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History-dependent variability in population dynamics during evidence accumulation in cortex

We studied how the posterior parietal cortex combined new information with ongoing activity dynamics as mice accumulated evidence during a virtual-navigation task. Using new methods to analyze population activity on single trials, we found that activity transitioned rapidly between different sets of...

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Detalles Bibliográficos
Autores principales: Morcos, Ari S., Harvey, Christopher D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5127723/
https://www.ncbi.nlm.nih.gov/pubmed/27694990
http://dx.doi.org/10.1038/nn.4403
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author Morcos, Ari S.
Harvey, Christopher D.
author_facet Morcos, Ari S.
Harvey, Christopher D.
author_sort Morcos, Ari S.
collection PubMed
description We studied how the posterior parietal cortex combined new information with ongoing activity dynamics as mice accumulated evidence during a virtual-navigation task. Using new methods to analyze population activity on single trials, we found that activity transitioned rapidly between different sets of active neurons. Each event in a trial — whether an evidence cue or a behavioral choice — caused seconds-long modifications to the probabilities that govern how one activity pattern transitions to the next, forming a short-term memory. A sequence of evidence cues triggered a chain of these modifications resulting in a signal for accumulated evidence. Multiple distinguishable activity patterns were possible for the same accumulated evidence because representations of ongoing events were influenced by previous within and across trial events. Therefore, evidence accumulation need not require the explicit competition between groups of neurons, as in winner-take-all models, but could instead emerge implicitly from general dynamical properties that instantiate short-term memory.
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spelling pubmed-51277232017-04-03 History-dependent variability in population dynamics during evidence accumulation in cortex Morcos, Ari S. Harvey, Christopher D. Nat Neurosci Article We studied how the posterior parietal cortex combined new information with ongoing activity dynamics as mice accumulated evidence during a virtual-navigation task. Using new methods to analyze population activity on single trials, we found that activity transitioned rapidly between different sets of active neurons. Each event in a trial — whether an evidence cue or a behavioral choice — caused seconds-long modifications to the probabilities that govern how one activity pattern transitions to the next, forming a short-term memory. A sequence of evidence cues triggered a chain of these modifications resulting in a signal for accumulated evidence. Multiple distinguishable activity patterns were possible for the same accumulated evidence because representations of ongoing events were influenced by previous within and across trial events. Therefore, evidence accumulation need not require the explicit competition between groups of neurons, as in winner-take-all models, but could instead emerge implicitly from general dynamical properties that instantiate short-term memory. 2016-10-03 2016-12 /pmc/articles/PMC5127723/ /pubmed/27694990 http://dx.doi.org/10.1038/nn.4403 Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Morcos, Ari S.
Harvey, Christopher D.
History-dependent variability in population dynamics during evidence accumulation in cortex
title History-dependent variability in population dynamics during evidence accumulation in cortex
title_full History-dependent variability in population dynamics during evidence accumulation in cortex
title_fullStr History-dependent variability in population dynamics during evidence accumulation in cortex
title_full_unstemmed History-dependent variability in population dynamics during evidence accumulation in cortex
title_short History-dependent variability in population dynamics during evidence accumulation in cortex
title_sort history-dependent variability in population dynamics during evidence accumulation in cortex
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5127723/
https://www.ncbi.nlm.nih.gov/pubmed/27694990
http://dx.doi.org/10.1038/nn.4403
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