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      Resting‐state networks show dynamic functional connectivity in awake humans and anesthetized macaques

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          Abstract

          Characterization of large‐scale brain networks using blood‐oxygenation‐level‐dependent functional magnetic resonance imaging is typically based on the assumption of network stationarity across the duration of scan. Recent studies in humans have questioned this assumption by showing that within‐network functional connectivity fluctuates on the order of seconds to minutes. Time‐varying profiles of resting‐state networks (RSNs) may relate to spontaneously shifting, electrophysiological network states and are thus mechanistically of particular importance. However, because these studies acquired data from awake subjects, the fluctuating connectivity could reflect various forms of conscious brain processing such as passive mind wandering, active monitoring, memory formation, or changes in attention and arousal during image acquisition. Here, we characterize RSN dynamics of anesthetized macaques that control for these accounts, and compare them to awake human subjects. We find that functional connectivity among nodes comprising the “oculomotor (OCM) network” strongly fluctuated over time during awake as well as anaesthetized states. For time dependent analysis with short windows (<60 s), periods of positive functional correlations alternated with prominent anticorrelations that were missed when assessed with longer time windows. Similarly, the analysis identified network nodes that transiently link to the OCM network and did not emerge in average RSN analysis. Furthermore, time‐dependent analysis reliably revealed transient states of large‐scale synchronization that spanned all seeds. The results illustrate that resting‐state functional connectivity is not static and that RSNs can exhibit nonstationary, spontaneous relationships irrespective of conscious, cognitive processing. The findings imply that mechanistically important network information can be missed when using average functional connectivity as the single network measure. Hum Brain Mapp 34:2154–2177, 2013. © 2011 Wiley Periodicals, Inc.

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          Author and article information

          Journal
          Hum Brain Mapp
          Hum Brain Mapp
          10.1002/(ISSN)1097-0193
          HBM
          Human Brain Mapping
          John Wiley and Sons Inc. (Hoboken )
          1065-9471
          1097-0193
          22 March 2012
          September 2013
          : 34
          : 9 ( doiID: 10.1002/hbm.v34.9 )
          : 2154-2177
          Affiliations
          [ 1 ] Graduate Program in Neuroscience University of Western Ontario London Ontario Canada
          [ 2 ] Department of Physiology and Pharmacology University of Western Ontario London Ontario Canada
          [ 3 ] Robarts Research Institute London Ontario Canada
          [ 4 ] Department of Biology Centre for Vision Research York University Toronto Ontario Canada
          Author notes
          [*] [* ]Correspondence to: Ravi S. Menon, Robarts Research Institute, 100 Perth Drive, London, Ontario N6A 5K8, Canada. E‐mail: rmenon@ 123456imaging.robarts.ca
          Article
          PMC6870538 PMC6870538 6870538 HBM22058
          10.1002/hbm.22058
          6870538
          22438275
          e3960a02-6254-4afa-a0dd-f3480aa71bf2
          Copyright © 2012 Wiley Periodicals, Inc., a Wiley company
          History
          : 10 November 2011
          : 10 January 2012
          : 18 January 2012
          Page count
          Pages: 24
          Funding
          Funded by: Canadian Institutes of Health Research (CIHR)
          Award ID: PRG‐165679, MOP‐89785
          Funded by: Natural Science and Engineering Research Council (Postgraduate Scholarship)
          Categories
          Research Article
          Research Articles
          Custom metadata
          2.0
          September 2013
          Converter:WILEY_ML3GV2_TO_JATSPMC version:5.7.2 mode:remove_FC converted:15.11.2019

          nonstationary,spontaneous activity,functional connectivity,functional MRI (fMRI),macaque,resting‐state,fluctuations,dynamics

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