Phase-synchronization-based parcellation of resting state fMRI signals reveals topographically organized clusters in early visual cortex

Nicolás Gravel*, Ben M. Harvey, Remco J. Renken, Serge O. Dumoulin, Frans W. Cornelissen

*Corresponding author for this work

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Abstract

Resting-state fMRI is widely used to study brain function and connectivity. However, interpreting patterns of resting state (RS) fMRI activity remains challenging as they may arise from different neuronal mechanisms than those triggered by exogenous events. Currently, this limits the use of RS-fMRI for understanding cortical function in health and disease. Here, we examine the phase synchronization (PS) properties of blood-oxygen level dependent (BOLD) signals obtained during visual field mapping (VFM) and RS with 7T fMRI. This data-driven approach exploits spatiotemporal covariations in the phase of BOLD recordings to establish the presence of clusters of synchronized activity. We find that, in both VFM and RS data, selecting the most synchronized neighboring recording sites identifies spatially localized PS clusters that follow the topographic organization of the visual cortex. However, in activity obtained during VFM, PS is spatially more extensive than in RS activity, likely reflecting stimulus-driven interactions between local responses. Nevertheless, the similarity of the PS clusters obtained for RS and stimulus-driven fMRI suggest that they share a common neuroanatomical origin. Our finding justifies and facilitates direct comparison of RS and stimulus-evoked activity.

Original languageEnglish
Pages (from-to)424-433
Number of pages10
JournalNeuroImage
Volume170
Early online date1 Sept 2017
DOIs
Publication statusPublished - 15 Apr 2018

Bibliographical note

Funding Information:
Nicolas Gravel was supported by the (Chilean) National Commission for Scientific and Technological Research (BECAS CHILE) and the Graduate School for Medical Sciences (GSMS) of the University Medical Center Groningen (UMCG) . Ben M. Harvey, Remco J. Renken, Serge O. Dumoulin, and Frans W. Cornelissen were supported by the Netherlands Organization for Scientific Research (NWO Brain and Cognition grant 433-09-233 ). Ben Harvey as also supported by the Portuguese Foundation for Science and Technology grant #IF/01405/2014 . We would like to thank Mathijs Raemaekers and colleagues for sharing their data.

Funding Information:
Nicolas Gravel was supported by the (Chilean) National Commission for Scientific and Technological Research (BECAS CHILE) and the Graduate School for Medical Sciences (GSMS) of the University Medical Center Groningen (UMCG). Ben M. Harvey, Remco J. Renken, Serge O. Dumoulin, and Frans W. Cornelissen were supported by the Netherlands Organization for Scientific Research (NWO Brain and Cognition grant 433-09-233). Ben Harvey as also supported by the Portuguese Foundation for Science and Technology grant #IF/01405/2014. We would like to thank Mathijs Raemaekers and colleagues for sharing their data.

Publisher Copyright:
© 2017 Elsevier Inc.

Copyright:
Copyright 2018 Elsevier B.V., All rights reserved.

Funding

Nicolas Gravel was supported by the (Chilean) National Commission for Scientific and Technological Research (BECAS CHILE) and the Graduate School for Medical Sciences (GSMS) of the University Medical Center Groningen (UMCG) . Ben M. Harvey, Remco J. Renken, Serge O. Dumoulin, and Frans W. Cornelissen were supported by the Netherlands Organization for Scientific Research (NWO Brain and Cognition grant 433-09-233 ). Ben Harvey as also supported by the Portuguese Foundation for Science and Technology grant #IF/01405/2014 . We would like to thank Mathijs Raemaekers and colleagues for sharing their data. Nicolas Gravel was supported by the (Chilean) National Commission for Scientific and Technological Research (BECAS CHILE) and the Graduate School for Medical Sciences (GSMS) of the University Medical Center Groningen (UMCG). Ben M. Harvey, Remco J. Renken, Serge O. Dumoulin, and Frans W. Cornelissen were supported by the Netherlands Organization for Scientific Research (NWO Brain and Cognition grant 433-09-233). Ben Harvey as also supported by the Portuguese Foundation for Science and Technology grant #IF/01405/2014. We would like to thank Mathijs Raemaekers and colleagues for sharing their data.

FundersFunder number
BECAS
Graduate School for Medical Sciences
Netherlands Organization for Scientific Research
Fundação para a Ciência e a Tecnologia/01405/2014
Fundação para a Ciência e a Tecnologia
Comisión Nacional de Investigación Científica y Tecnológica
Nederlandse Organisatie voor Wetenschappelijk Onderzoek433-09-233
Nederlandse Organisatie voor Wetenschappelijk Onderzoek
Universitair Medisch Centrum Groningen

    Keywords

    • Phase synchronization
    • Resting state fMRI
    • Visual cortex

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