Phase synchronization analysis of EEG functional connectivity in Parkinson’s disease

IF 1.9 4区 数学 Q2 BIOLOGY Journal of Theoretical Biology Pub Date : 2024-11-20 DOI:10.1016/j.jtbi.2024.111997
Karthikeyan Rajagopal , Nafise Naseri , Fatemeh Parastesh , Farnaz Ghassemi , Sajad Jafari
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Abstract

There is a growing need for research on Parkinson’s disease (PD), a neurological condition that often affects the elderly. By examining brain network connectivity, researchers are able to discover how different brain regions interact during various cognitive and behavioral tasks. They can also understand how changes in nonlinear connections may be linked to neurological and mental illnesses. In this paper, the synchrony levels of 59 EEG channels from 26 Parkinson’s patients and 13 healthy subjects is examined by utilizing Phase-Lag Index (PLI) during a motor task and resting-state conditions. Examining different EEG frequency bands shows that whole-brain synchronization in the delta band is significantly lower in PD patients compared to healthy subjects during the task. PD patients also exhibit a lower clustering coefficient and a higher shortest path length in this band during the task, which shows the higher small-worldness in Parkinson’s patients compared to healthy individuals. Moreover, the global efficiency in the delta band is significantly reduced in PD patients during the task. An analysis of local efficiency shows that PD and control groups differ in 57 channels. These results reveal that Parkinson’s patients appear to have considerable pathological abnormalities in their delta band connectivity and its characteristic features.

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帕金森病脑电图功能连接的相位同步分析。
帕金森病(Parkinson's disease,简称PD)是一种经常影响老年人的神经系统疾病,对该病的研究需求与日俱增。通过研究大脑网络的连通性,研究人员能够发现不同的大脑区域在完成各种认知和行为任务时是如何相互作用的。他们还能了解非线性连接的变化如何与神经和精神疾病相关联。本文利用相位滞后指数(PLI)研究了 26 名帕金森病患者和 13 名健康受试者在运动任务和静息状态条件下 59 个脑电图通道的同步水平。对不同脑电图频段的研究表明,与健康受试者相比,帕金森病患者在完成任务时,δ频段的全脑同步性明显较低。帕金森病患者在完成任务时,该频段的聚类系数较低,最短路径长度较高,这表明帕金森病患者的小世界性高于健康人。此外,帕金森病患者在完成任务时,δ波段的全局效率明显降低。对局部效率的分析表明,帕金森病组和对照组在 57 个通道上存在差异。这些结果表明,帕金森病患者的δ波段连通性及其特征似乎存在相当大的病理异常。
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来源期刊
CiteScore
4.20
自引率
5.00%
发文量
218
审稿时长
51 days
期刊介绍: The Journal of Theoretical Biology is the leading forum for theoretical perspectives that give insight into biological processes. It covers a very wide range of topics and is of interest to biologists in many areas of research, including: • Brain and Neuroscience • Cancer Growth and Treatment • Cell Biology • Developmental Biology • Ecology • Evolution • Immunology, • Infectious and non-infectious Diseases, • Mathematical, Computational, Biophysical and Statistical Modeling • Microbiology, Molecular Biology, and Biochemistry • Networks and Complex Systems • Physiology • Pharmacodynamics • Animal Behavior and Game Theory Acceptable papers are those that bear significant importance on the biology per se being presented, and not on the mathematical analysis. Papers that include some data or experimental material bearing on theory will be considered, including those that contain comparative study, statistical data analysis, mathematical proof, computer simulations, experiments, field observations, or even philosophical arguments, which are all methods to support or reject theoretical ideas. However, there should be a concerted effort to make papers intelligible to biologists in the chosen field.
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