Literature DB >> 15319517

"Dynamic" connectivity in neural systems: theoretical and empirical considerations.

Michael Breakspear1.   

Abstract

The study of functional interdependences between brain regions is a rapidly growing focus of neuroscience research. This endeavor has been greatly facilitated by the appearance of a number of innovative methodologies for the examination of neurophysiological and neuroimaging data. The aim of this article is to present an overview of dynamical measures of interdependence and contrast these with statistical measures that have been more widely employed. We first review the motivation, conceptual basis, and experimental approach of dynamical measures of interdependence and their application to the study of neural systems. A consideration of boot-strap "surrogate data" techniques, which facilitate hypothesis testing of dynamical measures, is then used to clarify the difference between dynamical and statistical measures of interdependence. An overview of some of the most active research areas such as the study of the "synchronization manifold," dynamical interdependence in neurophysiology data and the putative role of nonlinear desynchronization is then given. We conclude by suggesting that techniques based on dynamical interdependence--or "dynamical connectivity"--show significant potential for extracting meaningful information from functional neuroimaging data.

Mesh:

Year:  2004        PMID: 15319517     DOI: 10.1385/NI:2:2:205

Source DB:  PubMed          Journal:  Neuroinformatics        ISSN: 1539-2791


  72 in total

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Journal:  Neuroimage       Date:  2003-08       Impact factor: 6.556

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Journal:  J Neurosci       Date:  2002-08-15       Impact factor: 6.167

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Review 10.  Schizophrenia: a disconnection syndrome?

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  34 in total

1.  Making connections in the connectome era.

Authors:  David N Kennedy
Journal:  Neuroinformatics       Date:  2010-06

2.  Investigating the neural basis for functional and effective connectivity. Application to fMRI.

Authors:  Barry Horwitz; Brent Warner; Julie Fitzer; M-A Tagamets; Fatima T Husain; Theresa W Long
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2005-05-29       Impact factor: 6.237

Review 3.  Dynamics of a neural system with a multiscale architecture.

Authors:  Michael Breakspear; Cornelis J Stam
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2005-05-29       Impact factor: 6.237

4.  Bayesian switching factor analysis for estimating time-varying functional connectivity in fMRI.

Authors:  Jalil Taghia; Srikanth Ryali; Tianwen Chen; Kaustubh Supekar; Weidong Cai; Vinod Menon
Journal:  Neuroimage       Date:  2017-03-04       Impact factor: 6.556

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Authors:  Catherine Stamoulis; Lawrence J Gruber; Bernard S Chang
Journal:  Annu Int Conf IEEE Eng Med Biol Soc       Date:  2010

6.  Small-world properties of nonlinear brain activity in schizophrenia.

Authors:  Mikail Rubinov; Stuart A Knock; Cornelis J Stam; Sifis Micheloyannis; Anthony W F Harris; Leanne M Williams; Michael Breakspear
Journal:  Hum Brain Mapp       Date:  2009-02       Impact factor: 5.038

7.  Time-resolved resting-state brain networks.

Authors:  Andrew Zalesky; Alex Fornito; Luca Cocchi; Leonardo L Gollo; Michael Breakspear
Journal:  Proc Natl Acad Sci U S A       Date:  2014-06-30       Impact factor: 11.205

8.  Dwelling quietly in the rich club: brain network determinants of slow cortical fluctuations.

Authors:  Leonardo L Gollo; Andrew Zalesky; R Matthew Hutchison; Martijn van den Heuvel; Michael Breakspear
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2015-05-19       Impact factor: 6.237

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Authors:  Maryann E Martone; Giorgio A Ascoli
Journal:  Neuroinformatics       Date:  2013-10

10.  Ten simple rules for dynamic causal modeling.

Authors:  K E Stephan; W D Penny; R J Moran; H E M den Ouden; J Daunizeau; K J Friston
Journal:  Neuroimage       Date:  2009-11-12       Impact factor: 6.556

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