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Erschienen in: International Journal of Computer Assisted Radiology and Surgery 1/2014

01.01.2014 | Original Article

Electrode localization for planning surgical resection of the epileptogenic zone in pediatric epilepsy

verfasst von: Vahid Taimouri, Alireza Akhondi-Asl, Xavier Tomas-Fernandez, Jurriaan M. Peters, Sanjay P. Prabhu, Annapurna Poduri, Masanori Takeoka, Tobias Loddenkemper, Ann Marie R. Bergin, Chellamani Harini, Joseph R. Madsen, Simon K. Warfield

Erschienen in: International Journal of Computer Assisted Radiology and Surgery | Ausgabe 1/2014

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Abstract

Purpose

   In planning for a potentially curative resection of the epileptogenic zone in patients with pediatric epilepsy, invasive monitoring with intracranial EEG is often used to localize the seizure onset zone and eloquent cortex. A precise understanding of the location of subdural strip and grid electrodes on the brain surface, and of depth electrodes in the brain in relationship to eloquent areas is expected to facilitate pre-surgical planning.

Methods

   We developed a novel algorithm for the alignment of intracranial electrodes, extracted from post-operative CT, with pre-operative MRI. Our goal was to develop a method of achieving highly accurate localization of subdural and depth electrodes, in order to facilitate surgical planning. Specifically, we created a patient-specific 3D geometric model of the cortical surface from automatic segmentation of a pre-operative MRI, automatically segmented electrodes from post-operative CT, and projected each set of electrodes onto the brain surface after alignment of the CT to the MRI. Also, we produced critical visualization of anatomical landmarks, e.g., vasculature, gyri, sulci, lesions, or eloquent cortical areas, which enables the epilepsy surgery team to accurately estimate the distance between the electrodes and the anatomical landmarks, which might help for better assessment of risks and benefits of surgical resection.

Results

   Electrode localization accuracy was measured using knowledge of the position of placement from 2D intra-operative photographs in ten consecutive subjects who underwent intracranial EEG for pediatric epilepsy. Average spatial accuracy of localization was \(1.31\pm 0.69 \text{ mm }\) for all 385 visible electrodes in the photos.

Conclusions

   In comparison with previously reported approaches, our algorithm is able to achieve more accurate alignment of strip and grid electrodes with minimal user input. Unlike manual alignment procedures, our algorithm achieves excellent alignment without time-consuming and difficult judgements from an operator.
Fußnoten
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The currently distributed software is available from http://​www.​crl.​med.​harvard.​edu/​software.
 
Literatur
1.
Zurück zum Zitat Hirtz D, Thurman D, Gwinn-Hardy K, Mohamed M, Chaudhuri A, Zalutsky R (2007) How common are the “common” neurologic disorders? Neurology 68(5):326–337PubMedCrossRef Hirtz D, Thurman D, Gwinn-Hardy K, Mohamed M, Chaudhuri A, Zalutsky R (2007) How common are the “common” neurologic disorders? Neurology 68(5):326–337PubMedCrossRef
2.
Zurück zum Zitat Hauser WA, Annegers JF, Kurland LT (2007) Prevalence of epilepsy in Rochester, Minnesota: 1940–1980. Epilepsia 32(4):429–445CrossRef Hauser WA, Annegers JF, Kurland LT (2007) Prevalence of epilepsy in Rochester, Minnesota: 1940–1980. Epilepsia 32(4):429–445CrossRef
3.
Zurück zum Zitat Kwan P, Brodie MJ (2001) Effectiveness of first antiepileptic drug. Epilepsia 42(10):1255–1260PubMedCrossRef Kwan P, Brodie MJ (2001) Effectiveness of first antiepileptic drug. Epilepsia 42(10):1255–1260PubMedCrossRef
5.
Zurück zum Zitat Engel J Jr, McDermott MP, Wiebe S, Langfitt JT, Stern JM, Dewar S, Sperling MR, Gardiner I, Erba G, Fried I (2012) Early surgical therapy for drug-resistant temporal lobe epilepsy a randomized trial. JAMA J Am Med Assoc 307(9):922–930CrossRef Engel J Jr, McDermott MP, Wiebe S, Langfitt JT, Stern JM, Dewar S, Sperling MR, Gardiner I, Erba G, Fried I (2012) Early surgical therapy for drug-resistant temporal lobe epilepsy a randomized trial. JAMA J Am Med Assoc 307(9):922–930CrossRef
6.
Zurück zum Zitat Binnie CD, Polkey CE (2000) Commission on neurosurgery of the international league against epilepsy (ILAE) 1993–1997: recommended standards. Epilepsia 41(10):1346–1349PubMedCrossRef Binnie CD, Polkey CE (2000) Commission on neurosurgery of the international league against epilepsy (ILAE) 1993–1997: recommended standards. Epilepsia 41(10):1346–1349PubMedCrossRef
7.
Zurück zum Zitat Eksioglu Y, Riviello JJ Jr (2010) Intractable epilepsy in children and selection of surgical candidates. In: Cataltepe O, Jallo GI (eds) Pediatric epilepsy surgery: preoperative assessment and surgical treatment, Chap 2. Thieme Medical Publishers, New York, pp 7–13 Eksioglu Y, Riviello JJ Jr (2010) Intractable epilepsy in children and selection of surgical candidates. In: Cataltepe O, Jallo GI (eds) Pediatric epilepsy surgery: preoperative assessment and surgical treatment, Chap 2. Thieme Medical Publishers, New York, pp 7–13
8.
Zurück zum Zitat Harvey AS, Cross JH, Shinnar S, Mathern GW (2008) Defining the spectrum of international practice in pediatric epilepsy surgery patients. Epilepsia 49(1):146–155PubMedCrossRef Harvey AS, Cross JH, Shinnar S, Mathern GW (2008) Defining the spectrum of international practice in pediatric epilepsy surgery patients. Epilepsia 49(1):146–155PubMedCrossRef
9.
Zurück zum Zitat Behrens E, Zentner J, Van Roost D, Hufnagel A, Elger C, Schramm J (1994) Subdural and depth electrodes in the presurgical evaluation of epilepsy. Acta Neurochirur 128(1):84–87CrossRef Behrens E, Zentner J, Van Roost D, Hufnagel A, Elger C, Schramm J (1994) Subdural and depth electrodes in the presurgical evaluation of epilepsy. Acta Neurochirur 128(1):84–87CrossRef
10.
Zurück zum Zitat Engel AK, Moll CKE, Fried I, Ojemann GA (2005) Invasive recordings from the human brain: clinical insights and beyond. Nat Rev Neurosci 6(1):35–47PubMedCrossRef Engel AK, Moll CKE, Fried I, Ojemann GA (2005) Invasive recordings from the human brain: clinical insights and beyond. Nat Rev Neurosci 6(1):35–47PubMedCrossRef
11.
Zurück zum Zitat Cataltepe O, Jallo GI (2010) Pediatric Epilepsy Surgery: Preoperative Assessment and Surgical Treatment. Thieme Medical Publishers, New York Cataltepe O, Jallo GI (2010) Pediatric Epilepsy Surgery: Preoperative Assessment and Surgical Treatment. Thieme Medical Publishers, New York
12.
13.
Zurück zum Zitat Wellmer J, Von Oertzen J, Schaller C, Urbach H, König R, Widman G, Van Roost D, Elger CE (2002) Digital photography and 3D MRI-based multimodal imaging for individualized planning of resective neocortical epilepsy surgery. Epilepsia 43(12):1543–1550PubMedCrossRef Wellmer J, Von Oertzen J, Schaller C, Urbach H, König R, Widman G, Van Roost D, Elger CE (2002) Digital photography and 3D MRI-based multimodal imaging for individualized planning of resective neocortical epilepsy surgery. Epilepsia 43(12):1543–1550PubMedCrossRef
14.
Zurück zum Zitat Datta A, Loddenkemper T (2011) The epileptogenic zone In: Wyllie E, Cascino GD, Gidal BE, Goodkin H (eds) Wyllie’s treatment of epilepsy. Principles and practice, 5 edn. Lippincott, Williams & Wilkins, Philadelphia, pp 818–827 Datta A, Loddenkemper T (2011) The epileptogenic zone In: Wyllie E, Cascino GD, Gidal BE, Goodkin H (eds) Wyllie’s treatment of epilepsy. Principles and practice, 5 edn. Lippincott, Williams & Wilkins, Philadelphia, pp 818–827
15.
Zurück zum Zitat Dykstra AR, Chan AM, Quinn BT, Zepeda R, Keller CJ, Cormier J, Madsen JR, Eskandar EN, Cash SS (2011) Individualized localization and cortical surface-based registration of intracranial electrodes. NeuroImage 59:3563–3570PubMedCentralPubMedCrossRef Dykstra AR, Chan AM, Quinn BT, Zepeda R, Keller CJ, Cormier J, Madsen JR, Eskandar EN, Cash SS (2011) Individualized localization and cortical surface-based registration of intracranial electrodes. NeuroImage 59:3563–3570PubMedCentralPubMedCrossRef
16.
Zurück zum Zitat Hermes D, Miller KJ, Noordmans HJ, Vansteensel MJ, Ramsey NF (2010) Automated electrocorticographic electrode localization on individually rendered brain surfaces. J Neurosci Methods 185(2):293–298PubMedCrossRef Hermes D, Miller KJ, Noordmans HJ, Vansteensel MJ, Ramsey NF (2010) Automated electrocorticographic electrode localization on individually rendered brain surfaces. J Neurosci Methods 185(2):293–298PubMedCrossRef
17.
Zurück zum Zitat LaViolette PS, Rand SD, Ellingson BM, Raghavan M, Lew SM, Schmainda KM, Mueller W (2011) 3D visualization of subdural electrode shift as measured at craniotomy reopening. Epilepsy Res 94(1):102–109PubMedCrossRef LaViolette PS, Rand SD, Ellingson BM, Raghavan M, Lew SM, Schmainda KM, Mueller W (2011) 3D visualization of subdural electrode shift as measured at craniotomy reopening. Epilepsy Res 94(1):102–109PubMedCrossRef
18.
Zurück zum Zitat Tao JX, Hawes-Ebersole S, Baldwin M, Shah S, Erickson RK, Ebersole JS (2009) The accuracy and reliability of 3D CT/MRI co-registration in planning epilepsy surgery. Clin Neurophysiol 120(4):748–753PubMedCrossRef Tao JX, Hawes-Ebersole S, Baldwin M, Shah S, Erickson RK, Ebersole JS (2009) The accuracy and reliability of 3D CT/MRI co-registration in planning epilepsy surgery. Clin Neurophysiol 120(4):748–753PubMedCrossRef
19.
Zurück zum Zitat Wang Y, Agarwal R, Nguyen D, Domocos V, Gotman J (2006) Intracranial electrode visualization in invasive pre-surgical evaluation for epilepsy. In: 27th annual international conference of the engineering in medicine and biology society. IEEE-EMBS 2005. pp 952–955 Wang Y, Agarwal R, Nguyen D, Domocos V, Gotman J (2006) Intracranial electrode visualization in invasive pre-surgical evaluation for epilepsy. In: 27th annual international conference of the engineering in medicine and biology society. IEEE-EMBS 2005. pp 952–955
20.
Zurück zum Zitat Dalal SS, Edwards E, Kirsch HE, Barbaro NM, Knight RT, Nagarajan SS (2008) Localization of neurosurgically implanted electrodes via photograph-MRI-radiograph coregistration. J Neurosci Methods 174(1):106–115PubMedCentralPubMedCrossRef Dalal SS, Edwards E, Kirsch HE, Barbaro NM, Knight RT, Nagarajan SS (2008) Localization of neurosurgically implanted electrodes via photograph-MRI-radiograph coregistration. J Neurosci Methods 174(1):106–115PubMedCentralPubMedCrossRef
21.
Zurück zum Zitat Andreas HJ, Huppertz HJ, Comeau RM, Honegger JB, Spreer JM, Zentner JK (2002) Visualization of subdural strip and grid electrodes using curvilinear reformatting of 3D MR imaging data sets. Am J Neuroradiol 23(3):400–403 Andreas HJ, Huppertz HJ, Comeau RM, Honegger JB, Spreer JM, Zentner JK (2002) Visualization of subdural strip and grid electrodes using curvilinear reformatting of 3D MR imaging data sets. Am J Neuroradiol 23(3):400–403
22.
Zurück zum Zitat Kovalev D, Spreer J, Honegger J, Zentner J, Schulze-Bonhage A, Huppertz HJ (2005) Rapid and fully automated visualization of subdural electrodes in the presurgical evaluation of epilepsy patients. Am J Neuroradiol 26(5):1078–1083PubMed Kovalev D, Spreer J, Honegger J, Zentner J, Schulze-Bonhage A, Huppertz HJ (2005) Rapid and fully automated visualization of subdural electrodes in the presurgical evaluation of epilepsy patients. Am J Neuroradiol 26(5):1078–1083PubMed
23.
Zurück zum Zitat Morris K, O’brien TJ, Cook MJ, Murphy M, Bowden SC (2004) A computer-generated stereotactic “Virtual Subdural Grid” to guide resective epilepsy surgery. Am J Neuroradiol 25(1):77– 83PubMed Morris K, O’brien TJ, Cook MJ, Murphy M, Bowden SC (2004) A computer-generated stereotactic “Virtual Subdural Grid” to guide resective epilepsy surgery. Am J Neuroradiol 25(1):77– 83PubMed
24.
Zurück zum Zitat Carmichael DW, Thornton JS, Rodionov R, Thornton R, McEvoy A, Allen PJ, Lemieux L (2008) Safety of localizing epilepsy monitoring intracranial electroencephalograph electrodes using MRI: radiofrequency-induced heating. J Magn Reson Imag 28(5):1233–1244CrossRef Carmichael DW, Thornton JS, Rodionov R, Thornton R, McEvoy A, Allen PJ, Lemieux L (2008) Safety of localizing epilepsy monitoring intracranial electroencephalograph electrodes using MRI: radiofrequency-induced heating. J Magn Reson Imag 28(5):1233–1244CrossRef
25.
Zurück zum Zitat Davis LM, Spencer DD, Spencer SS, Bronen RA (1999) MR imaging of implanted depth and subdural electrodes: is it safe? Epilepsy Res 35(2):95–98PubMedCrossRef Davis LM, Spencer DD, Spencer SS, Bronen RA (1999) MR imaging of implanted depth and subdural electrodes: is it safe? Epilepsy Res 35(2):95–98PubMedCrossRef
26.
Zurück zum Zitat Yang AI, Wang X, Doyle W, Halgren E, Carlson C, Belcher TL, Cash SS, Devinsky O, Thesen T (2012) Localization of dense intracranial electrode arrays using magnetic resonance imaging. Neuroimage 63:157–165PubMedCrossRef Yang AI, Wang X, Doyle W, Halgren E, Carlson C, Belcher TL, Cash SS, Devinsky O, Thesen T (2012) Localization of dense intracranial electrode arrays using magnetic resonance imaging. Neuroimage 63:157–165PubMedCrossRef
27.
Zurück zum Zitat Daga P, Modat M, Micallef C, Mancini L, White M, Cardoso MJ, Kitchen N, McEvoy A, Thornton J, Yousry T and others (2010) Near real time brain shift estimation for interventional MRI suite. High-Performance Computing (HP) workshop associated with Proceedings of International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) Daga P, Modat M, Micallef C, Mancini L, White M, Cardoso MJ, Kitchen N, McEvoy A, Thornton J, Yousry T and others (2010) Near real time brain shift estimation for interventional MRI suite. High-Performance Computing (HP) workshop associated with Proceedings of International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI)
28.
Zurück zum Zitat Nabavi A, Black PML, Gering DT, Westin CF, Mehta V, Pergolizzi RS Jr, Ferrant M, Warfield SK, Hata N, Schwartz RB (2001) Serial intraoperative magnetic resonance imaging of brain shift. Neurosurgery 48(4):787–798PubMed Nabavi A, Black PML, Gering DT, Westin CF, Mehta V, Pergolizzi RS Jr, Ferrant M, Warfield SK, Hata N, Schwartz RB (2001) Serial intraoperative magnetic resonance imaging of brain shift. Neurosurgery 48(4):787–798PubMed
29.
Zurück zum Zitat Darcey TM, Roberts DW (2010) Technique for the localization of intracranially implanted electrodes. J Neurosurg 113(6):1182–1185PubMedCrossRef Darcey TM, Roberts DW (2010) Technique for the localization of intracranially implanted electrodes. J Neurosurg 113(6):1182–1185PubMedCrossRef
30.
Zurück zum Zitat Immonen A, Jutila L, Könönen M, Mervaala E, Partanen J, Puranen M, Rinne J, Ylinen A, Vapalahti M (2003) 3-D reconstructed magnetic resonance imaging in localization of subdural EEG electrodes: case illustration. Epilepsy Res 54(1):59–62PubMedCrossRef Immonen A, Jutila L, Könönen M, Mervaala E, Partanen J, Puranen M, Rinne J, Ylinen A, Vapalahti M (2003) 3-D reconstructed magnetic resonance imaging in localization of subdural EEG electrodes: case illustration. Epilepsy Res 54(1):59–62PubMedCrossRef
31.
Zurück zum Zitat Kamida T, Anan M, Shimotaka K, Abe T, Fujiki M, Kobayashi H (2010) Visualization of subdural electrodes with fusion CT scan/MRI during neuronavigation-guided epilepsy surgery. J Clin Neurosci 17(4):511–513PubMedCrossRef Kamida T, Anan M, Shimotaka K, Abe T, Fujiki M, Kobayashi H (2010) Visualization of subdural electrodes with fusion CT scan/MRI during neuronavigation-guided epilepsy surgery. J Clin Neurosci 17(4):511–513PubMedCrossRef
32.
Zurück zum Zitat Murphy MA, O’Brien TJ, Morris K, Cook MJ (2004) Multimodality image-guided surgery for the treatment of medically refractory epilepsy. J Neurosurg 100(3):452–462PubMedCrossRef Murphy MA, O’Brien TJ, Morris K, Cook MJ (2004) Multimodality image-guided surgery for the treatment of medically refractory epilepsy. J Neurosurg 100(3):452–462PubMedCrossRef
33.
Zurück zum Zitat Archip N, Jolesz FA, Warfield SK (2007) A validation framework for brain tumor segmentation. Acad Radiol 14(10):1242–1251PubMedCrossRef Archip N, Jolesz FA, Warfield SK (2007) A validation framework for brain tumor segmentation. Acad Radiol 14(10):1242–1251PubMedCrossRef
34.
Zurück zum Zitat Clatz O, Delingette H, Talos IF, Golby AJ, Kikinis R, Jolesz FA, Ayache N, Warfield SK (2005) Robust nonrigid registration to capture brain shift from intraoperative MRI. IEEE Trans Med Imaging 24(11):1417–1427PubMedCentralPubMedCrossRef Clatz O, Delingette H, Talos IF, Golby AJ, Kikinis R, Jolesz FA, Ayache N, Warfield SK (2005) Robust nonrigid registration to capture brain shift from intraoperative MRI. IEEE Trans Med Imaging 24(11):1417–1427PubMedCentralPubMedCrossRef
35.
Zurück zum Zitat Ferrant M, Nabavi A, Macq B, Black PML, Jolesz FA, Kikinis R, Warfield SK (2002) Serial registration of intraoperative MR images of the brain. Med Image Anal 6(4):337–359PubMedCrossRef Ferrant M, Nabavi A, Macq B, Black PML, Jolesz FA, Kikinis R, Warfield SK (2002) Serial registration of intraoperative MR images of the brain. Med Image Anal 6(4):337–359PubMedCrossRef
36.
Zurück zum Zitat Ferrant M, Nabavi A, Macq B, Jolesz FA, Kikinis R, Warfield SK (2001) Registration of 3-D intraoperative MR images of the brain using a finite-element biomechanical model. IEEE Trans Med Imaging 20(12):1384–1397PubMedCrossRef Ferrant M, Nabavi A, Macq B, Jolesz FA, Kikinis R, Warfield SK (2001) Registration of 3-D intraoperative MR images of the brain using a finite-element biomechanical model. IEEE Trans Med Imaging 20(12):1384–1397PubMedCrossRef
37.
Zurück zum Zitat Mahvash M, König R, Wellmer J, Urbach H, Meyer B, Schaller K (2007) Coregistration of digital photography of the human cortex and cranial magnetic resonance imaging for visualization of subdural electrodes in epilepsy surgery. Neurosurgery 61(5): 340–345 Mahvash M, König R, Wellmer J, Urbach H, Meyer B, Schaller K (2007) Coregistration of digital photography of the human cortex and cranial magnetic resonance imaging for visualization of subdural electrodes in epilepsy surgery. Neurosurgery 61(5): 340–345
38.
Zurück zum Zitat Sebastiano F, Di Gennaro G, Esposito V, Picardi A, Morace R, Sparano A, Mascia A, Colonnese C, Cantore G, Quarato P (2006) A rapid and reliable procedure to localize subdural electrodes in presurgical evaluation of patients with drug-resistant focal epilepsy. Clin Neurophysiol 117(2):341–347PubMedCrossRef Sebastiano F, Di Gennaro G, Esposito V, Picardi A, Morace R, Sparano A, Mascia A, Colonnese C, Cantore G, Quarato P (2006) A rapid and reliable procedure to localize subdural electrodes in presurgical evaluation of patients with drug-resistant focal epilepsy. Clin Neurophysiol 117(2):341–347PubMedCrossRef
39.
Zurück zum Zitat Akselrod-Ballin A, Bock D, Reid RC, Warfield SK (2011) Accelerating image registration with the Johnson-Lindenstrauss Lemma: application to imaging 3-D neural ultrastructure with electron microscopy. IEEE Trans Med Imaging 30(7):1427–1438PubMedCentralPubMedCrossRef Akselrod-Ballin A, Bock D, Reid RC, Warfield SK (2011) Accelerating image registration with the Johnson-Lindenstrauss Lemma: application to imaging 3-D neural ultrastructure with electron microscopy. IEEE Trans Med Imaging 30(7):1427–1438PubMedCentralPubMedCrossRef
40.
Zurück zum Zitat Wells WM, Viola P, Atsumi H, Nakajima S, Kikinis R (1996) Multi-modal volume registration by maximization of mutual information. Med Image Anal 1(1):35–51PubMedCrossRef Wells WM, Viola P, Atsumi H, Nakajima S, Kikinis R (1996) Multi-modal volume registration by maximization of mutual information. Med Image Anal 1(1):35–51PubMedCrossRef
41.
Zurück zum Zitat Powell MJ (1964) An efficient method for finding the minimum of a function of several variables without calculating derivatives. Comput J 7(2):155–162CrossRef Powell MJ (1964) An efficient method for finding the minimum of a function of several variables without calculating derivatives. Comput J 7(2):155–162CrossRef
42.
Zurück zum Zitat Warfield SK, Jolesz FA, Kikinis R (1998) A high performance computing approach to the registration of medical imaging data. Parallel Comput 24(9):1345–1368CrossRef Warfield SK, Jolesz FA, Kikinis R (1998) A high performance computing approach to the registration of medical imaging data. Parallel Comput 24(9):1345–1368CrossRef
43.
Zurück zum Zitat Maes F, Collignon A, Vandermeulen D, Marchal G, Suetens P (1997) Multimodality image registration by maximization of mutual information. IEEE Trans Med Imaging 16(2):187–198PubMedCrossRef Maes F, Collignon A, Vandermeulen D, Marchal G, Suetens P (1997) Multimodality image registration by maximization of mutual information. IEEE Trans Med Imaging 16(2):187–198PubMedCrossRef
45.
Zurück zum Zitat Commowick O, Akhondi-Asl A, Warfield SK (2012) Estimating a reference standard segmentation with spatially varying performance parameters: local MAP STAPLE. IEEE Trans Med Imaging 31(8):1593–1606PubMedCentralPubMedCrossRef Commowick O, Akhondi-Asl A, Warfield SK (2012) Estimating a reference standard segmentation with spatially varying performance parameters: local MAP STAPLE. IEEE Trans Med Imaging 31(8):1593–1606PubMedCentralPubMedCrossRef
46.
Zurück zum Zitat Warfield SK, Zou KH, Wells WM (2004) Simultaneous truth and performance level estimation (STAPLE): an algorithm for the validation of image segmentation. IEEE Trans Med Imaging 23(7):903–921PubMedCentralPubMedCrossRef Warfield SK, Zou KH, Wells WM (2004) Simultaneous truth and performance level estimation (STAPLE): an algorithm for the validation of image segmentation. IEEE Trans Med Imaging 23(7):903–921PubMedCentralPubMedCrossRef
47.
Zurück zum Zitat Atkeson CG, Moore AW, Schaal S (1997) Locally weighted learning. Artif Intell Rev 11(1):11–73CrossRef Atkeson CG, Moore AW, Schaal S (1997) Locally weighted learning. Artif Intell Rev 11(1):11–73CrossRef
48.
Zurück zum Zitat Hartley R, Zisserman A (2000) Multiple view geometry in computer vision, vol 2. Cambridge Univ Press, Cambridge Hartley R, Zisserman A (2000) Multiple view geometry in computer vision, vol 2. Cambridge Univ Press, Cambridge
49.
Zurück zum Zitat Trucco E, Verri A (1998) Introductory techniques for 3-D computer vision, vol 93. Prentice Hall, Upper Saddle River Trucco E, Verri A (1998) Introductory techniques for 3-D computer vision, vol 93. Prentice Hall, Upper Saddle River
50.
Zurück zum Zitat Tomas-Fernandez X (2012) Warfield S Population intensity outliers or a new model for brain WM abnormalities. In: 9th IEEE international symposium on biomedical imaging (ISBI), 2012. pp 1543–1546 Tomas-Fernandez X (2012) Warfield S Population intensity outliers or a new model for brain WM abnormalities. In: 9th IEEE international symposium on biomedical imaging (ISBI), 2012. pp 1543–1546
51.
Zurück zum Zitat Beyer J, Hadwiger M, Wolfsberger S, Buhler K (2007) High-quality multimodal volume rendering for preoperative planning of neurosurgical interventions. IEEE Trans Vis Comput Graph 13(6):1696–1703 Beyer J, Hadwiger M, Wolfsberger S, Buhler K (2007) High-quality multimodal volume rendering for preoperative planning of neurosurgical interventions. IEEE Trans Vis Comput Graph 13(6):1696–1703
52.
Zurück zum Zitat Dimaio SP, Archip N, Hata N, Talos IF, Warfield SK, Majumdar A, McDannold N, Hynynen K, Morrison PR, Wells W (2006) Image-guided neurosurgery at Brigham and Women’s Hospital. IEEE Eng Med Biol Mag 25(5):67–73PubMedCrossRef Dimaio SP, Archip N, Hata N, Talos IF, Warfield SK, Majumdar A, McDannold N, Hynynen K, Morrison PR, Wells W (2006) Image-guided neurosurgery at Brigham and Women’s Hospital. IEEE Eng Med Biol Mag 25(5):67–73PubMedCrossRef
53.
Zurück zum Zitat Schiffbauer H, Ferrari P, Rowley HA, Berger MS, Roberts TPL (2001) Functional activity within brain tumors: a magnetic source imaging study. Neurosurgery 49(6):1313–1321PubMedCrossRef Schiffbauer H, Ferrari P, Rowley HA, Berger MS, Roberts TPL (2001) Functional activity within brain tumors: a magnetic source imaging study. Neurosurgery 49(6):1313–1321PubMedCrossRef
Metadaten
Titel
Electrode localization for planning surgical resection of the epileptogenic zone in pediatric epilepsy
verfasst von
Vahid Taimouri
Alireza Akhondi-Asl
Xavier Tomas-Fernandez
Jurriaan M. Peters
Sanjay P. Prabhu
Annapurna Poduri
Masanori Takeoka
Tobias Loddenkemper
Ann Marie R. Bergin
Chellamani Harini
Joseph R. Madsen
Simon K. Warfield
Publikationsdatum
01.01.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal of Computer Assisted Radiology and Surgery / Ausgabe 1/2014
Print ISSN: 1861-6410
Elektronische ISSN: 1861-6429
DOI
https://doi.org/10.1007/s11548-013-0915-6

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