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1.西北大学 医学大数据研究中心,陕西 西安 710127
2.西安石油大学 理学院,陕西 西安 710065
李朵,女,博士生,从事癫痫神经计算建模与动力学分析研究,liduo@stumail.nwu.edu.cn。
张瑞,女,教授,博士生导师,从事神经计算建模、机器学习理论与算法等研究,rzhang@nwu.edu.cn。
收稿:2024-12-01,
纸质出版:2025-10-25
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李朵, 李强, 张瑞. 能量代谢异常在癫痫样放电动力学转迁中的作用[J]. 西北大学学报(自然科学版), 2025,55(5):1125-1137.
LI Duo, LI Qiang, ZHANG Rui. The role of abnormal energy metabolism in the dynamics transition of epileptiform discharges[J]. Journal of northwest university (natural science edition), 2025, 55(5): 1125-1137.
李朵, 李强, 张瑞. 能量代谢异常在癫痫样放电动力学转迁中的作用[J]. 西北大学学报(自然科学版), 2025,55(5):1125-1137. DOI: 10.16152/j.cnki.xdxbzr.2025-05-015.
LI Duo, LI Qiang, ZHANG Rui. The role of abnormal energy metabolism in the dynamics transition of epileptiform discharges[J]. Journal of northwest university (natural science edition), 2025, 55(5): 1125-1137. DOI: 10.16152/j.cnki.xdxbzr.2025-05-015.
癫痫是由大脑神经元超同步异常放电引起的一种神经系统疾病。大量生理实验研究发现,作为维持神经功能活动的一类广泛分布在神经元周围的细胞,神经胶质细胞能够与血管结合构成胶质血管系统向神经元供应能量维持放电活动,然而其能量代谢过程的异常变化与癫痫发作期间大脑神经元异常放电密切相关。基于此,首先针对胶质血管系统能量供应以及神经元放电能量消耗代谢过程,分别对其进行数学刻画并建立能量代谢动力学方程,据此提出一种新的基于能量代谢机制的神经元模型;进而结合数值实验和分岔分析,探索能量代谢异常所诱导的神经元癫痫样放电的动力学转迁过程及其内在机制。实验结果表明,能量产生速率和产生稳态值降低以及能量消耗增强会引起能量供应不足,进而导致神经元放电状态从癫痫发作向扩散性去极化和缺氧扩散性去极化的动力学转迁。
Epilepsy is a neurological disease caused by hypersynchronous abnormal discharge of neurons in the brain. Physiological studies have revealed that
as a type of cells widely distributed around neurons to maintain neural functional activities
glial cells can combine with the blood vessels to form the glio-vascular system
whose aberrant alterations in energy metabolism processes are closely related to the abnormal neuronal discharges during epileptic seizures. Based on these findings
the dynamic processes of energy supply in the glio-vascular system and energy consumption in neuronal discharge are firstly mathematically characterized and the dynamics equation of energy metabolism are constructed
thus a novel neuron model based on energy metabolism mechanisms is proposed. Then
combined with numerical experiments and bifurcation analysis
the dynamics transition of neuronal epileptiform discharges caused by abnormal energy metabolism and their underlying mechanisms are explored. The experimental results demonstrate that the reduced rate and steady-state value of energy production and enhanced energy consumption result in insufficient energy supply
which induces the dynamics transition of epileptiform discharges from seizures to spreading depolarization and hypoxic spreading depolarization.
DING D , ZHOU D , SANDER J W , et al . Epilepsy in China: Major progress in the past two decades [J ] . The Lancet Neurology , 2021 , 20 ( 4 ): 316 - 326 .
张瑞 , 宋江玲 , 胡文凤 . 癫痫脑电的特征提取方法综述 [J ] . 西北大学学报(自然科学版) , 2016 , 46 ( 6 ): 781 - 788 .
ZHANG R , SONG J L , HU W F . A review of feature extraction method for epileptic EEGs [J ] . Journal of Northwest University (Natural Science Edition) , 2016 , 46 ( 6 ): 781 - 788 .
BALESTRINI S , ARZIMANOGLOU A , BLÜMCKE I , et al . The aetiologies of epilepsy [J ] . Epileptic Disorders , 2021 , 23 ( 1 ): 1 - 16 .
RHO J M , BOISON D . The metabolic basis of epilepsy [J ] . Nature Reviews Neurology , 2022 , 18 ( 6 ): 333 - 347 .
NAMPOOTHIRI S , NOGUEIRAS R , SCHWANINGER M , et al . Glial cells as integrators of peripheral and central signals in the regulation of energy homeostasis [J ] . Nature Metabolism , 2022 , 4 ( 7 ): 813 - 825 .
彭俊 , 王如彬 , 王毅泓 . 大脑血液动力学现象中的能量编码 [J ] . 力学学报 , 2019 , 51 ( 4 ): 1202 - 1209 .
PENG J , WANG R B , WANG Y H . Energy coding of hemodynamic phenomena in the brain [J ] . Chinese Journal of Theoretical and Applied Mechanics , 2019 , 51 ( 4 ): 1202 - 1209 .
PATEL D C , TEWARI B P , CHAUNSALI L , et al . Neuron-glia interactions in the pathophysiology of epilepsy [J ] . Nature Reviews Neuroscience , 2019 , 20 ( 5 ): 282 - 297 .
BOISON D , STEINHÄUSER C . Epilepsy and astrocyte energy metabolism [J ] . Glia , 2018 , 66 ( 6 ): 1235 - 1243 .
SOBOLEVA E B , AMAKHIN D V , SINYAK D S , et al . Modulation of seizure-like events by the small conductance and ATP-sensitive potassium ion channels [J ] . Biochemical and Biophysical Research Communications , 2022 , 623 : 74 - 80 .
WENDLING F , BENQUET P , BARTOLOMEI F , et al . Computational models of epileptiform activity [J ] . Journal of Neuroscience Methods , 2016 , 260 : 233 - 251 .
DEPANNEMAECKER D , EZZATI A , WANG H E , et al . From phenomenological to biophysical models of seizures [J ] . Neurobiology of Disease , 2023 , 182 : 106131 .
韩芳 , 樊登贵 , 张丽媛 , 等 . 神经系统疾病与认知动力学(Ⅰ):癫痫发作的动力学与控制 [J ] . 力学进展 , 2022 , 52 ( 2 ): 339 - 396 .
HAN F , FAN D G , ZHANG L Y , et al . Neurological disease and cognitive dynamics (I): Dynamics and control of epileptic seizures [J ] . Advances in Mechanics , 2022 , 52 ( 2 ): 339 - 396 .
李强 , 潘敏 , 成波 . 模型与数据双驱动的失眠脑电alpha节律研究 [J ] . 西北大学学报(自然科学版) , 2023 , 53 ( 3 ): 359 - 366 .
LI Q , PAN M , CHENG B . Study of alpha rhythm in insomnia by combination clinical data and neural computational model [J ] . Journal of Northwest University (Natural Science Edition) , 2023 , 53 ( 3 ): 359 - 366 .
CRESSMAN J R , ULLAH G , ZIBURKUS J , et al . The influence of sodium and potassium dynamics on excitability, seizures, and the stability of persistent states: I. Single neuron dynamics [J ] . Journal of Computational Neuroscience , 2009 , 26 ( 2 ): 159 - 170 .
JOLIVET R , COGGAN J S , ALLAMAN I , et al . Multi-timescale modeling of activity-dependent metabolic coupling in the neuron-glia-vasculature ensemble [J ] . PLoS Computational Biology , 2015 , 11 ( 2 ): e1004036 .
CAPO RANGEL G , PREZIOSO J , GERARDO-GIORDA L , et al . Brain energetics plays a key role in the coordination of electrophysiology, metabolism and hemodynamics: Evidence from an integrated computational model [J ] . Journal of Theoretical Biology , 2019 , 478 : 26 - 39 .
YU Y Y , YUAN Z X , LI J J , et al . Dynamic analysis of epileptic seizures caused by energy failure after ischemic stroke [J ] . Chaos, Solitons & Fractals , 2023 , 176 : 114116 .
CHHABRIA K , CHAKRAVARTHY V S . Low-dimensional models of "neuro-glio-vascular unit" for describing neural dynamics under normal and energy-starved conditions [J ] . Frontiers in Neurology , 2016 , 7 : 160623 .
CHING S , PURDON P L , VIJAYAN S , et al . A neurophysiological-metabolic model for burst suppression [J ] . Proceedings of the National Academy of Sciences , 2012 , 109 ( 8 ): 3095 - 3100 .
TOGLIA P , ULLAH G . Mitochondrial dysfunction and role in spreading depolarization and seizure [J ] . Journal of Computational Neuroscience , 2019 , 47 ( 2 ): 91 - 108 .
SONG J L , KIM J A , STRUCK A F , et al . A model of metabolic supply-demand mismatch leading to secondary brain injury [J ] . Journal of Neurophysiology , 2021 , 126 ( 2 ): 653 - 667 .
WEI Y N , ULLAH G , INGRAM J , et al . Oxygen and seizure dynamics: II. Computational modeling [J ] . Journal of Neurophysiology , 2014 , 112 ( 2 ): 213 - 223 .
WEI Y N , ULLAH G , SCHIFF S J . Unification of neuronal spikes, seizures, and spreading depression [J ] . Journal of Neuroscience , 2014 , 34 ( 35 ): 11733 - 11743 .
DEPANNEMAECKER D , IVANOV A , LILLO D , et al . A unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level [J ] . Journal of Computational Neuroscience , 2022 , 50 ( 1 ): 33 - 49 .
BONVENTO G , BOLAÑOS J P . Astrocyte-neuron metabolic cooperation shapes brain activity [J ] . Cell Metabolism , 2021 , 33 ( 8 ): 1546 - 1564 .
SILVA D B , RODRIGUES A M , SANTOS L E C , et al . Energy metabolism and the transition between epileptiform activities and spreading depression [C ] // XXVI Brazilian Congress on Biomedical Engineering . Singapore : Springer , 2019 : 567 - 571 .
DE PITTÀ M . Neuron-glial interactions [C ] // Encyclopedia of Computational Neuroscience . New York, NY : Springer New York , 2022 : 2412 - 2440 .
FEI Y Q , SHI R T , SONG Z , et al . Metabolic control of epilepsy: A promising therapeutic target for epilepsy [J ] . Frontiers in Neurology , 2020 , 11 : 592514 .
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