.3174/ajnr.A4363
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