Bursty properties revealed in large-scale brain networks with a point-based method for dynamic functional connectivity

动态功能连接 静息状态功能磁共振成像 功能连接 计算机科学 比例(比率) 聚类分析 脑功能 人脑 协方差 神经科学 人工智能 数学 生物 地图学 统计 地理
作者
William Hedley Thompson,Peter Fransson
出处
期刊:Scientific Reports [Nature Portfolio]
卷期号:6 (1) 被引量:28
标识
DOI:10.1038/srep39156
摘要

Abstract The brain is organized into large scale spatial networks that can be detected during periods of rest using fMRI. The brain is also a dynamic organ with activity that changes over time. We developed a method and investigated properties where the connections as a function of time are derived and quantified. The point based method (PBM) presented here derives covariance matrices after clustering individual time points based upon their global spatial pattern. This method achieved increased temporal sensitivity, together with temporal network theory, allowed us to study functional integration between resting-state networks. Our results show that functional integrations between two resting-state networks predominately occurs in bursts of activity. This is followed by varying intermittent periods of less connectivity. The described point-based method of dynamic resting-state functional connectivity allows for a detailed and expanded view on the temporal dynamics of resting-state connectivity that provides novel insights into how neuronal information processing is integrated in the human brain at the level of large-scale networks.
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