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Shared spatial and temporal principles govern connectome dynamics across timescales

连接体 共激活 人类连接体项目 计算机科学 神经科学 动力学(音乐) 时间尺度 人工智能 时间分辨率 模态(人机交互) 功能连接 同步(交流) 静息状态功能磁共振成像 连接组学 意识的神经相关物 人脑 动态功能连接 模式 异步(计算机编程) 神经网络 神经生理学 感知 人工神经网络 心理学 大脑活动与冥想 脑电图 网络动力学 模式识别(心理学) 沟通 认知 前馈 遮罩(插图) 时间知觉 生物神经网络 神经活动 空间生态学 计算模型
作者
Thomas H. Alderson,Suhnyoung Jun,Jonathan Wirsich,Maximillian Kirichenko Egan,Samar Wagih ElSayed,Sophia A. Giakas,Parham Mostame,Jeremy Harper,Anne-Lise Giraud,Stephen M. Malone,William G. Iacono,Sanmi Koyejo,Sepideh Sadaghiani
出处
期刊:Proceedings of the National Academy of Sciences of the United States of America [National Academy of Sciences]
卷期号:123 (25): e2535464123-e2535464123
标识
DOI:10.1073/pnas.2535464123
摘要

While the brain processes information at various speeds, little is known about how the functional connectome can concurrently support multiple speeds in parallel. FMRI and electrophysiological modalities have been used to study connectome dynamics at slow and fast speeds, respectively. But it is often implicitly assumed that these modalities capture the same underlying neural processes, with fMRI doing so through a low-pass temporal filter. However, recent work suggests the alternative possibility that connectome dynamics comprise distinct processes operating at multiple timescales. If such multiscale connectivity processes indeed coexist, a key question is whether their patterns and sequences are organized on the basis of shared regularities, i.e., common spatial and temporal principles. In simultaneous human fMRI and source-localized EEG, we investigated the connectome's foundational constituents-the instantaneous coactivation patterns-across six timescales of neural activity, from infraslow through γ-band. We found streams of recurrent coactivation patterns, or states, that operate in parallel and asynchronously across timescales, thereby forming a timescale-overarching spatial principle. These states also occurred in highly similar sequences at all timescales, revealing a timescale-overarching temporal principle. Together, these findings indicate that the connectome comprises multiple dynamic streams operating in parallel at distinct speeds, from tens of milliseconds to seconds, rather than a single stream filtered by each modality's temporal resolution. Spatial and temporal principles that span these streams enable their integration into a unified system. Consequently, research on human behavior and mental disorders should account for the full range of the connectome's timescales.
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