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本文引用的文献

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Deep brain stimulation for Alzheimer's disease - current status and next steps.用于阿尔茨海默病的深部脑刺激——现状与下一步措施
Expert Rev Med Devices. 2024 Apr;21(4):285-292. doi: 10.1080/17434440.2024.2337298. Epub 2024 Apr 4.
2
The important role of glial transmitters released by astrocytes in Alzheimer's disease: A perspective from dynamical modeling.星形胶质细胞释放的神经递质在阿尔茨海默病中的重要作用:从动力学模型的角度来看。
Chaos. 2023 Nov 1;33(11). doi: 10.1063/5.0154322.
3
Deep brain stimulation for the treatment of Alzheimer's disease: A systematic review and meta-analysis.深部脑刺激治疗阿尔茨海默病:一项系统评价和荟萃分析。
Front Neurosci. 2023 Apr 13;17:1154180. doi: 10.3389/fnins.2023.1154180. eCollection 2023.
4
Decreased coherence in the model of the dorsal visual pathway associated with Alzheimer's disease.与阿尔茨海默病相关的背侧视觉通路模型中的相干性降低。
Sci Rep. 2023 Mar 1;13(1):3495. doi: 10.1038/s41598-023-30535-w.
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Synaptic degeneration in Alzheimer disease.阿尔茨海默病中的突触退化
Nat Rev Neurol. 2023 Jan;19(1):19-38. doi: 10.1038/s41582-022-00749-z. Epub 2022 Dec 13.
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Synapse pathology in Alzheimer's disease.阿尔茨海默病中的突触病变。
Semin Cell Dev Biol. 2023 Apr;139:13-23. doi: 10.1016/j.semcdb.2022.05.028. Epub 2022 Jun 9.
7
Mechanism analysis for excitatory interneurons dominating poly-spike wave and optimization of electrical stimulation.兴奋型中间神经元主导多棘波的机制分析及电刺激优化
Chaos. 2022 Mar;32(3):033110. doi: 10.1063/5.0076439.
8
Controlling Alzheimer's Disease Through the Deep Brain Stimulation to Thalamic Relay Cells.通过对丘脑中继细胞进行深部脑刺激来控制阿尔茨海默病
Front Comput Neurosci. 2021 Nov 8;15:636770. doi: 10.3389/fncom.2021.636770. eCollection 2021.
9
Measures of resting state EEG rhythms for clinical trials in Alzheimer's disease: Recommendations of an expert panel.用于阿尔茨海默病临床试验的静息状态 EEG 节律的测量:专家小组的建议。
Alzheimers Dement. 2021 Sep;17(9):1528-1553. doi: 10.1002/alz.12311. Epub 2021 Apr 15.
10
Deep Brain Stimulation for Alzheimer's Disease: Stimulation Parameters and Potential Mechanisms of Action.用于阿尔茨海默病的深部脑刺激:刺激参数及潜在作用机制
Front Aging Neurosci. 2021 Mar 11;13:619543. doi: 10.3389/fnagi.2021.619543. eCollection 2021.

基于数据驱动的皮质网络模型通过深部脑刺激控制阿尔茨海默病。

Controlling Alzheimer's disease by deep brain stimulation based on a data-driven cortical network model.

作者信息

Yan SiLu, Yang XiaoLi, Duan ZhiXi

机构信息

School of Mathematics and Statistics, Shaanxi Normal University, Xi'an, 710062 People's Republic of China.

出版信息

Cogn Neurodyn. 2024 Oct;18(5):3157-3180. doi: 10.1007/s11571-024-10148-3. Epub 2024 Jul 8.

DOI:10.1007/s11571-024-10148-3
PMID:39555293
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11564625/
Abstract

This work aims to explore the control effect of DBS on Alzheimer's disease (AD) from a neurocomputational perspective. Firstly, a data-driven cortical network model is constructed using the Diffusion Tensor Imaging data. Then, a typical electrophysiological feature of EEG slowing in AD is reproduced by reducing the synaptic connectivity parameters. The corresponding changes in kinetic behavior mainly include an oscillation decrease in the amplitude and frequency of the pyramidal neuron population. Subsequently, DBS current with specific parameters is introduced into three potential targets of the hippocampus, the nucleus accumbens and the olfactory tubercle, respectively. The results indicate that applying DBS to simulated mild AD patients induces an increase in relative alpha power, a decrease in relative theta power, and a significant rightward shift of the dominant frequency. This is consistent with the EEG reversal in pharmacological treatments for AD. Further, the optimal stimulation strategy of DBS is investigated through spectral and statistical analyses. Specifically, the pathological symptoms of AD could be alleviated by adjusting the critical parameters of DBS, and the control effect of DBS on various targets is that the hippocampus is superior to the olfactory tubercle and nucleus accumbens. Finally, using correlation analysis between the power increments and the nodal degrees, it is concluded that the control effect of DBS is related to the importance of the nodes in the brain network. This study provides a theoretical guidance for determining DBS targets and parameters, which may have a substantial impact on the development of DBS treatment for AD.

摘要

这项工作旨在从神经计算的角度探索深部脑刺激(DBS)对阿尔茨海默病(AD)的控制效果。首先,利用扩散张量成像数据构建一个数据驱动的皮质网络模型。然后,通过降低突触连接参数来重现AD中脑电图减慢这一典型的电生理特征。动力学行为的相应变化主要包括锥体神经元群体的振幅和频率振荡下降。随后,将具有特定参数的DBS电流分别引入海马体、伏隔核和嗅结节这三个潜在靶点。结果表明,对模拟的轻度AD患者应用DBS会导致相对阿尔法功率增加、相对西塔功率降低以及优势频率显著右移。这与AD药物治疗中的脑电图逆转情况一致。此外,通过频谱和统计分析研究了DBS的最佳刺激策略。具体而言,通过调整DBS的关键参数可以缓解AD的病理症状,并且DBS对各个靶点的控制效果是海马体优于嗅结节和伏隔核。最后,利用功率增量与节点度之间的相关性分析得出结论,DBS的控制效果与脑网络中节点的重要性有关。本研究为确定DBS靶点和参数提供了理论指导,这可能对AD的DBS治疗发展产生重大影响。