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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doaj-46aa3253bd56491b946552b880cb6f792021-04-21T15:14:07ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582020-02-01162e100752610.1371/journal.pcbi.1007526The hourglass organization of the Caenorhabditis elegans connectome.Kaeser M SabrinYongbin WeiMartijn Pieter van den HeuvelConstantine DovrolisWe 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.https://doi.org/10.1371/journal.pcbi.1007526 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Kaeser M Sabrin Yongbin Wei Martijn Pieter van den Heuvel Constantine Dovrolis |
spellingShingle |
Kaeser M Sabrin Yongbin Wei Martijn Pieter van den Heuvel Constantine Dovrolis The hourglass organization of the Caenorhabditis elegans connectome. PLoS Computational Biology |
author_facet |
Kaeser M Sabrin Yongbin Wei Martijn Pieter van den Heuvel Constantine Dovrolis |
author_sort |
Kaeser M Sabrin |
title |
The hourglass organization of the Caenorhabditis elegans connectome. |
title_short |
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_sort |
hourglass organization of the caenorhabditis elegans connectome. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS Computational Biology |
issn |
1553-734X 1553-7358 |
publishDate |
2020-02-01 |
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. |
url |
https://doi.org/10.1371/journal.pcbi.1007526 |
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