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A rapid whisker-based decision underlying skilled locomotion in mice

Skilled motor behavior requires rapidly integrating external sensory input with information about internal state to decide which movements to make next. Using machine learning approaches for high-resolution kinematic analysis, we uncover the logic of a rapid decision underlying sensory-guided locomo...

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Autores principales: Warren, Richard A, Zhang, Qianyun, Hoffman, Judah R, Li, Edward Y, Hong, Y Kate, Bruno, Randy M, Sawtell, Nathaniel B
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7800376/
https://www.ncbi.nlm.nih.gov/pubmed/33428566
http://dx.doi.org/10.7554/eLife.63596
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author Warren, Richard A
Zhang, Qianyun
Hoffman, Judah R
Li, Edward Y
Hong, Y Kate
Bruno, Randy M
Sawtell, Nathaniel B
author_facet Warren, Richard A
Zhang, Qianyun
Hoffman, Judah R
Li, Edward Y
Hong, Y Kate
Bruno, Randy M
Sawtell, Nathaniel B
author_sort Warren, Richard A
collection PubMed
description Skilled motor behavior requires rapidly integrating external sensory input with information about internal state to decide which movements to make next. Using machine learning approaches for high-resolution kinematic analysis, we uncover the logic of a rapid decision underlying sensory-guided locomotion in mice. After detecting obstacles with their whiskers mice select distinct kinematic strategies depending on a whisker-derived estimate of obstacle location together with the position and velocity of their body. Although mice rely on whiskers for obstacle avoidance, lesions of primary whisker sensory cortex had minimal impact. While motor cortex manipulations affected the execution of the chosen strategy, the decision-making process remained largely intact. These results highlight the potential of machine learning for reductionist analysis of naturalistic behaviors and provide a case in which subcortical brain structures appear sufficient for mediating a relatively sophisticated sensorimotor decision.
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spelling pubmed-78003762021-01-13 A rapid whisker-based decision underlying skilled locomotion in mice Warren, Richard A Zhang, Qianyun Hoffman, Judah R Li, Edward Y Hong, Y Kate Bruno, Randy M Sawtell, Nathaniel B eLife Neuroscience Skilled motor behavior requires rapidly integrating external sensory input with information about internal state to decide which movements to make next. Using machine learning approaches for high-resolution kinematic analysis, we uncover the logic of a rapid decision underlying sensory-guided locomotion in mice. After detecting obstacles with their whiskers mice select distinct kinematic strategies depending on a whisker-derived estimate of obstacle location together with the position and velocity of their body. Although mice rely on whiskers for obstacle avoidance, lesions of primary whisker sensory cortex had minimal impact. While motor cortex manipulations affected the execution of the chosen strategy, the decision-making process remained largely intact. These results highlight the potential of machine learning for reductionist analysis of naturalistic behaviors and provide a case in which subcortical brain structures appear sufficient for mediating a relatively sophisticated sensorimotor decision. eLife Sciences Publications, Ltd 2021-01-11 /pmc/articles/PMC7800376/ /pubmed/33428566 http://dx.doi.org/10.7554/eLife.63596 Text en © 2021, Warren et al http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Neuroscience
Warren, Richard A
Zhang, Qianyun
Hoffman, Judah R
Li, Edward Y
Hong, Y Kate
Bruno, Randy M
Sawtell, Nathaniel B
A rapid whisker-based decision underlying skilled locomotion in mice
title A rapid whisker-based decision underlying skilled locomotion in mice
title_full A rapid whisker-based decision underlying skilled locomotion in mice
title_fullStr A rapid whisker-based decision underlying skilled locomotion in mice
title_full_unstemmed A rapid whisker-based decision underlying skilled locomotion in mice
title_short A rapid whisker-based decision underlying skilled locomotion in mice
title_sort rapid whisker-based decision underlying skilled locomotion in mice
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7800376/
https://www.ncbi.nlm.nih.gov/pubmed/33428566
http://dx.doi.org/10.7554/eLife.63596
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