Multi-scale modeling to investigate the effects of transcranial magnetic stimulation on morphologically-realistic neuron with depression

IF 3.1 3区 工程技术 Q2 NEUROSCIENCES
Licong Li, Shuaiyang Zhang, Hongbo Wang, Fukuan Zhang, Bin Dong, Jianli Yang, Xiuling Liu
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Abstract

Transcranial magnetic stimulation (TMS) is a non-invasive neuromodulation technique to activate or inhibit the activity of neurons, and thereby regulate their excitability. This technique has demonstrated potential in the treatment of neuropsychiatric disorders, such as depression. However, the effect of TMS on neurons with different severity of depression is still unclear, limiting the development of efficient and personalized clinical application parameters. In this study, a multi-scale computational model was developed to investigate and quantify the differences in neuronal responses to TMS with different degrees of depression. The microscale neuronal models we constructed represent the hippocampal CA1 region in rats under normal conditions and with varying severities of depression (mild, moderate, and major depressive disorder). These models were then coupled to a macroscopic TMS-induced E-Fields model of a rat head comprising multiple types of tissue. Our results demonstrate alterations in neuronal membrane potential and calcium concentration across varying levels of depression severity. As depression severity increases, the peak membrane potential and polarization degree of neuronal soma and dendrites gradually decline, while the peak calcium concentration decreases and the peak arrival time prolongs. Concurrently, the electric fields thresholds and amplification coefficient gradually rise, indicating an increasing difficulty in activating neurons with depression. This study offers novel insights into the mechanisms of magnetic stimulation in depression treatment using multi-scale computational models. It underscores the importance of considering depression severity in treatment strategies, promising to optimize TMS therapeutic approaches.

Abstract Image

多尺度建模研究经颅磁刺激对形态逼真的抑郁神经元的影响
经颅磁刺激(TMS)是一种非侵入性神经调节技术,可激活或抑制神经元的活动,从而调节神经元的兴奋性。这种技术在治疗抑郁症等神经精神疾病方面已显示出潜力。然而,TMS 对不同严重程度抑郁症神经元的影响仍不明确,这限制了高效和个性化临床应用参数的开发。本研究建立了一个多尺度计算模型,以研究和量化不同抑郁程度的神经元对 TMS 反应的差异。我们构建的微尺度神经元模型代表了正常情况下和不同抑郁程度(轻度、中度和重度抑郁障碍)的大鼠海马 CA1 区。然后将这些模型与由多种类型组织组成的大鼠头部宏观 TMS 诱导 E 场模型相结合。我们的研究结果表明,在抑郁症严重程度不同的情况下,神经元膜电位和钙离子浓度会发生变化。随着抑郁严重程度的增加,神经元浆膜和树突的膜电位峰值和极化程度逐渐下降,而钙离子浓度峰值降低,峰值到达时间延长。与此同时,电场阈值和放大系数逐渐升高,表明激活抑郁神经元越来越困难。这项研究利用多尺度计算模型对磁刺激治疗抑郁症的机制提出了新的见解。它强调了在治疗策略中考虑抑郁症严重程度的重要性,有望优化 TMS 治疗方法。
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来源期刊
Cognitive Neurodynamics
Cognitive Neurodynamics 医学-神经科学
CiteScore
6.90
自引率
18.90%
发文量
140
审稿时长
12 months
期刊介绍: Cognitive Neurodynamics provides a unique forum of communication and cooperation for scientists and engineers working in the field of cognitive neurodynamics, intelligent science and applications, bridging the gap between theory and application, without any preference for pure theoretical, experimental or computational models. The emphasis is to publish original models of cognitive neurodynamics, novel computational theories and experimental results. In particular, intelligent science inspired by cognitive neuroscience and neurodynamics is also very welcome. The scope of Cognitive Neurodynamics covers cognitive neuroscience, neural computation based on dynamics, computer science, intelligent science as well as their interdisciplinary applications in the natural and engineering sciences. Papers that are appropriate for non-specialist readers are encouraged. 1. There is no page limit for manuscripts submitted to Cognitive Neurodynamics. Research papers should clearly represent an important advance of especially broad interest to researchers and technologists in neuroscience, biophysics, BCI, neural computer and intelligent robotics. 2. Cognitive Neurodynamics also welcomes brief communications: short papers reporting results that are of genuinely broad interest but that for one reason and another do not make a sufficiently complete story to justify a full article publication. Brief Communications should consist of approximately four manuscript pages. 3. Cognitive Neurodynamics publishes review articles in which a specific field is reviewed through an exhaustive literature survey. There are no restrictions on the number of pages. Review articles are usually invited, but submitted reviews will also be considered.
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