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Diversity of meso-scale architecture in human and non-human connectomes
Brain function is reflected in connectome community structure. The dominant view is that communities are assortative and segregated from one another, supporting specialized information processing. However, this view precludes the possibility of non-assortative communities whose complex inter-communi...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5783945/ https://www.ncbi.nlm.nih.gov/pubmed/29367627 http://dx.doi.org/10.1038/s41467-017-02681-z |
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author | Betzel, Richard F. Medaglia, John D. Bassett, Danielle S. |
author_facet | Betzel, Richard F. Medaglia, John D. Bassett, Danielle S. |
author_sort | Betzel, Richard F. |
collection | PubMed |
description | Brain function is reflected in connectome community structure. The dominant view is that communities are assortative and segregated from one another, supporting specialized information processing. However, this view precludes the possibility of non-assortative communities whose complex inter-community interactions could engender a richer functional repertoire. We use weighted stochastic blockmodels to uncover the meso-scale architecture of Drosophila, mouse, rat, macaque, and human connectomes. We find that most communities are assortative, though others form core-periphery and disassortative structures, which better recapitulate observed patterns of functional connectivity and gene co-expression in human and mouse connectomes compared to standard community detection techniques. We define measures for quantifying the diversity of communities in which brain regions participate, showing that this measure is peaked in control and subcortical systems in humans, and that inter-individual differences are correlated with cognitive performance. Our report paints a more diverse portrait of connectome communities and demonstrates their cognitive relevance. |
format | Online Article Text |
id | pubmed-5783945 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-57839452018-01-26 Diversity of meso-scale architecture in human and non-human connectomes Betzel, Richard F. Medaglia, John D. Bassett, Danielle S. Nat Commun Article Brain function is reflected in connectome community structure. The dominant view is that communities are assortative and segregated from one another, supporting specialized information processing. However, this view precludes the possibility of non-assortative communities whose complex inter-community interactions could engender a richer functional repertoire. We use weighted stochastic blockmodels to uncover the meso-scale architecture of Drosophila, mouse, rat, macaque, and human connectomes. We find that most communities are assortative, though others form core-periphery and disassortative structures, which better recapitulate observed patterns of functional connectivity and gene co-expression in human and mouse connectomes compared to standard community detection techniques. We define measures for quantifying the diversity of communities in which brain regions participate, showing that this measure is peaked in control and subcortical systems in humans, and that inter-individual differences are correlated with cognitive performance. Our report paints a more diverse portrait of connectome communities and demonstrates their cognitive relevance. Nature Publishing Group UK 2018-01-24 /pmc/articles/PMC5783945/ /pubmed/29367627 http://dx.doi.org/10.1038/s41467-017-02681-z Text en © The Author(s) 2018 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/. |
spellingShingle | Article Betzel, Richard F. Medaglia, John D. Bassett, Danielle S. Diversity of meso-scale architecture in human and non-human connectomes |
title | Diversity of meso-scale architecture in human and non-human connectomes |
title_full | Diversity of meso-scale architecture in human and non-human connectomes |
title_fullStr | Diversity of meso-scale architecture in human and non-human connectomes |
title_full_unstemmed | Diversity of meso-scale architecture in human and non-human connectomes |
title_short | Diversity of meso-scale architecture in human and non-human connectomes |
title_sort | diversity of meso-scale architecture in human and non-human connectomes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5783945/ https://www.ncbi.nlm.nih.gov/pubmed/29367627 http://dx.doi.org/10.1038/s41467-017-02681-z |
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