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Research ArticleAdult Brain
Open Access

Dynamic CTA-Derived Perfusion Maps Predict Final Infarct Volume: The Simple Perfusion Reconstruction Algorithm

C.C. McDougall, L. Chan, S. Sachan, J. Guo, R.G. Sah, B.K. Menon, A.M. Demchuk, M.D. Hill, N.D. Forkert, C.D. d’Esterre and P.A. Barber
American Journal of Neuroradiology November 2020, 41 (11) 2034-2040; DOI: https://doi.org/10.3174/ajnr.A6783
C.C. McDougall
aFrom the Department of Clinical Neurosciences (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d., P.A.B.), Calgary Stroke Program
bDepartment of Radiology (C.C.M., B.K.M., N.D.F., C.D.d.E., P.A.B.)
cHotchkiss Brain Institute (C.C.M., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E., P.A.B.)
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
fSeaman Family Centre (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d.E., P.A.B.), Foothills Medical Centre, Calgary, Alberta, Canada
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L. Chan
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
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S. Sachan
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
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J. Guo
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
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R.G. Sah
aFrom the Department of Clinical Neurosciences (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d., P.A.B.), Calgary Stroke Program
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
fSeaman Family Centre (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d.E., P.A.B.), Foothills Medical Centre, Calgary, Alberta, Canada
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B.K. Menon
aFrom the Department of Clinical Neurosciences (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d., P.A.B.), Calgary Stroke Program
bDepartment of Radiology (C.C.M., B.K.M., N.D.F., C.D.d.E., P.A.B.)
cHotchkiss Brain Institute (C.C.M., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E., P.A.B.)
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
fSeaman Family Centre (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d.E., P.A.B.), Foothills Medical Centre, Calgary, Alberta, Canada
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A.M. Demchuk
aFrom the Department of Clinical Neurosciences (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d., P.A.B.), Calgary Stroke Program
cHotchkiss Brain Institute (C.C.M., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E., P.A.B.)
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
fSeaman Family Centre (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d.E., P.A.B.), Foothills Medical Centre, Calgary, Alberta, Canada
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M.D. Hill
aFrom the Department of Clinical Neurosciences (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d., P.A.B.), Calgary Stroke Program
cHotchkiss Brain Institute (C.C.M., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E., P.A.B.)
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
fSeaman Family Centre (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d.E., P.A.B.), Foothills Medical Centre, Calgary, Alberta, Canada
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N.D. Forkert
bDepartment of Radiology (C.C.M., B.K.M., N.D.F., C.D.d.E., P.A.B.)
cHotchkiss Brain Institute (C.C.M., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E., P.A.B.)
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
eAlberta Children’s Hospital Research Institute (N.D.F.), University of Calgary, Calgary, Alberta, Canada
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C.D. d’Esterre
aFrom the Department of Clinical Neurosciences (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d., P.A.B.), Calgary Stroke Program
bDepartment of Radiology (C.C.M., B.K.M., N.D.F., C.D.d.E., P.A.B.)
cHotchkiss Brain Institute (C.C.M., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E., P.A.B.)
dDepartment of Clinical Neurosciences (C.C.M., L.C., S.S., J.G., R.G.S., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E.)
fSeaman Family Centre (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d.E., P.A.B.), Foothills Medical Centre, Calgary, Alberta, Canada
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P.A. Barber
aFrom the Department of Clinical Neurosciences (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d., P.A.B.), Calgary Stroke Program
bDepartment of Radiology (C.C.M., B.K.M., N.D.F., C.D.d.E., P.A.B.)
cHotchkiss Brain Institute (C.C.M., B.K.M., A.M.D., M.D.H., N.D.F., C.C.d.E., P.A.B.)
fSeaman Family Centre (C.C.M., R.G.S., B.K.M., A.M.D., M.D.H., C.D.d.E., P.A.B.), Foothills Medical Centre, Calgary, Alberta, Canada
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Article Figures & Data

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  • FIG 1.
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    FIG 1.

    Bland-Altman plots for SPIRAL infarct volume (milliliters) (A) and Tmax infarct volume (milliliters) in cortical gray matter/white matter (i) and basal ganglia (ii). SPIRAL infarct volume (milliliters) (B) and follow-up DWI infarct volume (milliliters) in the cortical gray matter/white matter (i) and basal ganglia (ii). C, Tmax infarct volume and follow-up DWI infarct volume in cortical gray matter/white matter (i) and basal ganglia (ii).

  • FIG 2.
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    FIG 2.

    Sensitivity for final infarction on 24-h our MR imaging versus lesion size for SPIRAL and the CTP Tmax map.

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    FIG 3.

    Admission SPIRAL map and CTP Tmax map for 3 patients who underwent EVT for M1 occlusions who had quality/fast reperfusion. The final infarct volume is outlined on the 24-hour DWI.

Tables

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    Table 1:

    Admission demographics, site of occlusion, and workflow metrics

    VariablesTotal (n = 72 Patients)
    Age (median) (minimum-maximum) (yr)68 (32–89)
    Men (No.) (%)37 (51.4)
    Stroke on awakening (No.) (%)27 (46.6)
    Site of occlusion (No.) (%) 
     MCA29 (40.3)
     ACA3 (4.0)
     ICA16 (22.2)
     Tandem5 (6.9)
    Affected hemisphere (No.) (%) 
     Right30 (41.7)
     Left39 (54.2)
    Coronary artery disease (No.) (%)12 (16.7)
    Congestive heart failure (No.) (%)6 (8.3)
    Valvular disease (No.) (%)2 (3.4)
    Hypertension (No.) (%)38 (52.8)
    Dyslipidemia (No.) (%)24 (33.3)
    Diabetes (No.) (%)1 (1.4)
    Smoking (No.) (%)20 (27.8)
    Statin (No.) (%)22 (37.9)
    EVT treatment (No.) (%)72 (100)
    tPA (alteplase) treatment (No.) (%)55 (76)
    Reperfusion (TICI 2b/3) (No.) (%)72 (100)
    Blood glucose (median) (minimum-maximum) (mmol)6 (4.4–20.0)
    NIHSS baseline (median) (minimum-maximum)17 (1–29)
    NIHSS 24 hours (median) (minimum-maximum)6 (0–24)
    MR spectroscopy baseline (median) (minimum-maximum)0 (0–3)
    MR spectroscopy (median) (minimum-maximum) (90 days)2 (0–6)
    CT to reperfusion time (median) (minimum-maximum) (hh:mm)1:28 (0:27–3:06)
    • Note:—hh:mm indicates hours: minutes; ACA, anterior cerebral artery.

    • View popup
    Table 2:

    ROC curve AUC for SPIRAL map, stratified by CT-to-reperfusion time for cortical gray and white matter tissue

    StatisticAUC, Patient LevelAUC, Cohort LevelCross-Validation SensitivityCross-Validation SpecificityCross-Validation Accuracy
    Early reperfusion, <90 minutes  (n = 48 patients)
     Mean0.830.820.820.720.77
     SD0.14NA0.060.030.06
    Late reperfusion, >90 minutes  (n = 24 patients)
     Mean0.840.810.790.700.74
     SD0.11NA0.080.060.07
    • Note:—NA indicates not applicable.

    • View popup
    Table 3:

    ROC curve AUC for SPIRAL map, stratified by CT-to-reperfusion time for basal ganglia regions

    StatisticAUC, Patient LevelAUC, Cohort LevelCross-Validation SensitivityCross-Validation SpecificityCross-Validation Accuracy
    Early reperfusion, >90 minutes  (21 patients)
     Mean0.820.810.820.810.82
     SD0.11NA0.050.060.06
    Late reperfusion, <90 minutes (7 patients)
     Mean0.840.800.860.710.78
     SD0.1NA0.080.090.09
    • Note:—NA indicates not applicable.

    • View popup
    Table 4:

    ROC curve AUC for SPIRAL map comparison with cine CTP maps for a 40-patient subcohort

    StatisticCortical GM and White Matter (WM)Basal Ganglia
    SPIRAL map
     AUC, patient level (mean) (SD)0.83 (0.14)0.79 (0.08)
     AUC, cohort level (mean)0.820.80
    CTP T-max map
     AUC, patient level0.82 (0.13)0.78 (0.11)
     AUC, cohort level0.810.74
    CTP blood flow map
     AUC, patient level0.74 (0.14)0.78 (0.09)
     AUC, cohort level0.720.77
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C.C. McDougall, L. Chan, S. Sachan, J. Guo, R.G. Sah, B.K. Menon, A.M. Demchuk, M.D. Hill, N.D. Forkert, C.D. d’Esterre, P.A. Barber
Dynamic CTA-Derived Perfusion Maps Predict Final Infarct Volume: The Simple Perfusion Reconstruction Algorithm
American Journal of Neuroradiology Nov 2020, 41 (11) 2034-2040; DOI: 10.3174/ajnr.A6783

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Dynamic CTA-Derived Perfusion Maps Predict Final Infarct Volume: The Simple Perfusion Reconstruction Algorithm
C.C. McDougall, L. Chan, S. Sachan, J. Guo, R.G. Sah, B.K. Menon, A.M. Demchuk, M.D. Hill, N.D. Forkert, C.D. d’Esterre, P.A. Barber
American Journal of Neuroradiology Nov 2020, 41 (11) 2034-2040; DOI: 10.3174/ajnr.A6783
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