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Wu TQ, Kaboodvand N, McGinn RJ, Veit M, Davey Z, Datta A, Graber KD, Meador KJ, Fisher R, Buch V, Parvizi J. Multisite thalamic recordings to characterize seizure propagation in the human brain. Brain 2023; 146:2792-2802. [PMID: 37137813 PMCID: PMC10316776 DOI: 10.1093/brain/awad121] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 02/22/2023] [Accepted: 03/23/2023] [Indexed: 05/05/2023] Open
Abstract
Neuromodulation of the anterior nuclei of the thalamus (ANT) has shown to be efficacious in a subset of patients with refractory focal epilepsy. One important uncertainty is to what extent thalamic subregions other than the ANT could be recruited more prominently in the propagation of focal onset seizures. We designed the current study to simultaneously monitor the engagement of the ANT, mediodorsal (MD) and pulvinar (PUL) nuclei during seizures in patients who could be candidates for thalamic neuromodulation. We studied 11 patients with clinical manifestations of presumed temporal lobe epilepsy (TLE) undergoing invasive stereo-encephalography (sEEG) monitoring to confirm the source of their seizures. We extended cortical electrodes to reach the ANT, MD and PUL nuclei of the thalamus. More than one thalamic subdivision was simultaneously interrogated in nine patients. We recorded seizures with implanted electrodes across various regions of the brain and documented seizure onset zones (SOZ) in each recorded seizure. We visually identified the first thalamic subregion to be involved in seizure propagation. Additionally, in eight patients, we applied repeated single pulse electrical stimulation in each SOZ and recorded the time and prominence of evoked responses across the implanted thalamic regions. Our approach for multisite thalamic sampling was safe and caused no adverse events. Intracranial EEG recordings confirmed SOZ in medial temporal lobe, insula, orbitofrontal and temporal neocortical sites, highlighting the importance of invasive monitoring for accurate localization of SOZs. In all patients, seizures with the same propagation network and originating from the same SOZ involved the same thalamic subregion, with a stereotyped thalamic EEG signature. Qualitative visual reviews of ictal EEGs were largely consistent with the quantitative analysis of the corticothalamic evoked potentials, and both documented that thalamic nuclei other than ANT could have the earliest participation in seizure propagation. Specifically, pulvinar nuclei were involved earlier and more prominently than ANT in more than half of the patients. However, which specific thalamic subregion first demonstrated ictal activity could not be reliably predicted based on clinical semiology or lobar localization of SOZs. Our findings document the feasibility and safety of bilateral multisite sampling from the human thalamus. This may allow more personalized thalamic targets to be identified for neuromodulation. Future studies are needed to determine if a personalized thalamic neuromodulation leads to greater improvements in clinical outcome.
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Affiliation(s)
- Teresa Q Wu
- Laboratory of Behavioral and Cognitive Neuroscience, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Human Intracranial Cognitive Electrophysiology Program, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Department of Neurology and Neurological Sciences, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Neda Kaboodvand
- Laboratory of Behavioral and Cognitive Neuroscience, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Human Intracranial Cognitive Electrophysiology Program, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Department of Neurology and Neurological Sciences, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Ryan J McGinn
- Department of Neurology and Neurological Sciences, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Mike Veit
- Laboratory of Behavioral and Cognitive Neuroscience, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Human Intracranial Cognitive Electrophysiology Program, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Department of Neurology and Neurological Sciences, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Zachary Davey
- Department of Neurology and Neurological Sciences, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Anjali Datta
- Human Intracranial Cognitive Electrophysiology Program, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Department of Neurosurgery, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Kevin D Graber
- Department of Neurology and Neurological Sciences, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Kimford J Meador
- Department of Neurology and Neurological Sciences, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Robert Fisher
- Department of Neurology and Neurological Sciences, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Vivek Buch
- Human Intracranial Cognitive Electrophysiology Program, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Department of Neurosurgery, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
| | - Josef Parvizi
- Laboratory of Behavioral and Cognitive Neuroscience, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Human Intracranial Cognitive Electrophysiology Program, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Department of Neurology and Neurological Sciences, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
- Department of Neurosurgery, Stanford University, Stanford School of Medicine, Palo Alto, CA 94305, USA
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Fisher RS. Deep brain stimulation of thalamus for epilepsy. Neurobiol Dis 2023; 179:106045. [PMID: 36809846 DOI: 10.1016/j.nbd.2023.106045] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2022] [Revised: 02/10/2023] [Accepted: 02/13/2023] [Indexed: 02/22/2023] Open
Abstract
Neuromodulation (neurostimulation) is a relatively new and rapidly growing treatment for refractory epilepsy. Three varieties are approved in the US: vagus nerve stimulation (VNS), deep brain stimulation (DBS) and responsive neurostimulation (RNS). This article reviews thalamic DBS for epilepsy. Among many thalamic sub-nuclei, DBS for epilepsy has been targeted to the anterior nucleus (ANT), centromedian nucleus (CM), dorsomedial nucleus (DM) and pulvinar (PULV). Only ANT is FDA-approved, based upon a controlled clinical trial. Bilateral stimulation of ANT reduced seizures by 40.5% at three months in the controlled phase (p = .038) and 75% by 5 years in the uncontrolled phase. Side effects related to paresthesias, acute hemorrhage, infection, occasional increased seizures, and usually transient effects on mood and memory. Efficacy was best documented for focal onset seizures in temporal or frontal lobe. CM stimulation may be useful for generalized or multifocal seizures and PULV for posterior limbic seizures. Mechanisms of DBS for epilepsy are largely unknown, but animal work points to changes in receptors, channels, neurotransmitters, synapses, network connectivity and neurogenesis. Personalization of therapies, in terms of connectivity of the seizure onset zone to the thalamic sub- nucleus and individual characteristics of the seizures, might lead to improved efficacy. Many questions remain about DBS, including the best candidates for different types of neuromodulation, the best targets, the best stimulation parameters, how to minimize side effects and how to deliver current noninvasively. Despite the questions, neuromodulation provides useful new opportunities to treat people with refractory seizures not responding to medicines and not amenable to resective surgery.
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Affiliation(s)
- Robert S Fisher
- Department of Neurology and Neurological Sciences and Neurosurgery by Courtesy, Department of Neurology and Neurological Sciences, Stanford University School of Medicine, 213 Quarry Road, Room 4865, Palo Alto, CA 94304, USA.
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Zheng B, Liu DD, Theyel BB, Abdulrazeq H, Kimata AR, Lauro PM, Asaad WF. Thalamic neuromodulation in epilepsy: A primer for emerging circuit-based therapies. Expert Rev Neurother 2023; 23:123-140. [PMID: 36731858 DOI: 10.1080/14737175.2023.2176752] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
INTRODUCTION Epilepsy is a common, often debilitating disease of hyperexcitable neural networks. While medically intractable cases may benefit from surgery, there may be no single, well-localized focus for resection or ablation. In such cases, approaching the disease from a network-based perspective may be beneficial. AREAS COVERED Herein, the authors provide a narrative review of normal thalamic anatomy and physiology and propose general strategies for preventing and/or aborting seizures by modulating this structure. Additionally, they make specific recommendations for targeting the thalamus within different contexts, motivated by a more detailed discussion of its distinct nuclei and their respective connectivity. By describing important principles governing thalamic function and its involvement in seizure networks, the authors aim to provide a primer for those now entering this fast-growing field of thalamic neuromodulation for epilepsy. EXPERT OPINION The thalamus is critically involved with the function of many cortical and subcortical areas, suggesting it may serve as a compelling node for preventing or aborting seizures, and so it has increasingly been targeted for the surgical treatment of epilepsy. As various thalamic neuromodulation strategies for seizure control are developed, there is a need to ground such interventions in a mechanistic, circuit-based framework.
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Affiliation(s)
- Bryan Zheng
- The Warren Alpert Medical School of Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - David D Liu
- The Warren Alpert Medical School of Brown University, Providence, RI, USA
| | - Brian B Theyel
- Department of Psychiatry, Rhode Island Hospital, Providence, RI, USA.,Department of Neuroscience, Brown University, Providence, RI, USA
| | - Hael Abdulrazeq
- Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - Anna R Kimata
- The Warren Alpert Medical School of Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - Peter M Lauro
- The Warren Alpert Medical School of Brown University, Providence, RI, USA.,Department of Neuroscience, Brown University, Providence, RI, USA
| | - Wael F Asaad
- Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA.,Department of Neuroscience, Brown University, Providence, RI, USA.,The Carney Institute for Brain Science, Brown University, Providence, RI, USA.,The Norman Prince Neurosciences Institute, Rhode Island Hospital, Providence, RI, USA
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Deep brain stimulation of the anterior nuclei of the thalamus in focal epilepsy. Clin Neurophysiol 2022; 144:1-7. [PMID: 36193600 DOI: 10.1016/j.clinph.2022.09.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 08/24/2022] [Accepted: 09/03/2022] [Indexed: 11/23/2022]
Abstract
OBJECTIVE To review the therapeutic effects of deep brain stimulation of the anterior nuclei of the thalamus (ANT-DBS) and the predictors of its effectiveness, safety, and adverse effects. METHODS A comprehensive search of the medical literature (PubMed) was conducted to identify relevant articles investigating ANT-DBS therapy for epilepsy. Out of 332 references, 77 focused on focal epilepsies were reviewed. RESULTS The DBS effect is probably due to decreased synchronization of epileptic activity in the cortex. The potential mechanisms from cellular to brain network levels are presented. The ANT might participate actively in the network elaborating focal seizures. The effects of ANT-DBS differed in various studies; ANT-DBS was linked with a 41% seizure frequency reduction at 1 year, 69% at 5 years, and 75% at 7 years. The most frequently reported adverse effects, depression and memory impairment, were considered non-serious in the long-term follow-up view. ANT-DBS also has been used in a few cases to treat status epilepticus. CONCLUSIONS We reviewed the clinical literature and identified several factors that may predict seizure outcome following DBS therapy. More large-scale trials are required since there is a need to explore stimulation settings, apply patient-tailored therapy, and identify the presurgical predictors of patient response. SIGNIFICANCE A critical review of the published literature on ANT-DBS in focal epilepsy is presented. ANT-DBS mechanisms are not fully understood; possible explanations are provided. Biomarkers of ANT-DBS effectiveness may lead to patient-tailored therapy.
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Ding D, Zhou D, Sander JW, Wang W, Li S, Hong Z. Epilepsy in China: major progress in the past two decades. Lancet Neurol 2021; 20:316-326. [PMID: 33743240 DOI: 10.1016/s1474-4422(21)00023-5] [Citation(s) in RCA: 78] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2019] [Revised: 12/15/2020] [Accepted: 01/07/2021] [Indexed: 02/08/2023]
Abstract
China has approximately 10 million people with epilepsy. There is a vast epilepsy treatment gap in China, mainly driven by deficiencies in health-care delivery and social discrimination resulting from cultural beliefs about epilepsy. WHO's Global Campaign Against Epilepsy project in China showed that it was possible to treat epilepsy in primary care settings, which was a notable milestone. The China Association Against Epilepsy has been a necessary force to stimulate interest in epilepsy care and research by the medical and scientific community. Nearly 20 different anti-seizure medications are now available in China. Non-pharmacological options are also available, but there are still unmet needs for epilepsy management. The Chinese epilepsy research portfolio is varied, but the areas in which there are the most concentrated focus and expertise are epidemiology and clinical research. The challenges for further improvement in delivering care for people with epilepsy in China are primarily related to public health and reducing inequalities within this vast country.
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Affiliation(s)
- Ding Ding
- Institute of Neurology, Huashan Hospital, Fudan University, Shanghai, China
| | - Dong Zhou
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
| | - Josemir W Sander
- NIHR University College London Hospitals Biomedical Research Centre, UCL Queen Square Institute of Neurology, London, UK; Chalfont Centre for Epilepsy, Chalfont St Peter, Buckinghamshire, UK; Stichting Epilepsie Instellingen Nederland, Heemstede, Netherlands.
| | - Wenzhi Wang
- Department of Neuroepidemiology, Beijing Neurosurgical Institute, Beijing, China
| | - Shichuo Li
- China Association against Epilepsy, Beijing, China
| | - Zhen Hong
- Institute of Neurology, Huashan Hospital, Fudan University, Shanghai, China
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Xiao G, Song Y, Zhang Y, Xing Y, Xu S, Lu Z, Wang M, Cai X. Cellular-Scale Microelectrode Arrays to Monitor Movement-Related Neuron Activities in the Epileptic Hippocampus of Awake Mice. IEEE Trans Biomed Eng 2020; 68:19-25. [PMID: 32356734 DOI: 10.1109/tbme.2020.2990356] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Epilepsy affects 50 million people worldwide and its pathogenesis is still unknown. In particular, the movement-related neural activities involving glutamate (Glu) and electrophysiological signals at cellular level remains unclear. METHODS A cellular-scale implantable microelectrode array (MEA) was fabricated to detect the movement-related neural activities involving Glu concentration and electrophysiological signals. Platinum and reduced graphene oxide nanocomposites were deposited to enhance the surface area. Glu oxidase (Gluox) were coated to effectively recognize Glu molecule. RESULTS Neural activities in the hippocampus of normal and epileptic mice is different, and the changes are closely connected with movement. Glu concentration and spike firing rate in the epileptic mice were much higher than those in the normal ones. And the neural activities with significant synchronization were detected in the epileptic mice even without seizure occurrence. Meanwhile, the spikes fire more intensively and Glu level became much higher during the movement of the mice compared to the stationary state. CONCLUSION The existing abnormality of neural activities in the epileptic mice are potential factors to induce a seizure. Movement may impact the neural activities and the duration of seizure. SIGNIFICANCE The MEA can monitor changes of movement, Glu and neuron discharges synchronously and provides us an effective technology to understand the neuronal disease.
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Bigelow MD, Kouzani AZ. Neural stimulation systems for the control of refractory epilepsy: a review. J Neuroeng Rehabil 2019; 16:126. [PMID: 31665058 PMCID: PMC6820988 DOI: 10.1186/s12984-019-0605-x] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Accepted: 10/10/2019] [Indexed: 12/18/2022] Open
Abstract
Epilepsy affects nearly 1% of the world's population. A third of epilepsy patients suffer from a kind of epilepsy that cannot be controlled by current medications. For those where surgery is not an option, neurostimulation may be the only alternative to bring relief, improve quality of life, and avoid secondary injury to these patients. Until recently, open loop neurostimulation was the only alternative for these patients. However, for those whose epilepsy is applicable, the medical approval of the responsive neural stimulation and the closed loop vagal nerve stimulation systems have been a step forward in the battle against uncontrolled epilepsy. Nonetheless, improvements can be made to the existing systems and alternative systems can be developed to further improve the quality of life of sufferers of the debilitating condition. In this paper, we first present a brief overview of epilepsy as a disease. Next, we look at the current state of biomarker research in respect to sensing and predicting epileptic seizures. Then, we present the current state of open loop neural stimulation systems. We follow this by investigating the currently approved, and some of the recent experimental, closed loop systems documented in the literature. Finally, we provide discussions on the current state of neural stimulation systems for controlling epilepsy, and directions for future studies.
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Affiliation(s)
- Matthew D Bigelow
- School of Engineering, Deakin University, Geelong, Victoria, 3216, Australia
| | - Abbas Z Kouzani
- School of Engineering, Deakin University, Geelong, Victoria, 3216, Australia.
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Sherdil A, Coizet V, Pernet-Gallay K, David O, Chabardès S, Piallat B. Implication of Anterior Nucleus of the Thalamus in Mesial Temporal Lobe Seizures. Neuroscience 2019; 418:279-290. [PMID: 31228590 DOI: 10.1016/j.neuroscience.2019.06.018] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Revised: 06/11/2019] [Accepted: 06/12/2019] [Indexed: 10/26/2022]
Abstract
Deep brain stimulation of the anterior nucleus of the thalamus has been proposed as novel therapy to treat intractable epilepsy. To optimize this approach, we proposed to study the involvement of this nucleus in a non-human primate model of mesial temporal lobe seizure. Two macaques were implanted with one chronic electrode into the hippocampus allowing to monitor the ictal activity. Neurons of the anterior nucleus of the thalamus were recorded with a microelectrode inserted acutely. To induce seizures, penicillin was injected into the hippocampus and neuronal activities of the anterior nucleus were analyzed during ictal and interictal periods. The effects of the chemical neuromodulation of the anterior nucleus on the ictal hippocampal activities were studied and electron microscopy analysis was carried out to study morphological modifications induced in the anterior nucleus of the thalamus. Our results demonstrate that the anterior nucleus of the thalamus is directly involved in the pathophysiology of induced seizures since: (1) Electrophysiological study showed an heterogenous excitation during seizure characterized by the appearance of 2 types of neuronal firing response; (2) chemical neuromodulation of the anterior nucleus of the thalamus changed the severity of seizures; (3) morphological modification of the ultrastructure as well as a reduction of synapse density were observed within the ipsilateral anterior nucleus of the thalamus. This study demonstrates that the anterior nucleus of the thalamus is part of the epileptic network activated during temporal lobe seizures and suggests that this nucleus would be valid target for seizure control using deep brain stimulation.
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Affiliation(s)
- Ariana Sherdil
- Univ. Grenoble Alpes, Inserm, U1216, Grenoble Institut Neurosciences, 38000 Grenoble, France
| | - Véronique Coizet
- Univ. Grenoble Alpes, Inserm, U1216, Grenoble Institut Neurosciences, 38000 Grenoble, France
| | - Karin Pernet-Gallay
- Univ. Grenoble Alpes, Inserm, U1216, Grenoble Institut Neurosciences, 38000 Grenoble, France
| | - Olivier David
- Univ. Grenoble Alpes, Inserm, U1216, Grenoble Institut Neurosciences, 38000 Grenoble, France
| | - Stephan Chabardès
- Univ. Grenoble Alpes, Inserm, U1216, CHU Grenoble Alpes, CEA, Grenoble Institut Neurosciences, 38000 Grenoble, France
| | - Brigitte Piallat
- Univ. Grenoble Alpes, Inserm, U1216, Grenoble Institut Neurosciences, 38000 Grenoble, France.
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Pizarro D, Ilyas A, Toth E, Romeo A, Riley KO, Esteller R, Vlachos I, Pati S. Automated detection of mesial temporal and temporoperisylvian seizures in the anterior thalamic nucleus. Epilepsy Res 2018; 146:17-20. [PMID: 30055392 DOI: 10.1016/j.eplepsyres.2018.07.014] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2018] [Revised: 06/21/2018] [Accepted: 07/22/2018] [Indexed: 01/22/2023]
Abstract
BACKGROUND AND PURPOSE Focal seizures can arise from coordinated activity across large-scale epileptic networks and propagate to regions that are not functionally altered but are recruited by epileptiform discharges. In preclinical models of focal epilepsy, the thalamus is recruited by cortical onset seizures, but it remains to be demonstrated in clinical studies. In this pilot study, the authors investigate whether seizures with onset within and outside the mesial temporal structures are detected in the anterior thalamus (ATN). METHODS After written consent, three subjects with suspected temporal lobe epilepsy undergoing stereotactic electrode implantation were recruited prospectively for thalamocortical depth EEG recordings. Three seizure detection metrics (line length-LL, Laplace operator-Lap; Teager energy-TE) were studied within the seizure onset zone and ATN. RESULTS The LL, Lap, and TE metrics detected 40 (95%) seizures each in the ATN before the behavioral manifestation. Rates of detection in the seizure onset zone were 40 (95%), 42 (100%), and 41 (98%), respectively. The mean detection latency in ATN from SOZ ranged from 0.25 to 5.17 s. Seizures were localized to amygdala-hippocampus, temporal pole, anterior insula and superior temporal gyrus. CONCLUSIONS The pilot study demonstrates that seizures in mesial temporal and temporal-plus epilepsies (i.e., temporoperisylvian) can be detected reliably in the ATN. Further studies are needed to validate these findings.
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Affiliation(s)
- Diana Pizarro
- Department of Neurology, University of Alabama at Birmingham, AL, United States; Epilepsy and Cognitive Neurophysiology Laboratory, University of Alabama at Birmingham, AL, United States
| | - Adeel Ilyas
- Department of Neurosurgery, University of Alabama at Birmingham, AL, United States; Epilepsy and Cognitive Neurophysiology Laboratory, University of Alabama at Birmingham, AL, United States
| | - Emilia Toth
- Department of Neurology, University of Alabama at Birmingham, AL, United States; Epilepsy and Cognitive Neurophysiology Laboratory, University of Alabama at Birmingham, AL, United States
| | - Andrew Romeo
- Department of Neurosurgery, University of Alabama at Birmingham, AL, United States
| | - Kristen O Riley
- Department of Neurosurgery, University of Alabama at Birmingham, AL, United States
| | - Rosana Esteller
- Department of Neurology, University of Alabama at Birmingham, AL, United States
| | - Ioannis Vlachos
- Department of Mathematics and Statistics, Louisiana Tech University, Ruston, LA, United States
| | - Sandipan Pati
- Department of Neurology, University of Alabama at Birmingham, AL, United States; Epilepsy and Cognitive Neurophysiology Laboratory, University of Alabama at Birmingham, AL, United States.
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