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EEG Signatures of Dynamic Functional Network Connectivity States

脑电图 静息状态功能磁共振成像 功能连接 神经科学 动态功能连接 睁开眼睛 同步脑电与功能磁共振 功能磁共振成像 计算机科学 模式识别(心理学) 大脑定位 人工智能 心理学 平衡(能力)
作者
Elena A. Allen,Eswar Damaraju,Tom Eichele,Lei Wu,Vince D. Calhoun
出处
期刊:Brain Topography [Springer Science+Business Media]
卷期号:31 (1): 101-116 被引量:193
标识
DOI:10.1007/s10548-017-0546-2
摘要

The human brain operates by dynamically modulating different neural populations to enable goal directed behavior. The synchrony or lack thereof between different brain regions is thought to correspond to observed functional connectivity dynamics in resting state brain imaging data. In a large sample of healthy human adult subjects and utilizing a sliding windowed correlation method on functional imaging data, earlier we demonstrated the presence of seven distinct functional connectivity states/patterns between different brain networks that reliably occur across time and subjects. Whether these connectivity states correspond to meaningful electrophysiological signatures was not clear. In this study, using a dataset with concurrent EEG and resting state functional imaging data acquired during eyes open and eyes closed states, we demonstrate the replicability of previous findings in an independent sample, and identify EEG spectral signatures associated with these functional network connectivity changes. Eyes open and eyes closed conditions show common and different connectivity patterns that are associated with distinct EEG spectral signatures. Certain connectivity states are more prevalent in the eyes open case and some occur only in eyes closed state. Both conditions exhibit a state of increased thalamocortical anticorrelation associated with reduced EEG spectral alpha power and increased delta and theta power possibly reflecting drowsiness. This state occurs more frequently in the eyes closed state. In summary, we find a link between dynamic connectivity in fMRI data and concurrently collected EEG data, including a large effect of vigilance on functional connectivity. As demonstrated with EEG and fMRI, the stationarity of connectivity cannot be assumed, even for relatively short periods.
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