Metastable oscillatory modes emerge from synchronization in the brain spacetime connectome

被引:48
作者
Cabral, Joana [1 ,2 ,3 ,4 ]
Castaldo, Francesca [5 ]
Vohryzek, Jakub [2 ,6 ]
Litvak, Vladimir [5 ]
Bick, Christian [7 ,8 ,9 ,10 ]
Lambiotte, Renaud [9 ]
Friston, Karl [5 ]
Kringelbach, Morten L. [1 ,2 ,3 ,11 ]
Deco, Gustavo [6 ,12 ,13 ]
机构
[1] Univ Minho, Sch Med, Life & Hlth Sci Res Inst ICVS, Braga, Portugal
[2] Univ Oxford, Linacre Coll, Ctr Eudaimonia & Human Flourishing, Oxford, England
[3] Aarhus Univ, Ctr Mus Brain, Dept Clin Med, Aarhus, Denmark
[4] ICVS 3Bs, S Portuguese Govt Associate Lab, Braga, Portugal
[5] UCL, Wellcome Ctr Human Neuroimaging, London Queen Sq Inst Neurol, London, England
[6] Univ Pompeu Fabra, Ctr Brain & Cognit, Computat Neurosci Grp, Barcelona, Spain
[7] Vrije Univ Amsterdam, Dept Math, Amsterdam, Netherlands
[8] Amsterdam Neurosci Syst & Network Neurosci, Amsterdam, Netherlands
[9] Univ Oxford, Math Inst, Oxford, England
[10] Univ Exeter, Dept Math, Exeter, Devon, England
[11] Univ Oxford, Dept Psychiat, Oxford, England
[12] Inst Catalana Recerca & Estudis Avancats ICREA, Barcelona, Spain
[13] Max Planck Inst Human Cognit & Brain Sci, Dept Neuropsychol, Leipzig, Germany
基金
欧盟地平线“2020”; 英国工程与自然科学研究理事会; 新加坡国家研究基金会;
关键词
FUNCTIONAL CONNECTIVITY; MECHANISMS; FREQUENCIES; INTEGRATION; NETWORKS; RHYTHMS; SINGLE; DELAY; GAMMA; MEG;
D O I
10.1038/s42005-022-00950-y
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A rich repertoire of oscillatory signals is detected from human brains with electro- and magnetoencephalography (EEG/MEG). However, the principles underwriting coherent oscillations and their link with neural activity remain under debate. Here, we revisit the mechanistic hypothesis that transient brain rhythms are a signature of metastable synchronization, occurring at reduced collective frequencies due to delays between brain areas. We consider a system of damped oscillators in the presence of background noise - approximating the short-lived gamma-frequency oscillations generated within neuronal circuits - coupled according to the diffusion weighted tractography between brain areas. Varying the global coupling strength and conduction speed, we identify a critical regime where spatially and spectrally resolved metastable oscillatory modes (MOMs) emerge at sub-gamma frequencies, approximating the MEG power spectra from 89 healthy individuals at rest. Further, we demonstrate that the frequency, duration, and scale of MOMs - as well as the frequency-specific envelope functional connectivity - can be controlled by global parameters, while the connectome structure remains unchanged. Grounded in the physics of delay-coupled oscillators, these numerical analyses demonstrate how interactions between locally generated fast oscillations in the connectome spacetime structure can lead to the emergence of collective brain rhythms organized in space and time. The mechanisms underlying transient brain rhythms and weekly stable synchronization of distant brain areas and their link with neural activity is still a matter of debate. Here, the authors use a brain network model to study spatio-temporal synchronization dynamics of brain regions and find that there is an optimal regime where spatially and spectrally resolved metastable oscillatory modes, similar to human magnetoencephalography data, emerge.
引用
收藏
页数:13
相关论文
共 87 条
  • [1] Andronov A.A., 1987, THEORY OSCILLATORS
  • [2] Self-Induced Switchings between Multiple Space-Time Patterns on Complex Networks of Excitable Units
    Ansmann, Gerrit
    Lehnertz, Klaus
    Feudel, Ulrike
    [J]. PHYSICAL REVIEW X, 2016, 6 (01):
  • [3] The world of the complex Ginzburg-Landau equation
    Aranson, IS
    Kramer, L
    [J]. REVIEWS OF MODERN PHYSICS, 2002, 74 (01) : 99 - 143
  • [4] A fast diffeomorphic image registration algorithm
    Ashburner, John
    [J]. NEUROIMAGE, 2007, 38 (01) : 95 - 113
  • [5] Mathematical Frameworks for Oscillatory Network Dynamics in Neuroscience
    Ashwin, Peter
    Coombes, Stephen
    Nicks, Rachel
    [J]. JOURNAL OF MATHEMATICAL NEUROSCIENCE, 2016, 6 : 1 - 92
  • [6] Delays, connection topology, and synchronization of coupled chaotic maps
    Atay, FM
    Jost, J
    Wende, A
    [J]. PHYSICAL REVIEW LETTERS, 2004, 92 (14) : 144101 - 1
  • [7] Distributed delays facilitate amplitude death of coupled oscillators
    Atay, FM
    [J]. PHYSICAL REVIEW LETTERS, 2003, 91 (09)
  • [8] Fast transient networks in spontaneous human brain activity
    Baker, Adam P.
    Brookes, Matthew J.
    Rezek, Iead A.
    Smith, Stephen M.
    Behrens, Timothy
    Smith, Penny J. Probert
    Woolrich, Mark
    [J]. ELIFE, 2014, 3
  • [9] The impact of a closed-loop thalamocortical model on the spatiotemporal dynamics of cortical and thalamic traveling waves
    Bhattacharya, Sayak
    Cauchois, Matthieu B. L.
    Iglesias, Pablo A.
    Chen, Zhe Sage
    [J]. SCIENTIFIC REPORTS, 2021, 11 (01)
  • [10] Understanding the dynamics of biological and neural oscillator networks through exact mean-field reductions: a review
    Bick, Christian
    Goodfellow, Marc
    Laing, Carlo R.
    Martens, Erik A.
    [J]. JOURNAL OF MATHEMATICAL NEUROSCIENCE, 2020, 10 (01):