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AJNR Awards, New Junior Editors, and more. Read the latest AJNR updates

Research ArticleNeurovascular/Stroke Imaging

Reducing False-Positives in CT Perfusion Infarct Core Segmentation Using Contralateral Local Normalization

Alexander Rau, Marco Reisert, Christian A. Taschner, Theo Demerath, Samer Elsheikh, Benedikt Frank, Martin Köhrmann, Horst Urbach and Elias Kellner
American Journal of Neuroradiology March 2024, 45 (3) 277-283; DOI: https://doi.org/10.3174/ajnr.A8111
Alexander Rau
aFrom the Department of Neuroradiology (A.R., C.A.T., T.D., S.E., H.U.), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
bDepartment of Diagnostic and Interventional Radiology (A.R.), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Marco Reisert
cMedical Physics, Department of Diagnostic and Interventional Radiology (M.R., E.K.), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
dDepartment of Stereotactic and Functional Neurosurgery (M.R.), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Christian A. Taschner
aFrom the Department of Neuroradiology (A.R., C.A.T., T.D., S.E., H.U.), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Theo Demerath
aFrom the Department of Neuroradiology (A.R., C.A.T., T.D., S.E., H.U.), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Samer Elsheikh
aFrom the Department of Neuroradiology (A.R., C.A.T., T.D., S.E., H.U.), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Benedikt Frank
eDepartment of Neurology and Center for Translational Neuro- and Behavioral Sciences (B.F., M.K.), University Hospital Essen, Essen, Germany
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Martin Köhrmann
eDepartment of Neurology and Center for Translational Neuro- and Behavioral Sciences (B.F., M.K.), University Hospital Essen, Essen, Germany
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Horst Urbach
aFrom the Department of Neuroradiology (A.R., C.A.T., T.D., S.E., H.U.), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Elias Kellner
cMedical Physics, Department of Diagnostic and Interventional Radiology (M.R., E.K.), Medical Center–University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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    FIG 1.

    Schematic of the workflow for global and local normalization of CT perfusion-derived CBF with subsequent thresholding to 30% to obtain a segmentation of the ischemic core. In the global approach, each voxel is normalized to the entire contralateral hemisphere, whereas in the local approach, a voxel is compared with a local region on the contralateral side. This leads to an equalization between GM and WM and thus a more distinct contrast in the perfusion maps.

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    FIG 2.

    Correlation plot (A) and Bland-Altman plot (B) comparing core volumes derived with global and local normalization for the NoMa and MA groups (black and red, respectively). Dashed lines indicate linear regression in the correlation plot, and 2 SDs in the Bland-Altman plot.

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    FIG 3.

    Comparison of global (left) and local (right) normalization for CBF maps and threshold-based ischemic core segmentations in 3 cases without and with WM small vessel disease.

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    FIG 4.

    Image data of an 83-year-old woman 5 hours after onset of a left MCA occlusion. CTP with global contralateral normalization (A) suggested an infarct core involving the centrum semiovale (B). In contrast, CTP with local contralateral normalization (C) did not display the deep WM as infarct core (D). The M1 segment was recanalized following one thrombectomy maneuver by using a 4 × 40 mm Solitaire stent (E, F). Follow-up MR imaging shows distinct microangiopathy (G, FLAIR), but only scattered subacute centrum semiovale infarct (H, DWI).

Tables

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  • Patient characteristics

    nSex (Female)Age (yr)Stroke EvidentMean Core Volume (mL)
    Global NormalizationLocal Normalization
    No microangiopathy283049%72.6 ± 15.21334 (47%)41.0 ± 46.931.4 ± 41.1
    Microangiopathy33559%73.5 ± 17.1175 (52%)60.3 ± 49.033.6 ± 39.3
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American Journal of Neuroradiology: 45 (3)
American Journal of Neuroradiology
Vol. 45, Issue 3
1 Mar 2024
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Cite this article
Alexander Rau, Marco Reisert, Christian A. Taschner, Theo Demerath, Samer Elsheikh, Benedikt Frank, Martin Köhrmann, Horst Urbach, Elias Kellner
Reducing False-Positives in CT Perfusion Infarct Core Segmentation Using Contralateral Local Normalization
American Journal of Neuroradiology Mar 2024, 45 (3) 277-283; DOI: 10.3174/ajnr.A8111

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Reducing FP in CTP Infarct Core Segmentation
Alexander Rau, Marco Reisert, Christian A. Taschner, Theo Demerath, Samer Elsheikh, Benedikt Frank, Martin Köhrmann, Horst Urbach, Elias Kellner
American Journal of Neuroradiology Mar 2024, 45 (3) 277-283; DOI: 10.3174/ajnr.A8111
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