Literature DB >> 28230845

Dynamic models of large-scale brain activity.

Michael Breakspear1,2.   

Abstract

Movement, cognition and perception arise from the collective activity of neurons within cortical circuits and across large-scale systems of the brain. While the causes of single neuron spikes have been understood for decades, the processes that support collective neural behavior in large-scale cortical systems are less clear and have been at times the subject of contention. Modeling large-scale brain activity with nonlinear dynamical systems theory allows the integration of experimental data from multiple modalities into a common framework that facilitates prediction, testing and possible refutation. This work reviews the core assumptions that underlie this computational approach, the methodological framework that fosters the translation of theory into the laboratory, and the emerging body of supporting evidence. While substantial challenges remain, evidence supports the view that collective, nonlinear dynamics are central to adaptive cortical activity. Likewise, aberrant dynamic processes appear to underlie a number of brain disorders.

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Year:  2017        PMID: 28230845     DOI: 10.1038/nn.4497

Source DB:  PubMed          Journal:  Nat Neurosci        ISSN: 1097-6256            Impact factor:   24.884


  125 in total

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Review 7.  The heavy tail of the human brain.

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8.  On spurious and real fluctuations of dynamic functional connectivity during rest.

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9.  On the Stability of BOLD fMRI Correlations.

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Journal:  Biophys J       Date:  1972-01       Impact factor: 4.033

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  170 in total

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Review 2.  Bring the Noise: Reconceptualizing Spontaneous Neural Activity.

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4.  Hierarchical Heterogeneity across Human Cortex Shapes Large-Scale Neural Dynamics.

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5.  A comparison of diffusion tractography techniques in simulating the generalized Ising model to predict the intrinsic activity of the brain.

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7.  Dopamine depletion alters macroscopic network dynamics in Parkinson's disease.

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8.  Metastable neural dynamics in Alzheimer's disease are disrupted by lesions to the structural connectome.

Authors:  Thomas H Alderson; Arun L W Bokde; J A Scott Kelso; Liam Maguire; Damien Coyle
Journal:  Neuroimage       Date:  2018-08-18       Impact factor: 6.556

Review 9.  Biophysical Modeling of Large-Scale Brain Dynamics and Applications for Computational Psychiatry.

Authors:  John D Murray; Murat Demirtaş; Alan Anticevic
Journal:  Biol Psychiatry Cogn Neurosci Neuroimaging       Date:  2018-07-19

Review 10.  Macroscopic gradients of synaptic excitation and inhibition in the neocortex.

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Journal:  Nat Rev Neurosci       Date:  2020-02-06       Impact factor: 34.870

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