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Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex

We used a dynamical systems perspective to understand decision-related neural activity, a fundamentally unresolved problem. This perspective posits that time-varying neural activity is described by a state equation with an initial condition and evolves in time by combining at each time step, recurre...

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Autores principales: Boucher, Pierre O., Wang, Tian, Carceroni, Laura, Kane, Gary, Shenoy, Krishna V., Chandrasekaran, Chandramouli
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10579235/
https://www.ncbi.nlm.nih.gov/pubmed/37845221
http://dx.doi.org/10.1038/s41467-023-41752-2
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author Boucher, Pierre O.
Wang, Tian
Carceroni, Laura
Kane, Gary
Shenoy, Krishna V.
Chandrasekaran, Chandramouli
author_facet Boucher, Pierre O.
Wang, Tian
Carceroni, Laura
Kane, Gary
Shenoy, Krishna V.
Chandrasekaran, Chandramouli
author_sort Boucher, Pierre O.
collection PubMed
description We used a dynamical systems perspective to understand decision-related neural activity, a fundamentally unresolved problem. This perspective posits that time-varying neural activity is described by a state equation with an initial condition and evolves in time by combining at each time step, recurrent activity and inputs. We hypothesized various dynamical mechanisms of decisions, simulated them in models to derive predictions, and evaluated these predictions by examining firing rates of neurons in the dorsal premotor cortex (PMd) of monkeys performing a perceptual decision-making task. Prestimulus neural activity (i.e., the initial condition) predicted poststimulus neural trajectories, covaried with RT and the outcome of the previous trial, but not with choice. Poststimulus dynamics depended on both the sensory evidence and initial condition, with easier stimuli and fast initial conditions leading to the fastest choice-related dynamics. Together, these results suggest that initial conditions combine with sensory evidence to induce decision-related dynamics in PMd.
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spelling pubmed-105792352023-10-18 Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex Boucher, Pierre O. Wang, Tian Carceroni, Laura Kane, Gary Shenoy, Krishna V. Chandrasekaran, Chandramouli Nat Commun Article We used a dynamical systems perspective to understand decision-related neural activity, a fundamentally unresolved problem. This perspective posits that time-varying neural activity is described by a state equation with an initial condition and evolves in time by combining at each time step, recurrent activity and inputs. We hypothesized various dynamical mechanisms of decisions, simulated them in models to derive predictions, and evaluated these predictions by examining firing rates of neurons in the dorsal premotor cortex (PMd) of monkeys performing a perceptual decision-making task. Prestimulus neural activity (i.e., the initial condition) predicted poststimulus neural trajectories, covaried with RT and the outcome of the previous trial, but not with choice. Poststimulus dynamics depended on both the sensory evidence and initial condition, with easier stimuli and fast initial conditions leading to the fastest choice-related dynamics. Together, these results suggest that initial conditions combine with sensory evidence to induce decision-related dynamics in PMd. Nature Publishing Group UK 2023-10-16 /pmc/articles/PMC10579235/ /pubmed/37845221 http://dx.doi.org/10.1038/s41467-023-41752-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Boucher, Pierre O.
Wang, Tian
Carceroni, Laura
Kane, Gary
Shenoy, Krishna V.
Chandrasekaran, Chandramouli
Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex
title Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex
title_full Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex
title_fullStr Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex
title_full_unstemmed Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex
title_short Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex
title_sort initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10579235/
https://www.ncbi.nlm.nih.gov/pubmed/37845221
http://dx.doi.org/10.1038/s41467-023-41752-2
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