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Research ArticleAdult Brain

Assessment of a Bayesian Vitrea CT Perfusion Analysis to Predict Final Infarct and Penumbra Volumes in Patients with Acute Ischemic Stroke: A Comparison with RAPID

R.A. Rava, K.V. Snyder, M. Mokin, M. Waqas, A.B. Allman, J.L. Senko, A.R. Podgorsak, M.M. Shiraz Bhurwani, Y. Hoi, A.H. Siddiqui, J.M. Davies, E.I. Levy and C.N. Ionita
American Journal of Neuroradiology February 2020, 41 (2) 206-212; DOI: https://doi.org/10.3174/ajnr.A6395
R.A. Rava
aFrom the Departments of Biomedical Engineering (R.A.R., A.B.A., J.L.S., A.R.P., M.M.S.B., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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K.V. Snyder
bNeurosurgery (K.V.S., M.W., A.R.P., A.H.S., J.M.D., E.I.L., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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M. Mokin
fDepartment of Neurosurgery (M.M.), University of South Florida, Tampa, Florida
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M. Waqas
bNeurosurgery (K.V.S., M.W., A.R.P., A.H.S., J.M.D., E.I.L., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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A.B. Allman
aFrom the Departments of Biomedical Engineering (R.A.R., A.B.A., J.L.S., A.R.P., M.M.S.B., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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J.L. Senko
aFrom the Departments of Biomedical Engineering (R.A.R., A.B.A., J.L.S., A.R.P., M.M.S.B., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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A.R. Podgorsak
aFrom the Departments of Biomedical Engineering (R.A.R., A.B.A., J.L.S., A.R.P., M.M.S.B., C.N.I.)
bNeurosurgery (K.V.S., M.W., A.R.P., A.H.S., J.M.D., E.I.L., C.N.I.)
cMedical Physics (A.R.P.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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M.M. Shiraz Bhurwani
aFrom the Departments of Biomedical Engineering (R.A.R., A.B.A., J.L.S., A.R.P., M.M.S.B., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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Y. Hoi
gCanon Medical Systems USA (Y.H.), Tustin, California.
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A.H. Siddiqui
bNeurosurgery (K.V.S., M.W., A.R.P., A.H.S., J.M.D., E.I.L., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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J.M. Davies
bNeurosurgery (K.V.S., M.W., A.R.P., A.H.S., J.M.D., E.I.L., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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E.I. Levy
bNeurosurgery (K.V.S., M.W., A.R.P., A.H.S., J.M.D., E.I.L., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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C.N. Ionita
aFrom the Departments of Biomedical Engineering (R.A.R., A.B.A., J.L.S., A.R.P., M.M.S.B., C.N.I.)
bNeurosurgery (K.V.S., M.W., A.R.P., A.H.S., J.M.D., E.I.L., C.N.I.)
eCanon Stroke and Vascular Research Center (R.A.R., K.V.S., M.W., A.B.A., J.L.S., A.R.P., M.M.S.B., A.H.S., J.M.D., E.I.L., C.N.I.), Buffalo, New York
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  • FIG 1.
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    FIG 1.

    Ground truth infarct labels with the hyperintensified regions in the DWI and FLAIR identifying infarct. Default, CBV, and CBF Vitrea perfusion analysis demonstrates infarct as red and penumbra as yellow, while RAPID perfusion analysis represents infarct as pink and penumbra as green. For this nonintervention case, there is agreement between Vitrea and RAPID infarct volumes and their respective locations within the MR imaging scans. Final infarct volumes for each MR imaging method and CTP software (summation of infarct and penumbra due to it being a nonintervention case) are as follows: DWI = 135.0 mL, FLAIR = 167.6 mL, default Vitrea = 132.4 mL, CBV Vitrea = 141.2 mL, CBF Vitrea = 115.3 mL, RAPID = 176.0 mL.

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    FIG 2.

    Correlation between final DWI and FLAIR infarct and predicted CTP infarct volumes for the default CTP software. A and B, Relationship between final (FLAIR and DWI) and predicted infarct volumes for intervention cases. C and D, The same relationship for nonintervention cases.

Tables

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    Table 1:

    Characteristics and outcomes of patients with ischemic stroke

    CharacteristicAll (n = 105)Endovascular Intervention (n = 55)Nonintervention (n = 50)
    Male sex (%)46.7% (49/105)50.9% (28/55)42.0% (21/50)
    P = .36
    Age (mean) (yr)67.1 ± 14.764.8 ± 16.369.6 ± 12.6
    P = .09
    NIHSS score (median) (IQR)11.0 (6.0–17.0)12.0 (9.0–19.0)6.5 (4.0–14.8)
    P = .003
    Site of occlusion
     Middle cerebral artery72.4% (76/105)76.3% (42/55)68.0% (34/50)
    P = .34
     Posterior cerebral artery12.4% (13/105)7.3% (4/55)18.0% (9/50)
    P = .10
     Internal carotid artery11.4% (12/105)10.9% (6/55)12.0% (6/50)
    P = .63
     Basilar artery3.8% (4/105)5.5% (3/55)2.0% (1/50)
    P = .36
    Time from onset of stroke to perfusion imaging (median) (IQR) (min)267.0 (116.0–710.0)171.0 (91.0–364.0)629.0 (147.5–976.8)
    P < .001
    Time from onset of stroke to reperfusion (median) (IQR) (min)–243.0 (157.5–526.0)–
    Time from perfusion imaging to recanalization (median) (IQR) (min)–64.0 (52.0–104.0)–
    Default Vitrea infarct volume (median) (IQR) (mL)6.7 (2.0–24.0)4.7 (1.3–19.4)6.8 (3.3–25.4)
    CBV Vitrea infarct volume (median) (IQR) (mL)6.5 (1.0–17.3)4.0 (0.7–15.9)8.5 (3.2–21.0)
    CBF Vitrea infarct volume (median) (IQR) (mL)2.5 (0.1–15.4)0.3 (0.0–8.4)6.6 (1.4–18.4)
    RAPID infarct volume (median) (IQR) (mL)6.0 (0.0–17.0)0.0 (0.0–16.5)28.0 (4.0–90.0)
    Posttreatment reperfusion
     TICI 2b–38.2% (21/55)–
     TICI 2c–25.5% (14/55)–
     TICI 3–36.4% (20/55)–
    Final FLAIR MR imaging infarct volume (median) (IQR) (mL)9.8 (3.2–25.1)11.8 (4.4–32.4)7.4 (2.7–18.4)
    Final DWI MR imaging infarct volume (median) (IQR) (mL)9.8 (2.3–25.7)11.8 (3.2–36.0)6.7 (2.0–17.7)
    • Note:—IQR indicates interquartile range; –, indicates data that was not obtained for the nonintervention patients and that cannot be quantified for all patients.

    • View popup
    Table 2:

    Mean difference and MAE between final infarct using DWI and FLAIR and predicted infarct using CTP software

    Parameter/Final Infarct PredictorPerfusion SoftwareEndovascular InterventionNonintervention
    Mean infarct difference (mL)
     DWIDefault Vitrea4.7–2.6
    CBV Vitrea9.7–0.3
    CBF Vitrea14.11.4
    RAPID7.5–51.5
     FLAIRDefault Vitrea4.1–0.4
    CBV Vitrea9.11.9
    CBF Vitrea13.53.6
    RAPID6.9–49.3
    Mean absolute error (mL)
     DWIDefault Vitrea13.09.6
    CBV Vitrea13.612.8
    CBF Vitrea20.59.1
    RAPID14.553.1
     FLAIRDefault Vitrea12.710.9
    CBV Vitrea13.413.3
    CBF Vitrea20.310.9
    RAPID14.751.1
    • View popup
    Table 3:

    Spearman correlation coefficients between predicted CTP infarct and final DWI and FLAIR infarct

    Parameter/Final Infarct PredictorPerfusion SoftwareEndovascular InterventionNonintervention
    Spearman correlation coefficient
     DWIDefault Vitrea0.720.71
    CBV Vitrea0.710.58
    CBF Vitrea0.530.67
    RAPID0.750.65
     FLAIRDefault Vitrea0.770.76
    CBV Vitrea0.720.64
    CBF Vitrea0.530.69
    RAPID0.750.68
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R.A. Rava, K.V. Snyder, M. Mokin, M. Waqas, A.B. Allman, J.L. Senko, A.R. Podgorsak, M.M. Shiraz Bhurwani, Y. Hoi, A.H. Siddiqui, J.M. Davies, E.I. Levy, C.N. Ionita
Assessment of a Bayesian Vitrea CT Perfusion Analysis to Predict Final Infarct and Penumbra Volumes in Patients with Acute Ischemic Stroke: A Comparison with RAPID
American Journal of Neuroradiology Feb 2020, 41 (2) 206-212; DOI: 10.3174/ajnr.A6395

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Assessment of a Bayesian Vitrea CT Perfusion Analysis to Predict Final Infarct and Penumbra Volumes in Patients with Acute Ischemic Stroke: A Comparison with RAPID
R.A. Rava, K.V. Snyder, M. Mokin, M. Waqas, A.B. Allman, J.L. Senko, A.R. Podgorsak, M.M. Shiraz Bhurwani, Y. Hoi, A.H. Siddiqui, J.M. Davies, E.I. Levy, C.N. Ionita
American Journal of Neuroradiology Feb 2020, 41 (2) 206-212; DOI: 10.3174/ajnr.A6395
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