Literature DB >> 35732244

Cross-attractor repertoire provides new perspective on structure-function relationship in the brain.

Mengsen Zhang1, Yinming Sun2, Manish Saggar3.   

Abstract

The brain exhibits complex intrinsic dynamics, i.e., spontaneously arising activity patterns without any external inputs or tasks. Such intrinsic dynamics and their alteration are thought to play crucial roles in typical as well as atypical cognitive functioning. Linking the ever-changing intrinsic dynamics to the rather static anatomy is a challenging endeavor. Dynamical systems models are important tools for understanding how structure and function are linked in the brain. Here, we provide a novel modeling framework to examine how functional connectivity depends on structural connectivity in the brain. Existing modeling frameworks typically focus on noise-driven (or stochastic) dynamics near a single attractor. Complementing existing approaches, we examine deterministic features of the distribution of attractors, in particular, how regional states are correlated across all attractors - cross-attractor coordination. We found that cross-attractor coordination between brain regions better predicts human functional connectivity than noise-driven single-attractor dynamics. Importantly, cross-attractor coordination better accounts for the nonlinear dependency of functional connectivity on structural connectivity. Our findings suggest that functional connectivity patterns in the brain may reflect transitions between attractors, which impose an energy cost. The framework may be used to predict transitions and energy costs associated with experimental or clinical interventions.
Copyright © 2022. Published by Elsevier Inc.

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Year:  2022        PMID: 35732244      PMCID: PMC9503321          DOI: 10.1016/j.neuroimage.2022.119401

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   7.400


  63 in total

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Authors:  Gustavo Deco; Viktor K Jirsa; Anthony R McIntosh
Journal:  Nat Rev Neurosci       Date:  2011-01       Impact factor: 34.870

Review 2.  Drivers and modulators from push-pull and balanced synaptic input.

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Authors:  Michael D Fox; Abraham Z Snyder; Jeffrey M Zacks; Marcus E Raichle
Journal:  Nat Neurosci       Date:  2005-12-11       Impact factor: 24.884

Review 4.  Symmetry Breaking in Space-Time Hierarchies Shapes Brain Dynamics and Behavior.

Authors:  Ajay S Pillai; Viktor K Jirsa
Journal:  Neuron       Date:  2017-06-07       Impact factor: 17.173

5.  Resting brains never rest: computational insights into potential cognitive architectures.

Authors:  Gustavo Deco; Viktor K Jirsa; Anthony R McIntosh
Journal:  Trends Neurosci       Date:  2013-04-02       Impact factor: 13.837

6.  Precision Functional Mapping of Individual Human Brains.

Authors:  Evan M Gordon; Timothy O Laumann; Adrian W Gilmore; Dillan J Newbold; Deanna J Greene; Jeffrey J Berg; Mario Ortega; Catherine Hoyt-Drazen; Caterina Gratton; Haoxin Sun; Jacqueline M Hampton; Rebecca S Coalson; Annie L Nguyen; Kathleen B McDermott; Joshua S Shimony; Abraham Z Snyder; Bradley L Schlaggar; Steven E Petersen; Steven M Nelson; Nico U F Dosenbach
Journal:  Neuron       Date:  2017-07-27       Impact factor: 17.173

7.  Excitatory and inhibitory interactions in localized populations of model neurons.

Authors:  H R Wilson; J D Cowan
Journal:  Biophys J       Date:  1972-01       Impact factor: 4.033

8.  A mathematical theory of the functional dynamics of cortical and thalamic nervous tissue.

Authors:  H R Wilson; J D Cowan
Journal:  Kybernetik       Date:  1973-09

9.  Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling.

Authors:  Beatrice M Jobst; Rikkert Hindriks; Helmut Laufs; Enzo Tagliazucchi; Gerald Hahn; Adrián Ponce-Alvarez; Angus B A Stevner; Morten L Kringelbach; Gustavo Deco
Journal:  Sci Rep       Date:  2017-07-05       Impact factor: 4.379

10.  Resting-state fMRI in the Human Connectome Project.

Authors:  Stephen M Smith; Christian F Beckmann; Jesper Andersson; Edward J Auerbach; Janine Bijsterbosch; Gwenaëlle Douaud; Eugene Duff; David A Feinberg; Ludovica Griffanti; Michael P Harms; Michael Kelly; Timothy Laumann; Karla L Miller; Steen Moeller; Steve Petersen; Jonathan Power; Gholamreza Salimi-Khorshidi; Abraham Z Snyder; An T Vu; Mark W Woolrich; Junqian Xu; Essa Yacoub; Kamil Uğurbil; David C Van Essen; Matthew F Glasser
Journal:  Neuroimage       Date:  2013-05-20       Impact factor: 6.556

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