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Flexibility in motor timing constrains the topology and dynamics of pattern generator circuits

Temporally precise movement patterns underlie many motor skills and innate actions, yet the flexibility with which the timing of such stereotyped behaviors can be modified is poorly understood. To probe this, we induce adaptive changes to the temporal structure of birdsong. We find that the duration...

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Autores principales: Pehlevan, Cengiz, Ali, Farhan, Ölveczky, Bence P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5840308/
https://www.ncbi.nlm.nih.gov/pubmed/29511187
http://dx.doi.org/10.1038/s41467-018-03261-5
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author Pehlevan, Cengiz
Ali, Farhan
Ölveczky, Bence P.
author_facet Pehlevan, Cengiz
Ali, Farhan
Ölveczky, Bence P.
author_sort Pehlevan, Cengiz
collection PubMed
description Temporally precise movement patterns underlie many motor skills and innate actions, yet the flexibility with which the timing of such stereotyped behaviors can be modified is poorly understood. To probe this, we induce adaptive changes to the temporal structure of birdsong. We find that the duration of specific song segments can be modified without affecting the timing in other parts of the song. We derive formal prescriptions for how neural networks can implement such flexible motor timing. We find that randomly connected recurrent networks, a common approximation for how neocortex is wired, do not generally conform to these, though certain implementations can approximate them. We show that feedforward networks, by virtue of their one-to-one mapping between network activity and time, are better suited. Our study provides general prescriptions for pattern generator networks that implement flexible motor timing, an important aspect of many motor skills, including birdsong and human speech.
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spelling pubmed-58403082018-03-09 Flexibility in motor timing constrains the topology and dynamics of pattern generator circuits Pehlevan, Cengiz Ali, Farhan Ölveczky, Bence P. Nat Commun Article Temporally precise movement patterns underlie many motor skills and innate actions, yet the flexibility with which the timing of such stereotyped behaviors can be modified is poorly understood. To probe this, we induce adaptive changes to the temporal structure of birdsong. We find that the duration of specific song segments can be modified without affecting the timing in other parts of the song. We derive formal prescriptions for how neural networks can implement such flexible motor timing. We find that randomly connected recurrent networks, a common approximation for how neocortex is wired, do not generally conform to these, though certain implementations can approximate them. We show that feedforward networks, by virtue of their one-to-one mapping between network activity and time, are better suited. Our study provides general prescriptions for pattern generator networks that implement flexible motor timing, an important aspect of many motor skills, including birdsong and human speech. Nature Publishing Group UK 2018-03-06 /pmc/articles/PMC5840308/ /pubmed/29511187 http://dx.doi.org/10.1038/s41467-018-03261-5 Text en © The Author(s) 2018 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/.
spellingShingle Article
Pehlevan, Cengiz
Ali, Farhan
Ölveczky, Bence P.
Flexibility in motor timing constrains the topology and dynamics of pattern generator circuits
title Flexibility in motor timing constrains the topology and dynamics of pattern generator circuits
title_full Flexibility in motor timing constrains the topology and dynamics of pattern generator circuits
title_fullStr Flexibility in motor timing constrains the topology and dynamics of pattern generator circuits
title_full_unstemmed Flexibility in motor timing constrains the topology and dynamics of pattern generator circuits
title_short Flexibility in motor timing constrains the topology and dynamics of pattern generator circuits
title_sort flexibility in motor timing constrains the topology and dynamics of pattern generator circuits
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5840308/
https://www.ncbi.nlm.nih.gov/pubmed/29511187
http://dx.doi.org/10.1038/s41467-018-03261-5
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