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首页> 外文期刊>plos computational biology >Chaotic and stochastic dynamics of epileptiform-like activities in sclerotic hippocampus resected from patients with pharmacoresistant epilepsy
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Chaotic and stochastic dynamics of epileptiform-like activities in sclerotic hippocampus resected from patients with pharmacoresistant epilepsy

机译:硬化性海马中癫痫样活动的混沌和随机动力学从耐药性癫痫患者身上切除

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Author summaryTemporal lobe epilepsy (TLE) is the most prevalent type of epilepsy in adults and hippocampal sclerosis is the major pathophysiological substrate of pharmaco-refractory TLE. Different patterns of epileptiform-like activity have been described in human hippocampal sclerosis, but the standard analysis applied to characterize the activities usually do not consider the nonlinear features that epileptiform patterns exhibit. Here, using Poincare map and Recurrence Quantitative Analysis we characterized the most prevalent type of epileptiform-like activities-interictal-like events (II) and periodic ictal spiking (PIS), recorded in vitro from resected hippocampi of pharmacoresistant patients with TLE-according to their levels of stochasticity, chaoticity and determinism. The II activities showed to be more chaotic with complex rhythmicity than PIS activities. The nonlinear dynamic differences between II and PIS leads us to conjecture that they are expressions of different seizure susceptibility. We also identified that each hippocampal subfield expresses II and PIS activities in a specific and different way. Finally, from the modulation of internal parameters of two computational models, we show the conversion of one type of activity into the other, showing how specific neuron networks synchronize over time, leading to II and PIS activities and then into a generalized seizure. The types of epileptiform activity occurring in the sclerotic hippocampus with highest incidence are interictal-like events (II) and periodic ictal spiking (PIS). These activities are classified according to their event rates, but it is still unclear if these rate differences are consequences of underlying physiological mechanisms. Identifying new and more specific information related to these two activities may bring insights to a better understanding about the epileptogenic process and new diagnosis. We applied Poincare map analysis and Recurrence Quantification Analysis (RQA) onto 35 in vitro electrophysiological signals recorded from slices of 12 hippocampal tissues surgically resected from patients with pharmacoresistant temporal lobe epilepsy. These analyzes showed that the II activity is related to chaotic dynamics, whereas the PIS activity is related to deterministic periodic dynamics. Additionally, it indicates that their different rates are consequence of different endogenous dynamics. Finally, by using two computational models we were able to simulate the transition between II and PIS activities. The RQA was applied to different periods of these simulations to compare the recurrences between artificial and real signals, showing that different ranges of regularity-chaoticity can be directly associated with the generation of PIS and II activities.
机译:作者摘要颞叶癫痫(TLE)是成人癫痫中最普遍的类型,海马硬化症是药物难治性TLE的主要病理生理学基础。在人类海马硬化症中已经描述了不同的癫痫样活动模式,但用于表征活动的标准分析通常不考虑癫痫样样活动所表现出的非线性特征。在这里,使用庞加莱图和复发定量分析,我们根据其随机性、混沌性和决定性水平,表征了最普遍的癫痫样活动类型——发作间期样事件 (II) 和周期性发作性尖峰 (PIS),这些活动是在体外记录的,来自切除的 TLE 耐药患者的海马。II活动比PIS活动更混乱,节奏更复杂。II和PIS之间的非线性动态差异使我们推测它们是不同癫痫发作易感性的表达。我们还发现,每个海马亚场都以特定和不同的方式表达II和PIS活动。最后,通过对两个计算模型的内部参数的调制,我们展示了一种类型的活动向另一种活动的转换,显示了特定的神经元网络如何随着时间的推移同步,导致II和PIS活动,然后变成广泛的癫痫发作。在硬化性海马中发生率最高的癫痫样活动类型是发作间期样事件 (II) 和周期性发作期棘峰 (PIS)。这些活动根据其事件发生率进行分类,但目前尚不清楚这些发生率差异是否是潜在生理机制的结果。确定与这两项活动相关的新的和更具体的信息可能会为更好地了解致癫痫过程和新诊断带来见解。我们将庞加莱图分析和复发量化分析 (RQA) 应用于 35 个体外电生理信号,这些信号来自从耐药性颞叶癫痫患者手术切除的 12 个海马组织切片中记录的。这些分析表明,II活动与混沌动力学有关,而PIS活动与确定性周期动力学有关。此外,它表明它们的不同速率是不同内源性动力学的结果。最后,通过使用两个计算模型,我们能够模拟II和PIS活动之间的过渡。将RQA应用于这些模拟的不同时期,以比较人工信号和真实信号之间的重复性,表明不同范围的规律性-混沌性可以直接与PIS和II活动的产生相关。

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