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Research ArticleAdult Brain

Retrospective Validation of a Computer-Assisted Quantification Model of Intracerebral Hemorrhage Volume on Accuracy, Precision, and Acquisition Time, Compared with Standard ABC/2 Manual Volume Calculation

W. Xue, S. Vegunta, C.M. Zwart, M.I. Aguilar, A.C. Patel, J.M. Hoxworth, B.M. Demaerschalk and J.R. Mitchell
American Journal of Neuroradiology August 2017, 38 (8) 1536-1542; DOI: https://doi.org/10.3174/ajnr.A5256
W. Xue
aFrom the Department of Biomedical Informatics (W.X., J.R.M.), Arizona State University, Scottsdale, Arizona
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S. Vegunta
bMoran Eye Center (S.V.), University of Utah, Salt Lake City, Utah
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C.M. Zwart
cDepartments of Radiology (C.M.Z., A.C.P., J.M.H.)
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M.I. Aguilar
dNeurology (M.I.A., B.M.D.)
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A.C. Patel
cDepartments of Radiology (C.M.Z., A.C.P., J.M.H.)
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J.M. Hoxworth
cDepartments of Radiology (C.M.Z., A.C.P., J.M.H.)
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B.M. Demaerschalk
dNeurology (M.I.A., B.M.D.)
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J.R. Mitchell
aFrom the Department of Biomedical Informatics (W.X., J.R.M.), Arizona State University, Scottsdale, Arizona
eResearch (J.R.M.), Mayo Clinic, Scottsdale, Arizona.
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Abstract

BACKGROUND AND PURPOSE: Intracerebral hemorrhage accounts for 6.5%–19.6% of all acute strokes. Initial intracerebral hemorrhage volume and expansion are both independent predictors of clinical outcomes and mortality. Therefore, a rapid, unbiased, and precise measurement of intracerebral hemorrhage volume is a key component of clinical management. The most commonly used method, ABC/2, results in overestimation. We developed an interactive segmentation program, SegTool, using a novel graphic processing unit, level set algorithm. Until now, the speed, bias, and precision of SegTool had not been validated.

MATERIALS AND METHODS: In a single stroke academic center, 2 vascular neurologists and 2 neuroradiologists independently performed a test-retest experiment that involved repeat measurements of static, unchanging intracerebral hemorrhage volumes on CT from 76 intracerebral hemorrhage cases. Measurements were made with SegTool and ABC/2. True intracerebral hemorrhage volumes were estimated from a consensus of repeat manual tracings by 2 operators. These data allowed us to estimate measurement bias, precision, and speed.

RESULTS: The measurements with SegTool were not significantly different from the true intracerebral hemorrhage volumes, while ABC/2 overestimated volume by 45%. The interrater measurement variability with SegTool was 50% less than that with ABC/2. The average measurement times for ABC/2 and SegTool were 35.7 and 44.6 seconds, respectively.

CONCLUSIONS: SegTool appears to have attributes superior to ABC/2 in terms of accuracy and interrater reliability with a 9-second delay in measurement time (on average); hence, it could be useful in clinical trials and practice.

ABBREVIATIONS:

ICH
intracerebral hemorrhage
LS
level set
MDC
95% minimum detectable change
  • © 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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W. Xue, S. Vegunta, C.M. Zwart, M.I. Aguilar, A.C. Patel, J.M. Hoxworth, B.M. Demaerschalk, J.R. Mitchell
Retrospective Validation of a Computer-Assisted Quantification Model of Intracerebral Hemorrhage Volume on Accuracy, Precision, and Acquisition Time, Compared with Standard ABC/2 Manual Volume Calculation
American Journal of Neuroradiology Aug 2017, 38 (8) 1536-1542; DOI: 10.3174/ajnr.A5256

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Retrospective Validation of a Computer-Assisted Quantification Model of Intracerebral Hemorrhage Volume on Accuracy, Precision, and Acquisition Time, Compared with Standard ABC/2 Manual Volume Calculation
W. Xue, S. Vegunta, C.M. Zwart, M.I. Aguilar, A.C. Patel, J.M. Hoxworth, B.M. Demaerschalk, J.R. Mitchell
American Journal of Neuroradiology Aug 2017, 38 (8) 1536-1542; DOI: 10.3174/ajnr.A5256
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