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Research ArticleBrain

Diagnostic Accuracy of Dynamic Contrast-Enhanced MR Imaging Using a Phase-Derived Vascular Input Function in the Preoperative Grading of Gliomas

T.B. Nguyen, G.O. Cron, J.F. Mercier, C. Foottit, C.H. Torres, S. Chakraborty, J. Woulfe, G.H. Jansen, J.M. Caudrelier, J. Sinclair, M.J. Hogan, R.E. Thornhill and I.G. Cameron
American Journal of Neuroradiology September 2012, 33 (8) 1539-1545; DOI: https://doi.org/10.3174/ajnr.A3012
T.B. Nguyen
aFrom the Departments of Radiology (T.B.N., G.O.C., J.F.M., C.H.T., R.E.T., I.G.C., S.C., J.M.C.)
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G.O. Cron
aFrom the Departments of Radiology (T.B.N., G.O.C., J.F.M., C.H.T., R.E.T., I.G.C., S.C., J.M.C.)
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J.F. Mercier
aFrom the Departments of Radiology (T.B.N., G.O.C., J.F.M., C.H.T., R.E.T., I.G.C., S.C., J.M.C.)
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C. Foottit
bMedical Physics (C.F., I.G.C.)
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C.H. Torres
aFrom the Departments of Radiology (T.B.N., G.O.C., J.F.M., C.H.T., R.E.T., I.G.C., S.C., J.M.C.)
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S. Chakraborty
aFrom the Departments of Radiology (T.B.N., G.O.C., J.F.M., C.H.T., R.E.T., I.G.C., S.C., J.M.C.)
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J. Woulfe
cPathology (G.H.J., J.W.)
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G.H. Jansen
cPathology (G.H.J., J.W.)
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J.M. Caudrelier
aFrom the Departments of Radiology (T.B.N., G.O.C., J.F.M., C.H.T., R.E.T., I.G.C., S.C., J.M.C.)
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J. Sinclair
dSurgery, Division of Neurosurgery (J.S.)
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M.J. Hogan
eMedicine, Division of Neurology (M.J.H.); The Ottawa Hospital, University of Ottawa, Ottawa, Ontario, Canada.
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R.E. Thornhill
aFrom the Departments of Radiology (T.B.N., G.O.C., J.F.M., C.H.T., R.E.T., I.G.C., S.C., J.M.C.)
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I.G. Cameron
aFrom the Departments of Radiology (T.B.N., G.O.C., J.F.M., C.H.T., R.E.T., I.G.C., S.C., J.M.C.)
bMedical Physics (C.F., I.G.C.)
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  • Fig 1.
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    Fig 1.

    A, Phase-derived VIF and tumor CT(t) from a patient with confirmed grade IV glioma obtained at 3T. B and C, Ktrans_ϕ (B) and Vp_ϕ (C) maps. D, Magnitude-derived VIF and tumor signal-intensity changes from the same patient for comparison. E and F, Ktrans_SI (E) and Vp_SI (F) maps. Maximal Ktrans_ϕ and Vp_ϕ values in tumor are 0.099 minutes−1 and 5.7 mL/100 g compared with 0.15 minutes−1 and 18 mL/100 g for Ktrans_SI and Vp_SI.

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    Fig 2.

    Boxplots showing ability of parameters Ktrans_ϕ (A), Ktrans_SI (B), Vp_ϕ (C), and Vp_SI (D) in differentiating various glioma grades for 2D (solid line) and 3D data (dashed line).

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    Fig 3.

    A, ROC for comparison of maximal Ktrans_ϕ and Ktrans_SI for differentiation of low-grade from high-grade gliomas. B, ROC for comparison of Vp_ϕ and Vp_SI in differentiating low-grade and high-grade gliomas.

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    Fig 4.

    Agreement between Ktrans_ϕ and Ktrans_SI (A), Vp_ϕ, and Vp_SI (B). A, Bland-Altman plot of difference between Ktrans_ϕ and Ktrans_SI against a mean of Ktrans_ϕ and Ktrans_SI, with a mean absolute difference (bias) (solid line) and 95% confidence interval of the mean difference (limits of agreement) (dashed lines). B, Bland-Altman plot of difference between Vp_ϕ and Vp_SI_ϕ against a mean of Vp_ϕ and Vp_SI.

Tables

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    Table 1:

    Median values of the maximal perfusion parameters and coefficient of variation for different grades of gliomas using a 2D gradient-recalled echo sequence on a 1.5T MR imaging scanner

    No.Ktrans_ϕ(min−1) (95% CI)CV(%)Ktrans_SI(min−1) (95% CI)CV(%)Vp_ϕ (mL/100 g) (95% CI)CV(%)Vp_SI (ml/100 g) (95% CI)CV(%)
    Grade 280.0086 (0.0010–0.047)1530.0032 (0.00056–0.17)2100.66 (0.091–1.55)911.35 (0.22–6.9)143
    Grade 340.0201420.00521911.371052.8114
    Not definedNot definedNot definedNot defined
    Grade 4190.10 (0.072–0.13)460.13 (0.073–0.23)852.0 (1.7–3.1)788.8 (5.3–14)76
    • View popup
    Table 2:

    Median values of the maximal perfusion parameters and coefficient of variation for different grades of gliomas using a 3D gradient-recalled echo sequence on a 3T MR scanner

    No.Ktrans_ϕ(min−1) (95% CI)CV(%)Ktrans_SI(min−1) (95% CI)CV(%)Vp_ϕ (mL/100 g) (95% CI)CV(%)Vp_SI (mL/100 g) (95% CI)CV(%)
    Grade 210000
    Not defined Not definedNot definedNot defined
    Grade 350.0321220.0261310.98543.957
    Not defined Not definedNot definedNot defined
    Grade 490.069 (0.047–0.096)450.15 (0.082–0.31)722.4 (1.3–5.6)5912.5 (5.5–25)70
    • View popup
    Table 3:

    Median values of the maximal perfusion parameters and coefficient of variation for different grades of gliomas combining 2D and 3D acquisition methods

    No.Ktrans_ϕ(min−1) (95% CI)CV(%)Ktrans_SI(min−1) (95% CI)CV(%)Vp_ϕ (mL/100 g) (95% CI)CV(%)Vp_SI (mL/100 g) (95% CI)CV(%)
    Grade 290.0041 (0.00062–0.033)1650.0024 (0.00050–0.10)2240.64 (0.063–1.4)1031.12 (0.18–4.9)155
    Grade 2 excluding biopsy60.0014 (0.00010–0.011)1440.0016 (0.00011–0.014)1560.15 (0.011–0.67)1070.81 (0.032–4.3)133
    Grade 390.031 (0.011–0.15)1220.0093 (0.0030–0.17)1720.98 (0.34–2.2)923.7 (1.6–6.4)86
    Grade 3 excluding biopsy70.031 (0.0083–0.19)1160.0093 (0.0017–0.29)1690.79 (0.26–2.9)1161.9 (1.0–8.6)103
    Grade 4280.088 (0.069–0.11)480.15 (0.093–0.21)792.16 (1.8–3.1)719.4 (5.8–14)75
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    Table 4:

    The statistical significance (P Values) of differences in median perfusion parameter values for various grades of gliomas and imaging techniques

    P ValueKtrans_ϕKtrans_SIVp_ϕVp_SI
    Grade II vs III.050.17.15.14
    Grade II vs III excluding biopsy.0047.070.051.070
    Grade III vs IV.040.014.015.0026
    Grade III 2D vs 3D.32.62.80.80
    Grade IV 2D vs 3D.058.50.570.21
    • View popup
    Table 5:

    AUC values for various ROC curves

    AUC for Ktrans_ϕ (95% CI)AUC for Ktrans_SI (95% CI)AUC for Vp_ϕ (95% CI)AUC for Vp_SI (95% CI)
    Low-grade from high-grade gliomas0.87 (0.73–1)0.81 (0.59–1)0.84 (0.69–0.98)0.84 (0.66–0.91)
    Grade III from grade IV gliomas0.73 (0.46–1)0.77 (0.54–1)0.77 (0.58–0.97)0.84 (0.68–0.99)
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American Journal of Neuroradiology: 33 (8)
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T.B. Nguyen, G.O. Cron, J.F. Mercier, C. Foottit, C.H. Torres, S. Chakraborty, J. Woulfe, G.H. Jansen, J.M. Caudrelier, J. Sinclair, M.J. Hogan, R.E. Thornhill, I.G. Cameron
Diagnostic Accuracy of Dynamic Contrast-Enhanced MR Imaging Using a Phase-Derived Vascular Input Function in the Preoperative Grading of Gliomas
American Journal of Neuroradiology Sep 2012, 33 (8) 1539-1545; DOI: 10.3174/ajnr.A3012

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Diagnostic Accuracy of Dynamic Contrast-Enhanced MR Imaging Using a Phase-Derived Vascular Input Function in the Preoperative Grading of Gliomas
T.B. Nguyen, G.O. Cron, J.F. Mercier, C. Foottit, C.H. Torres, S. Chakraborty, J. Woulfe, G.H. Jansen, J.M. Caudrelier, J. Sinclair, M.J. Hogan, R.E. Thornhill, I.G. Cameron
American Journal of Neuroradiology Sep 2012, 33 (8) 1539-1545; DOI: 10.3174/ajnr.A3012
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