Spatiotemporal dynamics of epileptic activity
癫痫活动的时空动态
基本信息
- 批准号:10599685
- 负责人:
- 金额:$ 3.68万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2023
- 资助国家:美国
- 起止时间:2023-01-01 至 2023-09-30
- 项目状态:已结题
- 来源:
- 关键词:AccountingAdultAntiepileptic AgentsChicagoClinicalCollaborationsCommunicationComputer ModelsData AnalysesData SetDevelopmentDiagnosisDrug resistanceElectric StimulationElectrocorticogramElectrodesElectroencephalographyEpilepsyEventEvolutionFailureFrequenciesGrantGrowthHumanInterneuronsKnowledgeLeadLocationMagnetic Resonance ImagingMeasuresMentorshipMethodologyMethodsMicroelectrodesMissionModalityModelingNeocortexNeuronsNeurosciencesNonlinear DynamicsOperative Surgical ProceduresOutcomePartial EpilepsiesPathologyPatientsPopulationPropertyPublic HealthPublicationsRecurrenceResearchResolutionRoleScientific InquirySeizuresSortingTechnologyTestingTheoretical modelTrainingUnited States National Institutes of HealthUniversitiesWorkalternative treatmentcollaborative environmentcomparativeepileptiformexperiencehippocampal pyramidal neuronimaging modalityindividualized medicineinnovationmathematical modelneocorticalnervous system disordernovelnovel therapeutic interventionrecruitspatiotemporalsurgery outcometreatment strategy
项目摘要
PROJECT SUMMARY
Epilepsy is a neurological disorder that is characterized by spontaneous, recurrent seizures. However, a
significant population (~1/3rd) of focal epilepsy patients does not respond to anti-epileptic drugs. Furthermore,
alternative treatment strategies (such as electrical stimulation or resective surgery) depend on accurate
localization of the seizure onset zone, which can be difficult with current technology. This may be due to poor
spatial resolution of clinical recording modalities, such as electroencephalography. To this end, this project
seeks to identify unique markers that arise from activity within the seizure onset zone and thus, elucidate the
mechanisms responsible for seizure recruitment in drug-resistant focal epilepsy. In the long term, the results
generated by this research will not only increase our overall understanding of epilepsy pathology, but also
refine individualized therapies for drug-resistant focal epilepsy patients. The overall hypothesis is that the
spiking activity from the seizure onset zone interacts with the local field potential of the macroscopic penumbra
and that this relationship is unique in human focal epilepsy. To fulfill this objective and test the overall
hypothesis, the following aims will be pursued: (1A) Determine the spatiotemporal spike-triggered average
between spiking activity and the LFP by accounting for both spike timing and location. (1B) A mathematical
model of seizure activity within and outside of the seizure onset zone will be developed to corroborate the
results. (2A) Sort spikes from the ictal epoch into excitatory and inhibitory populations using template-
matching and modeling of convex hull changes. (2B) Investigate the spatiotemporal dynamics of excitatory-
inhibitory populations during a seizure. The results from this analysis will yield a powerful multi-scale
characterization of network states during and around seizure events. The computational approaches that will
be utilized will probe specific mechanisms that underlie seizure onset, propagation, and termination. The
outcomes of this proposal may have translational implications that facilitate identification of the seizure onset
zone or the development of novel therapeutic strategies, such as intracortical stimulation approaches.
This proposed research will be conducted in a collaborative and interdisciplinary environment with significant
training potential as it includes growth in opportunities for mentorship, collaborations, publications,
grantsmanship, and communication. Specifically, this research will be conducted under the mentorship of
experts at the University of Chicago in computational epilepsy work. This training experience will also provide
opportunities to build expertise in scientific inquiry, epilepsy pathology, computational modeling, theoretical
neuroscience, nonlinear dynamics, and data analysis.
项目概要
癫痫是一种神经系统疾病,其特征是自发性、反复发作。然而,一个
相当一部分(约 1/3)的局灶性癫痫患者对抗癫痫药物没有反应。此外,
替代治疗策略(例如电刺激或切除手术)取决于准确的
癫痫发作区域的定位,这对于当前的技术来说可能很困难。这可能是由于较差
临床记录方式的空间分辨率,例如脑电图。为此,本项目
旨在识别癫痫发作区内活动产生的独特标记,从而阐明
耐药局灶性癫痫中癫痫发作募集的机制。从长远来看,结果
这项研究不仅将增加我们对癫痫病理学的整体理解,而且
完善耐药局灶性癫痫患者的个体化治疗。总体假设是
癫痫发作区的尖峰活动与宏观半影的局部场电位相互作用
这种关系在人类局灶性癫痫中是独一无二的。为实现这一目标并测试总体
假设,将追求以下目标:(1A)确定时空尖峰触发平均值
通过考虑扣球时间和位置来确定扣球活动和 LFP 之间的关系。 (1B) 数学
将开发癫痫发作区内外的癫痫发作活动模型,以证实
结果。 (2A) 使用模板将发作期的尖峰分类为兴奋性和抑制性群体
凸包变化的匹配和建模。 (2B) 研究兴奋性的时空动态
癫痫发作期间的抑制群体。该分析的结果将产生强大的多尺度
癫痫事件期间和周围网络状态的表征。计算方法将
利用该方法将探究癫痫发作发作、传播和终止的具体机制。这
该提案的结果可能具有转化意义,有助于识别癫痫发作
区或开发新的治疗策略,例如皮质内刺激方法。
这项拟议的研究将在协作和跨学科环境中进行,具有重要意义
培训潜力,因为它包括指导、合作、出版物、
资助和沟通。具体来说,这项研究将在以下人员的指导下进行:
芝加哥大学的专家从事计算癫痫工作。此次培训经验还将提供
有机会建立科学探究、癫痫病理学、计算模型、理论方面的专业知识
神经科学、非线性动力学和数据分析。
项目成果
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