Literature DB >> 31326722

Cortical computations via metastable activity.

Giancarlo La Camera1, Alfredo Fontanini2, Luca Mazzucato3.   

Abstract

Metastable brain dynamics are characterized by abrupt, jump-like modulations so that the neural activity in single trials appears to unfold as a sequence of discrete, quasi-stationary 'states'. Evidence that cortical neural activity unfolds as a sequence of metastable states is accumulating at fast pace. Metastable activity occurs both in response to an external stimulus and during ongoing, self-generated activity. These spontaneous metastable states are increasingly found to subserve internal representations that are not locked to external triggers, including states of deliberations, attention and expectation. Moreover, decoding stimuli or decisions via metastable states can be carried out trial-by-trial. Focusing on metastability will allow us to shift our perspective on neural coding from traditional concepts based on trial-averaging to models based on dynamic ensemble representations. Recent theoretical work has started to characterize the mechanistic origin and potential roles of metastable representations. In this article we review recent findings on metastable activity, how it may arise in biologically realistic models, and its potential role for representing internal states as well as relevant task variables.
Copyright © 2019. Published by Elsevier Ltd.

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Year:  2019        PMID: 31326722      PMCID: PMC6986860          DOI: 10.1016/j.conb.2019.06.007

Source DB:  PubMed          Journal:  Curr Opin Neurobiol        ISSN: 0959-4388            Impact factor:   6.627


  79 in total

1.  Stimulus-dependent suppression of chaos in recurrent neural networks.

Authors:  Kanaka Rajan; L F Abbott; Haim Sompolinsky
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2010-07-07

2.  The Behavioral Relevance of Cortical Neural Ensemble Responses Emerges Suddenly.

Authors:  Brian F Sadacca; Narendra Mukherjee; Tony Vladusich; Jennifer X Li; Donald B Katz; Paul Miller
Journal:  J Neurosci       Date:  2016-01-20       Impact factor: 6.167

3.  Mapping Sub-Second Structure in Mouse Behavior.

Authors:  Alexander B Wiltschko; Matthew J Johnson; Giuliano Iurilli; Ralph E Peterson; Jesse M Katon; Stan L Pashkovski; Victoria E Abraira; Ryan P Adams; Sandeep Robert Datta
Journal:  Neuron       Date:  2015-12-16       Impact factor: 17.173

4.  The physics of optimal decision making: a formal analysis of models of performance in two-alternative forced-choice tasks.

Authors:  Rafal Bogacz; Eric Brown; Jeff Moehlis; Philip Holmes; Jonathan D Cohen
Journal:  Psychol Rev       Date:  2006-10       Impact factor: 8.934

5.  Noise-induced alternations in an attractor network model of perceptual bistability.

Authors:  Rubén Moreno-Bote; John Rinzel; Nava Rubin
Journal:  J Neurophysiol       Date:  2007-07-05       Impact factor: 2.714

6.  Cortical free-association dynamics: distinct phases of a latching network.

Authors:  Eleonora Russo; Alessandro Treves
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2012-05-29

7.  Collective Activity of Many Bistable Assemblies Reproduces Characteristic Dynamics of Multistable Perception.

Authors:  Robin Cao; Alexander Pastukhov; Maurizio Mattia; Jochen Braun
Journal:  J Neurosci       Date:  2016-06-29       Impact factor: 6.167

Review 8.  Spontaneous and driven cortical activity: implications for computation.

Authors:  Dario L Ringach
Journal:  Curr Opin Neurobiol       Date:  2009-08-03       Impact factor: 6.627

9.  Balance between noise and adaptation in competition models of perceptual bistability.

Authors:  Asya Shpiro; Ruben Moreno-Bote; Nava Rubin; John Rinzel
Journal:  J Comput Neurosci       Date:  2009-01-06       Impact factor: 1.621

Review 10.  Dynamical systems, attractors, and neural circuits.

Authors:  Paul Miller
Journal:  F1000Res       Date:  2016-05-24
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  16 in total

Review 1.  Metastable dynamics of neural circuits and networks.

Authors:  B A W Brinkman; H Yan; A Maffei; I M Park; A Fontanini; J Wang; G La Camera
Journal:  Appl Phys Rev       Date:  2022-03       Impact factor: 19.162

2.  The function of groups of neurons changes from moment to moment.

Authors:  Jian-You Lin; Bradly T Stone; Linnea E Herzog; Roshan Nanu; Abuzar Mahmood; Donald B Katz
Journal:  Curr Opin Physiol       Date:  2020-12-31

Review 3.  Neural mechanisms underlying the temporal organization of naturalistic animal behavior.

Authors:  Luca Mazzucato
Journal:  Elife       Date:  2022-07-06       Impact factor: 8.713

Review 4.  Modulation of the dynamical state in cortical network models.

Authors:  Chengcheng Huang
Journal:  Curr Opin Neurobiol       Date:  2021-08-14       Impact factor: 7.070

Review 5.  Adaptive control of synaptic plasticity integrates micro- and macroscopic network function.

Authors:  Daniel N Scott; Michael J Frank
Journal:  Neuropsychopharmacology       Date:  2022-08-29       Impact factor: 8.294

6.  Inhibitory control of frontal metastability sets the temporal signature of cognition.

Authors:  Vincent Fontanier; Matthieu Sarazin; Bruno Delord; Emmanuel Procyk; Frederic M Stoll
Journal:  Elife       Date:  2022-05-30       Impact factor: 8.713

Review 7.  The rodent medial prefrontal cortex and associated circuits in orchestrating adaptive behavior under variable demands.

Authors:  John G Howland; Rutsuko Ito; Christopher C Lapish; Franz R Villaruel
Journal:  Neurosci Biobehav Rev       Date:  2022-02-04       Impact factor: 9.052

8.  Metastable attractors explain the variable timing of stable behavioral action sequences.

Authors:  Stefano Recanatesi; Ulises Pereira-Obilinovic; Masayoshi Murakami; Zachary Mainen; Luca Mazzucato
Journal:  Neuron       Date:  2021-10-29       Impact factor: 18.688

9.  The Mean Field Approach for Populations of Spiking Neurons.

Authors:  Giancarlo La Camera
Journal:  Adv Exp Med Biol       Date:  2022       Impact factor: 3.650

10.  Binocular rivalry reveals an out-of-equilibrium neural dynamics suited for decision-making.

Authors:  Maurizio Mattia; Jochen Braun; Robin Cao; Alexander Pastukhov; Stepan Aleshin
Journal:  Elife       Date:  2021-08-09       Impact factor: 8.140

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