Universal Lifespan Trajectories of Source-Space Information Flow Extracted from Resting-State MEG Data.

IF 0.6 4区 工程技术 Q4 ENGINEERING, MECHANICAL International Journal of Vehicle Design Pub Date : 2022-10-18 DOI:10.3390/brainsci12101404
Stavros I Dimitriadis
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Abstract

Source activity was extracted from resting-state magnetoencephalography data of 103 subjects aged 18-60 years. The directionality of information flow was computed from the regional time courses using delay symbolic transfer entropy and phase entropy. The analysis yielded a dynamic source connectivity profile, disentangling the direction, strength, and time delay of the underlying causal interactions, producing independent time delays for cross-frequency amplitude-to-amplitude and phase-to-phase coupling. The computation of the dominant intrinsic coupling mode (DoCM) allowed me to estimate the probability distribution of the DoCM independently of phase and amplitude. The results support earlier observations of a posterior-to-anterior information flow for phase dynamics in {α1, α2, β, γ} and an opposite flow (anterior to posterior) in θ. Amplitude dynamics reveal posterior-to-anterior information flow in {α1, α2, γ}, a sensory-motor β-oriented pattern, and an anterior-to-posterior pattern in {δ, θ}. The DoCM between intra- and cross-frequency couplings (CFC) are reported here for the first time and independently for amplitude and phase; in both domains {δ, θ, α1}, frequencies are the main contributors to DoCM. Finally, a novel brain age index (BAI) is introduced, defined as the ratio of the probability distribution of inter- over intra-frequency couplings. This ratio shows a universal age trajectory: a rapid rise from the end of adolescence, reaching a peak in adulthood, and declining slowly thereafter. The universal pattern is seen in the BAI of each frequency studied and for both amplitude and phase domains. No such universal age dependence was previously reported.

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从静息态脑电图数据中提取源空间信息流的普遍生命轨迹
从 103 名 18-60 岁受试者的静息态脑磁图数据中提取了源活动。利用延迟符号转移熵和相位熵从区域时程中计算出信息流的方向性。该分析得出了动态源连接剖面图,分解了潜在因果相互作用的方向、强度和时间延迟,产生了跨频率振幅-振幅耦合和相位-相位耦合的独立时间延迟。通过计算主导内在耦合模式(DoCM),我可以估算出独立于相位和振幅的 DoCM 概率分布。结果支持了早先的观察结果,即{α1, α2, β, γ}中的相位动态信息流为后向前方,而θ中的信息流则相反(前向后方)。振幅动态显示了{α1、α2、γ}中从后到前的信息流、以感觉-运动β为导向的模式以及{δ、θ}中从前方到后方的模式。这里首次报告了频率内耦合(CFC)和跨频率耦合(CFC)之间的DoCM,并对振幅和相位进行了独立分析;在两个域{δ, θ, α1}中,频率是DoCM的主要贡献者。最后,引入了一种新的脑年龄指数(BAI),其定义为频率间耦合与频率内耦合的概率分布之比。该比率显示了一个普遍的年龄轨迹:从青春期末开始迅速上升,在成年期达到顶峰,之后缓慢下降。在研究的每个频率以及振幅和相位域的 BAI 中,都可以看到这种普遍模式。此前没有关于这种普遍年龄依赖性的报道。
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来源期刊
International Journal of Vehicle Design
International Journal of Vehicle Design 工程技术-工程:机械
CiteScore
1.10
自引率
0.00%
发文量
12
审稿时长
9 months
期刊介绍: IJVD, the journal of vehicle engineering, automotive technology and components, has been established for over a quarter of a century as an international authoritative reference in the field. It publishes the Proceedings of the International Association for Vehicle Design, which is an independent, non-profit-making learned society that exists to develop, promote and coordinate the science and practice of vehicle design and safety. Topics covered include Vehicle engineering design Automotive technology R&D of all types of self-propelled vehicles R&D of vehicle components Interface between aesthetics and engineering Integration of vehicle and components design into the development of complete vehicle systems Social and environmental impacts of vehicle design Energy Safety.
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