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Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding
Our knowledge about neuronal activity in the sensorimotor cortex relies primarily on stereotyped movements that are strictly controlled in experimental settings. It remains unclear how results can be carried over to less constrained behavior like that of freely moving subjects. Toward this goal, we...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9715555/ https://www.ncbi.nlm.nih.gov/pubmed/36456557 http://dx.doi.org/10.1038/s41467-022-35115-6 |
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author | Melbaum, Svenja Russo, Eleonora Eriksson, David Schneider, Artur Durstewitz, Daniel Brox, Thomas Diester, Ilka |
author_facet | Melbaum, Svenja Russo, Eleonora Eriksson, David Schneider, Artur Durstewitz, Daniel Brox, Thomas Diester, Ilka |
author_sort | Melbaum, Svenja |
collection | PubMed |
description | Our knowledge about neuronal activity in the sensorimotor cortex relies primarily on stereotyped movements that are strictly controlled in experimental settings. It remains unclear how results can be carried over to less constrained behavior like that of freely moving subjects. Toward this goal, we developed a self-paced behavioral paradigm that encouraged rats to engage in different movement types. We employed bilateral electrophysiological recordings across the entire sensorimotor cortex and simultaneous paw tracking. These techniques revealed behavioral coupling of neurons with lateralization and an anterior–posterior gradient from the premotor to the primary sensory cortex. The structure of population activity patterns was conserved across animals despite the severe under-sampling of the total number of neurons and variations in electrode positions across individuals. We demonstrated cross-subject and cross-session generalization in a decoding task through alignments of low-dimensional neural manifolds, providing evidence of a conserved neuronal code. |
format | Online Article Text |
id | pubmed-9715555 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97155552022-12-03 Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding Melbaum, Svenja Russo, Eleonora Eriksson, David Schneider, Artur Durstewitz, Daniel Brox, Thomas Diester, Ilka Nat Commun Article Our knowledge about neuronal activity in the sensorimotor cortex relies primarily on stereotyped movements that are strictly controlled in experimental settings. It remains unclear how results can be carried over to less constrained behavior like that of freely moving subjects. Toward this goal, we developed a self-paced behavioral paradigm that encouraged rats to engage in different movement types. We employed bilateral electrophysiological recordings across the entire sensorimotor cortex and simultaneous paw tracking. These techniques revealed behavioral coupling of neurons with lateralization and an anterior–posterior gradient from the premotor to the primary sensory cortex. The structure of population activity patterns was conserved across animals despite the severe under-sampling of the total number of neurons and variations in electrode positions across individuals. We demonstrated cross-subject and cross-session generalization in a decoding task through alignments of low-dimensional neural manifolds, providing evidence of a conserved neuronal code. Nature Publishing Group UK 2022-12-02 /pmc/articles/PMC9715555/ /pubmed/36456557 http://dx.doi.org/10.1038/s41467-022-35115-6 Text en © The Author(s) 2022 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 Melbaum, Svenja Russo, Eleonora Eriksson, David Schneider, Artur Durstewitz, Daniel Brox, Thomas Diester, Ilka Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding |
title | Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding |
title_full | Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding |
title_fullStr | Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding |
title_full_unstemmed | Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding |
title_short | Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding |
title_sort | conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9715555/ https://www.ncbi.nlm.nih.gov/pubmed/36456557 http://dx.doi.org/10.1038/s41467-022-35115-6 |
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