皮层神经元对经颅磁刺激诱发电场的方向敏感性

Konstantin Weise, Torge Worbs, Benjamin Kalloch, Victor H. Souza, Aurélien Tristan Jaquier, Werner Van Geit, Axel Thielscher, Thomas R. Knösche
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摘要

摘要建立了经颅磁刺激下不同类型皮层神经元在外加电场作用下的计算效率平均响应模型。我们使用了来自第2/3层的24个金字塔细胞(PC),来自第4层的245个小的、嵌套的和大的篮状细胞,以及来自第5层的30个不同形态的PC来获得平均模型。有了这些模型,就可以根据大脑中潜在的电场分布有效地估计刺激阈值,而不必实现和计算复杂的神经元室模型。刺激阈值是通过将神经元暴露在沿体-树突轴不同角度、强度、脉冲波形和电场衰减的tms诱导的电场中来确定的。利用包含数百万神经元的高分辨率真实头部模型进行了参考仿真,验证了所得的平均响应模型。在98%的情况下,平均模型和参考模型之间估计阈值的相对误差在-3%到3.7%之间,而计算时间仅为几周的几分之一秒。最后,我们将模型行为与经颅磁刺激实验进行了比较,发现运动诱发电位的定向敏感性与模型行为高度对应。将所得模型与经典的皮质柱余弦模型和简化的球棍神经元进行比较。结果表明,这两种模型都过于简化了电场与神经元之间复杂的相互作用,不能充分反映不同细胞类型的方向敏感性,推导的模型应用简单,只需要脑内经颅磁刺激的电场作为输入变量。这些模型和代码可以在开源存储库中向公众提供,用于集成到TMS研究中,以估计未来改进剂量和治疗计划的预期刺激阈值
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Directional Sensitivity of Cortical Neurons Towards TMS Induced Electric Fields
Abstract We derived computationally efficient average response models of different types of cortical neurons, which are subject to external electric fields from Transcranial Magnetic Stimulation. We used 24 reconstructions of pyramidal cells (PC) from layer 2/3, 245 small, nested, and large basket cells from layer 4, and 30 PC from layer 5 with different morphologies for deriving average models. With these models, it is possible to efficiently estimate the stimulation thresholds depending on the underlying electric field distribution in the brain, without having to implement and compute complex neuron compartment models. The stimulation thresholds were determined by exposing the neurons to TMS-induced electric fields with different angles, intensities, pulse waveforms, and field decays along the somato-dendritic axis. The derived average response models were verified by reference simulations using a high-resolution realistic head model containing several million neurons. The relative errors of the estimated thresholds between the average model and the reference model ranged between -3% and 3.7% in 98% of the cases, while the computation time was only a fraction of a second compared to several weeks. Finally, we compared the model behavior to TMS experiments and observed high correspondence to the orientation sensitivity of motor evoked potentials. The derived models were compared to the classical cortical column cosine model and to simplified ball-and-stick neurons. It was shown that both models oversimplify the complex interplay between the electric field and the neurons and do not adequately represent the directional sensitivity of the different cell types The derived models are simple to apply and only require the TMS induced electric field in the brain as input variable. The models and code are available to the general public in open-source repositories for integration into TMS studies to estimate the expected stimulation thresholds for an improved dosing and treatment planning in the future
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