A Computation Based Approach for Modeling the Efficacy of Neurostimulation Therapies on Neural Functioning

Kaia R. Lindberg, Abigail T. Small, E. Dougherty
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Abstract

Neurostimulation demonstrates success as a medical treatment for patients suffering from neurodegenerative diseases and psychiatric disorders. Despite promising clinical results, the cellular-level processes by which they achieve these favorable outcomes are not completely understood. Specifically, the neuronal mechanisms by which neurostimulation impacts ion channel gating and transmembrane ionic flux are unknown. To help elucidate these mechanisms, we have developed a novel mathematical model that integrates the Poisson-Nernst-Planck system of PDEs and Hodgkin-Huxley based ODEs to model the effects of this neurotherapy on transmembrane voltage, ion channel gating, and ionic mobility. Using a biologically-inspired domain, in silico simulations are used to assess the impact of TES and DBS on neuronal electrodynamics. Results show that an instantaneous polarization of the membrane’s resting potential occurs in a location specific manner, where the type and degree of polarization depends on the position on the membrane. This polarization in turn leads ion channel gating and transmembrane ionic flux to change in a site specific fashion. In addition, results show differences in polarization, membrane voltage, and transmembrane ion mobility resulting from highly distinct forms of neurostimulation, namely tran-scranial electrical stimulation and deep brain stimulation.
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基于计算的神经刺激疗法对神经功能影响的建模方法
神经刺激作为一种治疗神经退行性疾病和精神疾病的成功方法。尽管有很好的临床结果,但它们实现这些有利结果的细胞水平过程尚不完全清楚。具体来说,神经刺激影响离子通道门控和跨膜离子通量的神经元机制尚不清楚。为了帮助阐明这些机制,我们开发了一个新的数学模型,该模型集成了PDEs的泊松-能-普朗克系统和基于霍奇金-赫胥利的ode,以模拟这种神经疗法对跨膜电压、离子通道门控和离子迁移的影响。利用生物学启发域,用计算机模拟来评估TES和DBS对神经元电动力学的影响。结果表明,膜静息电位的瞬时极化以特定位置的方式发生,极化的类型和程度取决于膜上的位置。这种极化反过来导致离子通道门控和跨膜离子通量以特定的方式改变。此外,结果显示极化、膜电压和跨膜离子迁移的差异是由高度不同的神经刺激形式引起的,即经颅电刺激和深部脑刺激。
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