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Model simulations unveil the structure-function-dynamics relationship of the cerebellar cortical microcircuit

The cerebellar network is renowned for its regular architecture that has inspired foundational computational theories. However, the relationship between circuit structure, function and dynamics remains elusive. To tackle the issue, we developed an advanced computational modeling framework that allow...

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Autores principales: De Schepper, Robin, Geminiani, Alice, Masoli, Stefano, Rizza, Martina Francesca, Antonietti, Alberto, Casellato, Claudia, D’Angelo, Egidio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9663576/
https://www.ncbi.nlm.nih.gov/pubmed/36376444
http://dx.doi.org/10.1038/s42003-022-04213-y
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author De Schepper, Robin
Geminiani, Alice
Masoli, Stefano
Rizza, Martina Francesca
Antonietti, Alberto
Casellato, Claudia
D’Angelo, Egidio
author_facet De Schepper, Robin
Geminiani, Alice
Masoli, Stefano
Rizza, Martina Francesca
Antonietti, Alberto
Casellato, Claudia
D’Angelo, Egidio
author_sort De Schepper, Robin
collection PubMed
description The cerebellar network is renowned for its regular architecture that has inspired foundational computational theories. However, the relationship between circuit structure, function and dynamics remains elusive. To tackle the issue, we developed an advanced computational modeling framework that allows us to reconstruct and simulate the structure and function of the mouse cerebellar cortex using morphologically realistic multi-compartmental neuron models. The cerebellar connectome is generated through appropriate connection rules, unifying a collection of scattered experimental data into a coherent construct and providing a new model-based ground-truth about circuit organization. Naturalistic background and sensory-burst stimulation are used for functional validation against recordings in vivo, monitoring the impact of cellular mechanisms on signal propagation, inhibitory control, and long-term synaptic plasticity. Our simulations show how mossy fibers entrain the local neuronal microcircuit, boosting the formation of columns of activity travelling from the granular to the molecular layer providing a new resource for the investigation of local microcircuit computation and of the neural correlates of behavior.
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spelling pubmed-96635762022-11-15 Model simulations unveil the structure-function-dynamics relationship of the cerebellar cortical microcircuit De Schepper, Robin Geminiani, Alice Masoli, Stefano Rizza, Martina Francesca Antonietti, Alberto Casellato, Claudia D’Angelo, Egidio Commun Biol Article The cerebellar network is renowned for its regular architecture that has inspired foundational computational theories. However, the relationship between circuit structure, function and dynamics remains elusive. To tackle the issue, we developed an advanced computational modeling framework that allows us to reconstruct and simulate the structure and function of the mouse cerebellar cortex using morphologically realistic multi-compartmental neuron models. The cerebellar connectome is generated through appropriate connection rules, unifying a collection of scattered experimental data into a coherent construct and providing a new model-based ground-truth about circuit organization. Naturalistic background and sensory-burst stimulation are used for functional validation against recordings in vivo, monitoring the impact of cellular mechanisms on signal propagation, inhibitory control, and long-term synaptic plasticity. Our simulations show how mossy fibers entrain the local neuronal microcircuit, boosting the formation of columns of activity travelling from the granular to the molecular layer providing a new resource for the investigation of local microcircuit computation and of the neural correlates of behavior. Nature Publishing Group UK 2022-11-14 /pmc/articles/PMC9663576/ /pubmed/36376444 http://dx.doi.org/10.1038/s42003-022-04213-y 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
De Schepper, Robin
Geminiani, Alice
Masoli, Stefano
Rizza, Martina Francesca
Antonietti, Alberto
Casellato, Claudia
D’Angelo, Egidio
Model simulations unveil the structure-function-dynamics relationship of the cerebellar cortical microcircuit
title Model simulations unveil the structure-function-dynamics relationship of the cerebellar cortical microcircuit
title_full Model simulations unveil the structure-function-dynamics relationship of the cerebellar cortical microcircuit
title_fullStr Model simulations unveil the structure-function-dynamics relationship of the cerebellar cortical microcircuit
title_full_unstemmed Model simulations unveil the structure-function-dynamics relationship of the cerebellar cortical microcircuit
title_short Model simulations unveil the structure-function-dynamics relationship of the cerebellar cortical microcircuit
title_sort model simulations unveil the structure-function-dynamics relationship of the cerebellar cortical microcircuit
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9663576/
https://www.ncbi.nlm.nih.gov/pubmed/36376444
http://dx.doi.org/10.1038/s42003-022-04213-y
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