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Published in: Cognitive Neurodynamics 2/2021

10-07-2020 | Research Article

Localizing confined epileptic foci in patients with an unclear focus or presumed multifocality using a component-based EEG-fMRI method

Authors: Elias Ebrahimzadeh, Mohammad Shams, Ali Rahimpour Jounghani, Farahnaz Fayaz, Mahya Mirbagheri, Naser Hakimi, Lila Rajabion, Hamid Soltanian-Zadeh

Published in: Cognitive Neurodynamics | Issue 2/2021

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Abstract

Precise localization of epileptic foci is an unavoidable prerequisite in epilepsy surgery. Simultaneous EEG-fMRI recording has recently created new horizons to locate foci in patients with epilepsy and, in comparison with single-modality methods, has yielded more promising results although it is still subject to limitations such as lack of access to information between interictal events. This study assesses its potential added value in the presurgical evaluation of patients with complex source localization. Adult candidates considered ineligible for surgery on account of an unclear focus and/or presumed multifocality on the basis of EEG underwent EEG-fMRI. Adopting a component-based approach, this study attempts to identify the neural behavior of the epileptic generators and detect the components-of-interest which will later be used as input in the GLM model, substituting the classical linear regressor. Twenty-eight sets interictal epileptiform discharges (IED) from nine patients were analyzed. In eight patients, at least one BOLD response was significant, positive and topographically related to the IEDs. These patients were rejected for surgery because of an unclear focus in four, presumed multifocality in three, and a combination of the two conditions in two. Component-based EEG-fMRI improved localization in five out of six patients with unclear foci. In patients with presumed multifocality, component-based EEG-fMRI advocated one of the foci in five patients and confirmed multifocality in one of the patients. In seven patients, component-based EEG-fMRI opened new prospects for surgery and in two of these patients, intracranial EEG supported the EEG-fMRI results. In these complex cases, component-based EEG-fMRI either improved source localization or corroborated a negative decision regarding surgical candidacy. As supported by the statistical findings, the developed EEG-fMRI method leads to a more realistic estimation of localization compared to the conventional EEG-fMRI approach, making it a tool of high value in pre-surgical evaluation of patients with refractory epilepsy. To ensure proper implementation, we have included guidelines for the application of component-based EEG-fMRI in clinical practice.

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Literature
go back to reference Al-Asmi A, Bénar C-G, Gross DW, Khani YA, Andermann F, Pike B, Gotman J et al (2003) fMRI activation in continuous and spike-triggered EEG–fMRI studies of epileptic spikes. Epilepsia 44(10):1328–1339CrossRefPubMed Al-Asmi A, Bénar C-G, Gross DW, Khani YA, Andermann F, Pike B, Gotman J et al (2003) fMRI activation in continuous and spike-triggered EEG–fMRI studies of epileptic spikes. Epilepsia 44(10):1328–1339CrossRefPubMed
go back to reference Bagshaw AP, Aghakhani Y, Bénar C-G, Kobayashi E, Hawco C, Dubeau F, Gotman J et al (2004) EEG-fMRI of focal epileptic spikes: analysis with multiple haemodynamic functions and comparison with gadolinium-enhanced MR angiograms. Hum Brain Mapp 22(3):179–192CrossRefPubMedPubMedCentral Bagshaw AP, Aghakhani Y, Bénar C-G, Kobayashi E, Hawco C, Dubeau F, Gotman J et al (2004) EEG-fMRI of focal epileptic spikes: analysis with multiple haemodynamic functions and comparison with gadolinium-enhanced MR angiograms. Hum Brain Mapp 22(3):179–192CrossRefPubMedPubMedCentral
go back to reference Bénar C-G, Gross DW, Wang Y, Petre V, Pike B, Dubeau F, Gotman J (2002) The BOLD response to interictal epileptiform discharges. Neuroimage 17(3):1182–1192CrossRefPubMed Bénar C-G, Gross DW, Wang Y, Petre V, Pike B, Dubeau F, Gotman J (2002) The BOLD response to interictal epileptiform discharges. Neuroimage 17(3):1182–1192CrossRefPubMed
go back to reference Berg AT, Langfitt J, Shinnar S, Vickrey BG, Sperling MR, Walczak T et al (2003a) How long does it take for partial epilepsy to become intractable? Neurology 60(2):186–190CrossRefPubMed Berg AT, Langfitt J, Shinnar S, Vickrey BG, Sperling MR, Walczak T et al (2003a) How long does it take for partial epilepsy to become intractable? Neurology 60(2):186–190CrossRefPubMed
go back to reference Berg AT, Langfitt J, Shinnar S, Vickrey BG, Sperling MR, Walczak T, Spencer SS et al (2003) How long does it take for partial epilepsy to become intractable? Berg AT, Langfitt J, Shinnar S, Vickrey BG, Sperling MR, Walczak T, Spencer SS et al (2003) How long does it take for partial epilepsy to become intractable?
go back to reference Burneo JG, Steven DA, McLachlan RS, Parrent AG (2006) Morbidity associated with the use of intracranial electrodes for epilepsy surgery. Can J Neurol Sci 33(2):223–227CrossRefPubMed Burneo JG, Steven DA, McLachlan RS, Parrent AG (2006) Morbidity associated with the use of intracranial electrodes for epilepsy surgery. Can J Neurol Sci 33(2):223–227CrossRefPubMed
go back to reference Ebrahimzadeh E, Soltanian-Zadeh H, Araabi BN, Fesharaki SSH, Habibabadi JM (2019e) Localizing epileptic focus through simultaneous EEG-fMRI recording and automated detection of IED from inside-scanner EEG. Iranian J BioMed Eng (IJBME) 13(2):135–145. http://www.ijbme.org/article_35722.html Ebrahimzadeh E, Soltanian-Zadeh H, Araabi BN, Fesharaki SSH, Habibabadi JM (2019e) Localizing epileptic focus through simultaneous EEG-fMRI recording and automated detection of IED from inside-scanner EEG. Iranian J BioMed Eng (IJBME) 13(2):135–145. http://​www.​ijbme.​org/​article_​35722.​html
go back to reference Friston KJ, Fletcher P, Josephs O, Holmes A, Rugg MD, Turner R (1998) Event-related fMRI: characterizing differential responses. Neuroimage 7(1):30–40CrossRefPubMed Friston KJ, Fletcher P, Josephs O, Holmes A, Rugg MD, Turner R (1998) Event-related fMRI: characterizing differential responses. Neuroimage 7(1):30–40CrossRefPubMed
go back to reference Gotman J, Kobayashi E, Bagshaw AP, Bénar C-G, Dubeau F (2006) Combining EEG and fMRI: a multimodal tool for epilepsy research. J Magn Reson Imaging 23(6):906–920CrossRefPubMed Gotman J, Kobayashi E, Bagshaw AP, Bénar C-G, Dubeau F (2006) Combining EEG and fMRI: a multimodal tool for epilepsy research. J Magn Reson Imaging 23(6):906–920CrossRefPubMed
go back to reference Hamandi K, Salek-Haddadi A, Fish DR, Lemieux L (2004) EEG/functional MRI in epilepsy: the Queen Square experience. J Clin Neurophysiol 21(4):241–248CrossRefPubMed Hamandi K, Salek-Haddadi A, Fish DR, Lemieux L (2004) EEG/functional MRI in epilepsy: the Queen Square experience. J Clin Neurophysiol 21(4):241–248CrossRefPubMed
go back to reference Hao Y, Khoo HM, von Ellenrieder N, Zazubovits N, Gotman J (2018) DeepIED: an epileptic discharge detector for EEG-fMRI based on deep learning. NeuroImage: Clinical 17:962–975CrossRef Hao Y, Khoo HM, von Ellenrieder N, Zazubovits N, Gotman J (2018) DeepIED: an epileptic discharge detector for EEG-fMRI based on deep learning. NeuroImage: Clinical 17:962–975CrossRef
go back to reference Jahani S, Berivanlou NH, Rahimpour A, Setarehdan SK (2015) Attention level quantification during a modified stroop color word experiment: an fNIRS based study. In 2015 22nd Iranian conference on biomedical engineering (ICBME), pp 99–103 Jahani S, Berivanlou NH, Rahimpour A, Setarehdan SK (2015) Attention level quantification during a modified stroop color word experiment: an fNIRS based study. In 2015 22nd Iranian conference on biomedical engineering (ICBME), pp 99–103
go back to reference Karoly PJ, Freestone DR, Boston R, Grayden DB, Himes D, Leyde K, Cook MJ et al (2016b) Interictal spikes and epileptic seizures: their relationship and underlying rhythmicity. Brain 139(4):1066–1078CrossRefPubMed Karoly PJ, Freestone DR, Boston R, Grayden DB, Himes D, Leyde K, Cook MJ et al (2016b) Interictal spikes and epileptic seizures: their relationship and underlying rhythmicity. Brain 139(4):1066–1078CrossRefPubMed
go back to reference Krakow K, Woermann FG, Symms MR, Allen PJ, Lemieux L, Barker GJ, Fish DR et al (1999) EEG-triggered functional MRI of interictal epileptiform activity in patients with partial seizures. Brain 122(9):1679–1688CrossRefPubMed Krakow K, Woermann FG, Symms MR, Allen PJ, Lemieux L, Barker GJ, Fish DR et al (1999) EEG-triggered functional MRI of interictal epileptiform activity in patients with partial seizures. Brain 122(9):1679–1688CrossRefPubMed
go back to reference Lemieux L, Salek-Haddadi A, Josephs O, Allen P, Toms N, Scott C, Fish DR et al (2001) Event-related fMRI with simultaneous and continuous EEG: description of the method and initial case report. Neuroimage 14(3):780–787CrossRefPubMed Lemieux L, Salek-Haddadi A, Josephs O, Allen P, Toms N, Scott C, Fish DR et al (2001) Event-related fMRI with simultaneous and continuous EEG: description of the method and initial case report. Neuroimage 14(3):780–787CrossRefPubMed
go back to reference Mirbagheri M, Hakimi N, Ebrahimzadeh E, Setarehdan S K (2020a) Quality analysis of heart rate derived from functional near-infrared spectroscopy in stress assessment. Inform Medicine Unlocked 18:100286CrossRef Mirbagheri M, Hakimi N, Ebrahimzadeh E, Setarehdan S K (2020a) Quality analysis of heart rate derived from functional near-infrared spectroscopy in stress assessment. Inform Medicine Unlocked 18:100286CrossRef
go back to reference Pedreira C, Vaudano AE, Thornton RC, Chaudhary UJ, Vulliemoz S, Laufs H et al (2014) Classification of EEG abnormalities in partial epilepsy with simultaneous EEG–fMRI recordings. Neuroimage 99:461–476CrossRefPubMed Pedreira C, Vaudano AE, Thornton RC, Chaudhary UJ, Vulliemoz S, Laufs H et al (2014) Classification of EEG abnormalities in partial epilepsy with simultaneous EEG–fMRI recordings. Neuroimage 99:461–476CrossRefPubMed
go back to reference Rahimpour A, Dadashi A, Soltanian-Zadeh H, Setarehdan SK (2017) Classification of fNIRS based brain hemodynamic response to mental arithmetic tasks. In: 2017 3rd International conference on pattern recognition and image analysis (IPRIA), pp 113–117 Rahimpour A, Dadashi A, Soltanian-Zadeh H, Setarehdan SK (2017) Classification of fNIRS based brain hemodynamic response to mental arithmetic tasks. In: 2017 3rd International conference on pattern recognition and image analysis (IPRIA), pp 113–117
go back to reference Rahimpour A, Noubari HA, Kazemian M (2018) A case-study of NIRS application for infant cerebral hemodynamic monitoring: a report of data analysis for feature extraction and infant classification into healthy and unhealthy. Inform Med Unlock 11:44–50CrossRef Rahimpour A, Noubari HA, Kazemian M (2018) A case-study of NIRS application for infant cerebral hemodynamic monitoring: a report of data analysis for feature extraction and infant classification into healthy and unhealthy. Inform Med Unlock 11:44–50CrossRef
go back to reference Ridley B, Wirsich J, Bettus G, Rodionov R, Murta T, Chaudhary U et al (2017) Simultaneous intracranial EEG-fMRI shows inter-modality correlation in time-resolved connectivity within normal areas but not within epileptic regions. Brain Topogr 30(5):639–655CrossRefPubMed Ridley B, Wirsich J, Bettus G, Rodionov R, Murta T, Chaudhary U et al (2017) Simultaneous intracranial EEG-fMRI shows inter-modality correlation in time-resolved connectivity within normal areas but not within epileptic regions. Brain Topogr 30(5):639–655CrossRefPubMed
go back to reference Salek-Haddadi A, Diehl B, Hamandi K, Merschhemke M, Liston A, Friston K, Lemieux L et al (2006) Hemodynamic correlates of epileptiform discharges: an EEG-fMRI study of 63 patients with focal epilepsy. Brain Res 1088(1):148–166CrossRefPubMed Salek-Haddadi A, Diehl B, Hamandi K, Merschhemke M, Liston A, Friston K, Lemieux L et al (2006) Hemodynamic correlates of epileptiform discharges: an EEG-fMRI study of 63 patients with focal epilepsy. Brain Res 1088(1):148–166CrossRefPubMed
go back to reference Spencer NJ, Bywater RAR, Holman ME, Taylor GS (1998) Inhibitory neurotransmission in the circular muscle layer of mouse colon. J Auton Nerv Syst 70(1–2):10–14CrossRefPubMed Spencer NJ, Bywater RAR, Holman ME, Taylor GS (1998) Inhibitory neurotransmission in the circular muscle layer of mouse colon. J Auton Nerv Syst 70(1–2):10–14CrossRefPubMed
go back to reference Worsley KJ, Liao CH, Aston J, Worsley K (2002) 10.1.1.93.3431, 1–27 Worsley KJ, Liao CH, Aston J, Worsley K (2002) 10.1.1.93.3431, 1–27
Metadata
Title
Localizing confined epileptic foci in patients with an unclear focus or presumed multifocality using a component-based EEG-fMRI method
Authors
Elias Ebrahimzadeh
Mohammad Shams
Ali Rahimpour Jounghani
Farahnaz Fayaz
Mahya Mirbagheri
Naser Hakimi
Lila Rajabion
Hamid Soltanian-Zadeh
Publication date
10-07-2020
Publisher
Springer Netherlands
Published in
Cognitive Neurodynamics / Issue 2/2021
Print ISSN: 1871-4080
Electronic ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-020-09614-5

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