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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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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. |
format | Online Article Text |
id | pubmed-10579235 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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