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Research ArticlePediatrics
Open Access

Epileptogenic Tubers Are Associated with Increased Kurtosis of Susceptibility Values: A Combined Quantitative Susceptibility Mapping and Stereoelectroencephalography Pilot Study

A. Chari, J. Sedlacik, K. Seunarine, R.J. Piper, P. Hales, K. Shmueli, K. Mankad, U. Löbel, C. Eltze, F. Moeller, R.C. Scott, M.M. Tisdall, J.H. Cross and D.W. Carmichael
American Journal of Neuroradiology August 2023, 44 (8) 974-982; DOI: https://doi.org/10.3174/ajnr.A7929
A. Chari
aFrom Developmental Neurosciences (A.C., K. Seunarine, R.J.P., M.M.T., J.H.C.), Great Ormond Street Institute of Child Health
cDepartments of Neurosurgery (A.C., K. Seunarine, R.J.P. M.M.T.)
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J. Sedlacik
dNeuroradiology (J.S., P.H., K.M., U.L.)
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K. Seunarine
aFrom Developmental Neurosciences (A.C., K. Seunarine, R.J.P., M.M.T., J.H.C.), Great Ormond Street Institute of Child Health
cDepartments of Neurosurgery (A.C., K. Seunarine, R.J.P. M.M.T.)
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R.J. Piper
aFrom Developmental Neurosciences (A.C., K. Seunarine, R.J.P., M.M.T., J.H.C.), Great Ormond Street Institute of Child Health
cDepartments of Neurosurgery (A.C., K. Seunarine, R.J.P. M.M.T.)
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P. Hales
dNeuroradiology (J.S., P.H., K.M., U.L.)
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K. Shmueli
bDepartment of Medical Physics and Bioengineering (K. Shmueli), University College London, London, UK
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K. Mankad
dNeuroradiology (J.S., P.H., K.M., U.L.)
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U. Löbel
dNeuroradiology (J.S., P.H., K.M., U.L.)
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C. Eltze
eNeurology (C.E., R.C.S., J.H.C.)
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F. Moeller
fNeurophysiology (F.M.), Great Ormond Street Hospital, London, UK
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R.C. Scott
eNeurology (C.E., R.C.S., J.H.C.)
gDepartment of Pediatric Neurology (R.C.S.), Nemours Children’s Hospital, Wilmington, Delaware
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M.M. Tisdall
aFrom Developmental Neurosciences (A.C., K. Seunarine, R.J.P., M.M.T., J.H.C.), Great Ormond Street Institute of Child Health
cDepartments of Neurosurgery (A.C., K. Seunarine, R.J.P. M.M.T.)
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J.H. Cross
aFrom Developmental Neurosciences (A.C., K. Seunarine, R.J.P., M.M.T., J.H.C.), Great Ormond Street Institute of Child Health
eNeurology (C.E., R.C.S., J.H.C.)
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D.W. Carmichael
hEngineering and Physical Sciences Research Council/Wellcome Centre for Medical Engineering and Department of Biomedical Engineering (D.W.C.), School of Biomedical Engineering and Imaging Sciences, King’s College London, London, UK
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  • FIG 1.
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    FIG 1.

    Methods summary. A, Illustrative images of T1-, T2-FLAIR, segmented tubers and overlying electrodes, QSM, and R2* maps used in this study. B, Histograms show distributions of QSM and R2* values for the left motor strip tuber identified in A.

  • FIG 2.
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    FIG 2.

    Output of GEE models. A, The 2 × 2 tables illustrate the sensitivity and specificity of the developed models to identify ictal and interictal tubers in the implanted tubers B, Violin plots of the kurtosis of the QSM histograms across implanted and nonimplanted tubers show higher kurtosis in the SEEG-identified and model-predicted ictal and interictal tubers, albeit with a degree of overlap. C, Violin plots of the median QSM values across implanted and nonimplanted tubers show higher kurtosis in the SEEG-identified and model-predicted ictal and interictal tubers, showing no difference between groups.

  • FIG 3.
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    FIG 3.

    Association between model-predicted unresected tubers and postoperative Engel outcomes. There was no significant correlation between outcome and the total number of unresected ictal and interictal tubers predicted by the model (ictal regression coefficient = 0.42, R2 = 0.23, P = .16; interictal regression coefficient = 0.10, R2 = 0.003, P = .88). Note that for this analysis, 2 patients who did not undergo subsequent surgical intervention were classified as Engel class IV, and the Engel class was considered a linear variable.

  • FIG 4.
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    FIG 4.

    Illustrative case example. A, Illustration of bilateral SEEG implantation with a more left-sided electrode. B, Sagittal and axial T1 images with overlying tuber segmentation. The 2 identified epileptogenic tubers that were subsequently resected are shown in red, while a third tuber in green was not sampled but identified as potentially epileptogenic by the GEE model. C, Histograms of the QSM values of the 3 tubers shown in B overlaid on the histograms of 15 other tubers from the same patient (in white). Note that they all seem to have a higher kurtosis.

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American Journal of Neuroradiology: 44 (8)
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Cite this article
A. Chari, J. Sedlacik, K. Seunarine, R.J. Piper, P. Hales, K. Shmueli, K. Mankad, U. Löbel, C. Eltze, F. Moeller, R.C. Scott, M.M. Tisdall, J.H. Cross, D.W. Carmichael
Epileptogenic Tubers Are Associated with Increased Kurtosis of Susceptibility Values: A Combined Quantitative Susceptibility Mapping and Stereoelectroencephalography Pilot Study
American Journal of Neuroradiology Aug 2023, 44 (8) 974-982; DOI: 10.3174/ajnr.A7929

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Kurtosis and Epileptogenic Tubers: A Pilot Study
A. Chari, J. Sedlacik, K. Seunarine, R.J. Piper, P. Hales, K. Shmueli, K. Mankad, U. Löbel, C. Eltze, F. Moeller, R.C. Scott, M.M. Tisdall, J.H. Cross, D.W. Carmichael
American Journal of Neuroradiology Aug 2023, 44 (8) 974-982; DOI: 10.3174/ajnr.A7929
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