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一种使用运动诱发电位测量深部脑刺激引起的囊激活的算法程序。

An algorithmic procedure for measuring deep brain stimulation-induced capsular activation using motor evoked potentials.

作者信息

Cole Eric R, Opri Enrico, Borgheai Seyyed Bahram, Han Yuji, Isbaine Faical, Boulis Nicholas, Willie Jon T, AuYong Nicholas, Gross Robert E, Miocinovic Svjetlana

机构信息

Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, 30332, USA.

Department of Neurology, Emory University School of Medicine, Atlanta, GA, 30322, USA.

出版信息

medRxiv. 2025 Aug 28:2025.08.26.25334489. doi: 10.1101/2025.08.26.25334489.

DOI:10.1101/2025.08.26.25334489
PMID:40909847
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12407655/
Abstract

OBJECTIVE

Effective deep brain stimulation (DBS) treatment for Parkinson's disease requires careful adjustment of stimulation parameters and targeting to avoid motor side effects caused by activation of the internal capsule. Currently, patients must self-report side effects during device programming and implantation surgery - a challenging and subjective process that could lead to suboptimal therapy or exacerbate the time needed to optimize treatment. Motor evoked potentials (mEP), the use of electromyography to record DBS-induced muscle activation, offer a promising biomarker for objective motor side effect detection.

APPROACH

Here, we present an automated algorithmic procedure for mEP detection and quantification.

MAIN RESULTS

First, we design and evaluate a series of signal processing techniques to accurately detect mEP while mitigating the influence of stimulation artifacts and noise, then demonstrate a strategy for integrating multi-channel EMG responses into a single side effect biomarker (the mEP score). Next, we use data from a large patient cohort of intraoperative recordings (N = 54 STN leads) to quantify several physiological features of mEP, including their response frequency, latency, amplitude, and waveform similarity properties. Last, we show that the mEP score responds to DBS amplitude and contact configuration parameters in a manner that is consistent with expected STN-capsular anatomy.

SIGNIFICANCE

The results of this study inform an end-to-end approach for side effect biomarker measurement that could aid the precision and efficiency of DBS programming and surgical targeting.

摘要

目的

帕金森病的有效深部脑刺激(DBS)治疗需要仔细调整刺激参数并确定靶点,以避免因内囊激活引起的运动副作用。目前,患者必须在设备编程和植入手术期间自行报告副作用——这是一个具有挑战性的主观过程,可能导致治疗效果欠佳或延长优化治疗所需的时间。运动诱发电位(mEP),即利用肌电图记录DBS诱发的肌肉激活情况,为客观检测运动副作用提供了一种有前景的生物标志物。

方法

在此,我们提出一种用于mEP检测和量化的自动化算法程序。

主要结果

首先,我们设计并评估了一系列信号处理技术,以在减轻刺激伪迹和噪声影响的同时准确检测mEP,然后展示了一种将多通道肌电图反应整合为单个副作用生物标志物(mEP评分)的策略。接下来,我们使用来自大量术中记录患者队列(N = 54个丘脑底核电极)的数据来量化mEP的几种生理特征,包括其反应频率、潜伏期、振幅和波形相似性特征。最后,我们表明mEP评分对DBS振幅和触点配置参数的反应方式与预期的丘脑底核 - 内囊解剖结构一致。

意义

本研究结果为副作用生物标志物测量提供了一种端到端的方法,有助于提高DBS编程和手术靶点定位的精度和效率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/7f1cd75d2fb6/nihpp-2025.08.26.25334489v1-f0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/bdbd90d93f18/nihpp-2025.08.26.25334489v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/bad03fce4ad6/nihpp-2025.08.26.25334489v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/0ccb7cb4b81c/nihpp-2025.08.26.25334489v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/7f4294c0beab/nihpp-2025.08.26.25334489v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/c51953e3817a/nihpp-2025.08.26.25334489v1-f0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/7f1cd75d2fb6/nihpp-2025.08.26.25334489v1-f0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/bdbd90d93f18/nihpp-2025.08.26.25334489v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/bad03fce4ad6/nihpp-2025.08.26.25334489v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/0ccb7cb4b81c/nihpp-2025.08.26.25334489v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/7f4294c0beab/nihpp-2025.08.26.25334489v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/c51953e3817a/nihpp-2025.08.26.25334489v1-f0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8352/12407655/7f1cd75d2fb6/nihpp-2025.08.26.25334489v1-f0006.jpg

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本文引用的文献

1
Are we ready for automated deep brain stimulation programming?我们准备好进行自动深部脑刺激编程了吗?
Parkinsonism Relat Disord. 2025 May;134:107347. doi: 10.1016/j.parkreldis.2025.107347. Epub 2025 Feb 21.
2
Neural pathway activation in the subthalamic region depends on stimulation polarity.丘脑底区域的神经通路激活取决于刺激极性。
Brain Commun. 2025 Jan 21;7(1):fcaf006. doi: 10.1093/braincomms/fcaf006. eCollection 2025.
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Chronic adaptive deep brain stimulation versus conventional stimulation in Parkinson's disease: a blinded randomized feasibility trial.
慢性适应性脑深部电刺激与帕金森病常规刺激的比较:一项盲法随机可行性试验。
Nat Med. 2024 Nov;30(11):3345-3356. doi: 10.1038/s41591-024-03196-z. Epub 2024 Aug 19.
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SAFE-OPT: a Bayesian optimization algorithm for learning optimal deep brain stimulation parameters with safety constraints.SAFE-OPT:一种贝叶斯优化算法,用于学习具有安全约束的最优深部脑刺激参数。
J Neural Eng. 2024 Aug 14;21(4). doi: 10.1088/1741-2552/ad6cf3.
5
Irregular optogenetic stimulation waveforms can induce naturalistic patterns of hippocampal spectral activity.不规则的光遗传学刺激波形可以诱导海马体光谱活动的自然模式。
J Neural Eng. 2024 Jun 13;21(3). doi: 10.1088/1741-2552/ad5407.
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Image-guided programming deep brain stimulation improves clinical outcomes in patients with Parkinson's disease.影像引导的深部脑刺激编程可改善帕金森病患者的临床疗效。
NPJ Parkinsons Dis. 2024 Jan 27;10(1):29. doi: 10.1038/s41531-024-00639-9.
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Neurophotonics. 2024 Apr;11(2):024202. doi: 10.1117/1.NPh.11.2.024202. Epub 2024 Jan 25.
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Automated deep brain stimulation programming with safety constraints for tremor suppression in patients with Parkinson's disease and essential tremor.采用安全约束的自动深部脑刺激编程治疗帕金森病和特发性震颤患者的震颤。
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