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The hourglass organization of the Caenorhabditis elegans connectome

We approach the C. elegans connectome as an information processing network that receives input from about 90 sensory neurons, processes that information through a highly recurrent network of about 80 interneurons, and it produces a coordinated output from about 120 motor neurons that control the nem...

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Autores principales: Sabrin, Kaeser M., Wei, Yongbin, van den Heuvel, Martijn Pieter, Dovrolis, Constantine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7029875/
https://www.ncbi.nlm.nih.gov/pubmed/32027645
http://dx.doi.org/10.1371/journal.pcbi.1007526
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author Sabrin, Kaeser M.
Wei, Yongbin
van den Heuvel, Martijn Pieter
Dovrolis, Constantine
author_facet Sabrin, Kaeser M.
Wei, Yongbin
van den Heuvel, Martijn Pieter
Dovrolis, Constantine
author_sort Sabrin, Kaeser M.
collection PubMed
description We approach the C. elegans connectome as an information processing network that receives input from about 90 sensory neurons, processes that information through a highly recurrent network of about 80 interneurons, and it produces a coordinated output from about 120 motor neurons that control the nematode’s muscles. We focus on the feedforward flow of information from sensory neurons to motor neurons, and apply a recently developed network analysis framework referred to as the “hourglass effect”. The analysis reveals that this feedforward flow traverses a small core (“hourglass waist”) that consists of 10-15 interneurons. These are mostly the same interneurons that were previously shown (using a different analytical approach) to constitute the “rich-club” of the C. elegans connectome. This result is robust to the methodology that separates the feedforward from the feedback flow of information. The set of core interneurons remains mostly the same when we consider only chemical synapses or the combination of chemical synapses and gap junctions. The hourglass organization of the connectome suggests that C. elegans has some similarities with encoder-decoder artificial neural networks in which the input is first compressed and integrated in a low-dimensional latent space that encodes the given data in a more efficient manner, followed by a decoding network through which intermediate-level sub-functions are combined in different ways to compute the correlated outputs of the network. The core neurons at the hourglass waist represent the information bottleneck of the system, balancing the representation accuracy and compactness (complexity) of the given sensory information.
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spelling pubmed-70298752020-02-26 The hourglass organization of the Caenorhabditis elegans connectome Sabrin, Kaeser M. Wei, Yongbin van den Heuvel, Martijn Pieter Dovrolis, Constantine PLoS Comput Biol Research Article We approach the C. elegans connectome as an information processing network that receives input from about 90 sensory neurons, processes that information through a highly recurrent network of about 80 interneurons, and it produces a coordinated output from about 120 motor neurons that control the nematode’s muscles. We focus on the feedforward flow of information from sensory neurons to motor neurons, and apply a recently developed network analysis framework referred to as the “hourglass effect”. The analysis reveals that this feedforward flow traverses a small core (“hourglass waist”) that consists of 10-15 interneurons. These are mostly the same interneurons that were previously shown (using a different analytical approach) to constitute the “rich-club” of the C. elegans connectome. This result is robust to the methodology that separates the feedforward from the feedback flow of information. The set of core interneurons remains mostly the same when we consider only chemical synapses or the combination of chemical synapses and gap junctions. The hourglass organization of the connectome suggests that C. elegans has some similarities with encoder-decoder artificial neural networks in which the input is first compressed and integrated in a low-dimensional latent space that encodes the given data in a more efficient manner, followed by a decoding network through which intermediate-level sub-functions are combined in different ways to compute the correlated outputs of the network. The core neurons at the hourglass waist represent the information bottleneck of the system, balancing the representation accuracy and compactness (complexity) of the given sensory information. Public Library of Science 2020-02-06 /pmc/articles/PMC7029875/ /pubmed/32027645 http://dx.doi.org/10.1371/journal.pcbi.1007526 Text en © 2020 Sabrin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Sabrin, Kaeser M.
Wei, Yongbin
van den Heuvel, Martijn Pieter
Dovrolis, Constantine
The hourglass organization of the Caenorhabditis elegans connectome
title The hourglass organization of the Caenorhabditis elegans connectome
title_full The hourglass organization of the Caenorhabditis elegans connectome
title_fullStr The hourglass organization of the Caenorhabditis elegans connectome
title_full_unstemmed The hourglass organization of the Caenorhabditis elegans connectome
title_short The hourglass organization of the Caenorhabditis elegans connectome
title_sort hourglass organization of the caenorhabditis elegans connectome
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7029875/
https://www.ncbi.nlm.nih.gov/pubmed/32027645
http://dx.doi.org/10.1371/journal.pcbi.1007526
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