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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2021
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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. |
format | Online Article Text |
id | pubmed-7800376 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
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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