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Cliques of Neurons Bound into Cavities Provide a Missing Link between Structure and Function

The lack of a formal link between neural network structure and its emergent function has hampered our understanding of how the brain processes information. We have now come closer to describing such a link by taking the direction of synaptic transmission into account, constructing graphs of a networ...

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Autores principales: Reimann, Michael W., Nolte, Max, Scolamiero, Martina, Turner, Katharine, Perin, Rodrigo, Chindemi, Giuseppe, Dłotko, Paweł, Levi, Ran, Hess, Kathryn, Markram, Henry
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5467434/
https://www.ncbi.nlm.nih.gov/pubmed/28659782
http://dx.doi.org/10.3389/fncom.2017.00048
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author Reimann, Michael W.
Nolte, Max
Scolamiero, Martina
Turner, Katharine
Perin, Rodrigo
Chindemi, Giuseppe
Dłotko, Paweł
Levi, Ran
Hess, Kathryn
Markram, Henry
author_facet Reimann, Michael W.
Nolte, Max
Scolamiero, Martina
Turner, Katharine
Perin, Rodrigo
Chindemi, Giuseppe
Dłotko, Paweł
Levi, Ran
Hess, Kathryn
Markram, Henry
author_sort Reimann, Michael W.
collection PubMed
description The lack of a formal link between neural network structure and its emergent function has hampered our understanding of how the brain processes information. We have now come closer to describing such a link by taking the direction of synaptic transmission into account, constructing graphs of a network that reflect the direction of information flow, and analyzing these directed graphs using algebraic topology. Applying this approach to a local network of neurons in the neocortex revealed a remarkably intricate and previously unseen topology of synaptic connectivity. The synaptic network contains an abundance of cliques of neurons bound into cavities that guide the emergence of correlated activity. In response to stimuli, correlated activity binds synaptically connected neurons into functional cliques and cavities that evolve in a stereotypical sequence toward peak complexity. We propose that the brain processes stimuli by forming increasingly complex functional cliques and cavities.
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spelling pubmed-54674342017-06-28 Cliques of Neurons Bound into Cavities Provide a Missing Link between Structure and Function Reimann, Michael W. Nolte, Max Scolamiero, Martina Turner, Katharine Perin, Rodrigo Chindemi, Giuseppe Dłotko, Paweł Levi, Ran Hess, Kathryn Markram, Henry Front Comput Neurosci Neuroscience The lack of a formal link between neural network structure and its emergent function has hampered our understanding of how the brain processes information. We have now come closer to describing such a link by taking the direction of synaptic transmission into account, constructing graphs of a network that reflect the direction of information flow, and analyzing these directed graphs using algebraic topology. Applying this approach to a local network of neurons in the neocortex revealed a remarkably intricate and previously unseen topology of synaptic connectivity. The synaptic network contains an abundance of cliques of neurons bound into cavities that guide the emergence of correlated activity. In response to stimuli, correlated activity binds synaptically connected neurons into functional cliques and cavities that evolve in a stereotypical sequence toward peak complexity. We propose that the brain processes stimuli by forming increasingly complex functional cliques and cavities. Frontiers Media S.A. 2017-06-12 /pmc/articles/PMC5467434/ /pubmed/28659782 http://dx.doi.org/10.3389/fncom.2017.00048 Text en Copyright © 2017 Reimann, Nolte, Scolamiero, Turner, Perin, Chindemi, Dłotko, Levi, Hess and Markram. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Reimann, Michael W.
Nolte, Max
Scolamiero, Martina
Turner, Katharine
Perin, Rodrigo
Chindemi, Giuseppe
Dłotko, Paweł
Levi, Ran
Hess, Kathryn
Markram, Henry
Cliques of Neurons Bound into Cavities Provide a Missing Link between Structure and Function
title Cliques of Neurons Bound into Cavities Provide a Missing Link between Structure and Function
title_full Cliques of Neurons Bound into Cavities Provide a Missing Link between Structure and Function
title_fullStr Cliques of Neurons Bound into Cavities Provide a Missing Link between Structure and Function
title_full_unstemmed Cliques of Neurons Bound into Cavities Provide a Missing Link between Structure and Function
title_short Cliques of Neurons Bound into Cavities Provide a Missing Link between Structure and Function
title_sort cliques of neurons bound into cavities provide a missing link between structure and function
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5467434/
https://www.ncbi.nlm.nih.gov/pubmed/28659782
http://dx.doi.org/10.3389/fncom.2017.00048
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