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Improved Turnaround Times | Median time to first decision: 12 days

Research ArticleNeurointervention
Open Access

Analysis of Hemodynamics and Aneurysm Occlusion after Flow-Diverting Treatment in Rabbit Models

J.R. Cebral, F. Mut, M. Raschi, S. Hodis, Y.-H. Ding, B.J. Erickson, R. Kadirvel and D.F. Kallmes
American Journal of Neuroradiology August 2014, 35 (8) 1567-1573; DOI: https://doi.org/10.3174/ajnr.A3913
J.R. Cebral
aFrom the Center for Computational Fluid Dynamics (J.R.C., F.M., M.R.), College of Sciences, George Mason University, Fairfax, Virginia
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F. Mut
aFrom the Center for Computational Fluid Dynamics (J.R.C., F.M., M.R.), College of Sciences, George Mason University, Fairfax, Virginia
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M. Raschi
aFrom the Center for Computational Fluid Dynamics (J.R.C., F.M., M.R.), College of Sciences, George Mason University, Fairfax, Virginia
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S. Hodis
bDepartments of Radiology (S.H., Y.-H.D., B.J.E., R.K., D.F.K.)
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Y.-H. Ding
bDepartments of Radiology (S.H., Y.-H.D., B.J.E., R.K., D.F.K.)
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B.J. Erickson
bDepartments of Radiology (S.H., Y.-H.D., B.J.E., R.K., D.F.K.)
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R. Kadirvel
bDepartments of Radiology (S.H., Y.-H.D., B.J.E., R.K., D.F.K.)
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D.F. Kallmes
bDepartments of Radiology (S.H., Y.-H.D., B.J.E., R.K., D.F.K.)
cNeurosurgery (D.F.K.), Mayo Clinic, Rochester, Minnesota.
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  • Fig 1.
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    Fig 1.

    Imaging, modeling, and data analysis.

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    Fig 2.

    Visualization of peak systole flow structures pre- and post-treatment in an incompletely occluded aneurysm (case 1, top) and in a completely occluded aneurysm (case 10, bottom). Each panel shows 20 cm/s velocity isosurfaces (top) and flow streamlines (bottom) before (left) and after (right) treatment.

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    Fig 3.

    Posttreatment hemodynamic variables averaged over open and occluded regions.

Tables

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    Table 1:

    Aneurysm occlusion, geometry, and device dataa

    CaseAneurysm Occlusion (%)PPA Diameter (mm)DPA Diameter (mm)Device Size (mm)Aneurysm Volume (cm3)Aneurysm Size (cm)Neck Size (Cm)Neck Area (Cm2)
    17%3.233.183.75 × 100.361.900.930.45
    219%3.282.664.5 × 120.171.130.860.48
    331%2.963.943.75 × 100.131.200.790.34
    441%3.723.543.75 × 120.061.170.650.27
    [5]46%3.473.113.50 × 120.121.310.600.22
    [6]73%3.193.403.25 × 100.080.740.530.14
    775%3.413.894.75 × 100.191.430.610.30
    [8]76%3.113.343.50 × 120.131.200.570.22
    977%2.863.794.75 × 100.031.490.640.31
    [10]82%3.263.023.50 × 100.080.940.470.14
    1184%3.974.184.00 × 100.201.330.610.25
    [12]90%3.443.113.50 × 100.121.200.420.12
    1391%3.073.583.50 × 120.321.420.700.34
    1491%3.954.244.00 × 100.081.010.530.09
    1594%3.103.034.75 × 120.251.420.650.28
    1698%3.573.574.25 × 100.060.910.340.07
    [17]100%3.253.484.75 × 100.151.170.600.25
    18100%3.823.253.50 × 100.010.390.240.04
    19100%3.702.504.25 × 100.030.620.300.07
    20100%4.243.964.75 × 100.030.590.410.12
    21100%3.793.434.75 × 120.121.090.560.19
    22100%3.652.894.00 × 100.020.530.310.05
    23100%3.533.793.50 × 120.070.740.630.17
    • Note:—PPA indicates proximal parent artery; DPA, distal parent artery.

    • ↵a Cases between brackets were sacrificed before 1 week and were not included in the analysis.

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    Table 2:

    Statistics of aneurysm geometrical data

    ValueAneurysm Volume (cm3)Aneurysm Size (cm)Neck Size (cm)Neck Area (cm2)
    Average over patent group0.161.390.750.36
    Average over occluded group0.110.960.490.16
    Ratio (patent/occluded)1.411.441.542.25
    P value.2655.0200a.0015a.0006a
    AUC0.510.670.700.73
    • Note:—AUC indicates area under the curve.

    • ↵a Statistically significant differences (P < .05).

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    Table 3:

    Ratio of mean posttreatment hemodynamic variables in open-over-occluded regionsa

    CaseRatio (v)Ratio (ω)Ratio <γ̇>
    11.881.401.43
    21.871.221.40
    30.640.450.63
    40.920.620.89
    [5]2.031.041.29
    [6]0.951.221.07
    72.052.152.05
    [8]2.382.312.11
    91.660.961.35
    [10]4.424.384.04
    113.905.064.16
    [12]4.963.563.83
    131.611.271.63
    143.383.583.72
    153.465.874.24
    166.067.155.86
    Mean2.642.642.48
    Mean open1.601.261.36
    Mean occluded3.974.413.93
    P value.0139b.0046b.0023b
    • ↵a Cases between brackets were sacrificed before 1 week and were not included in the analysis.

    • ↵b Statistically significant differences (P < .05).

    • View popup
    Table 4:

    Accuracy of logistic regression models of local occlusion

    RegionAccuracyCorrect/TotalRange (%)
    Sac84 %28,054/33,254(82.6, 84.5)
    Dome94 %9649/10,299(92.7, 94.0)
    Body92 %12,232/13,274(91.5, 92.4)
    Neck73 %11,060/15,050(71.8, 73.9)
    • View popup
    Table 5:

    Accuracy of different statistical models of local occlusion

    ModelAccuracyRMS Error
    Logistic regression86%0.32
    Neural network90%0.27
    Support vector machine85%0.38
    • Note:—RMS indicates root mean square.

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American Journal of Neuroradiology: 35 (8)
American Journal of Neuroradiology
Vol. 35, Issue 8
1 Aug 2014
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J.R. Cebral, F. Mut, M. Raschi, S. Hodis, Y.-H. Ding, B.J. Erickson, R. Kadirvel, D.F. Kallmes
Analysis of Hemodynamics and Aneurysm Occlusion after Flow-Diverting Treatment in Rabbit Models
American Journal of Neuroradiology Aug 2014, 35 (8) 1567-1573; DOI: 10.3174/ajnr.A3913

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Analysis of Hemodynamics and Aneurysm Occlusion after Flow-Diverting Treatment in Rabbit Models
J.R. Cebral, F. Mut, M. Raschi, S. Hodis, Y.-H. Ding, B.J. Erickson, R. Kadirvel, D.F. Kallmes
American Journal of Neuroradiology Aug 2014, 35 (8) 1567-1573; DOI: 10.3174/ajnr.A3913
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