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Discordant attributes of structural and functional brain connectivity in a two-layer multiplex network
Several studies have suggested that functional connectivity (FC) is constrained by the underlying structural connectivity (SC) and mutually correlated. However, not many studies have focused on differences in the network organization of SC and FC, and on how these differences may inform us about the...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6393555/ https://www.ncbi.nlm.nih.gov/pubmed/30814615 http://dx.doi.org/10.1038/s41598-019-39243-w |
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author | Lim, Sol Radicchi, Filippo van den Heuvel, Martijn P. Sporns, Olaf |
author_facet | Lim, Sol Radicchi, Filippo van den Heuvel, Martijn P. Sporns, Olaf |
author_sort | Lim, Sol |
collection | PubMed |
description | Several studies have suggested that functional connectivity (FC) is constrained by the underlying structural connectivity (SC) and mutually correlated. However, not many studies have focused on differences in the network organization of SC and FC, and on how these differences may inform us about their mutual interaction. To explore this issue, we adopt a multi-layer framework, with SC and FC, constructed using Magnetic Resonance Imaging (MRI) data from the Human Connectome Project, forming a two-layer multiplex network. In particular, we examine node strength assortativity within and between the SC and FC layer. We find that, in general, SC is organized assortatively, indicating brain regions are on average connected to other brain regions with similar node strengths. On the other hand, FC shows disassortative mixing. This discrepancy is apparent also among individual resting-state networks within SC and FC. In addition, these patterns show lateralization, with disassortative mixing within FC subnetworks mainly driven from the left hemisphere. We discuss our findings in the context of robustness to structural failure, and we suggest that discordant and lateralized patterns of associativity in SC and FC may provide clues to understand laterality of some neurological dysfunctions and recovery. |
format | Online Article Text |
id | pubmed-6393555 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-63935552019-03-01 Discordant attributes of structural and functional brain connectivity in a two-layer multiplex network Lim, Sol Radicchi, Filippo van den Heuvel, Martijn P. Sporns, Olaf Sci Rep Article Several studies have suggested that functional connectivity (FC) is constrained by the underlying structural connectivity (SC) and mutually correlated. However, not many studies have focused on differences in the network organization of SC and FC, and on how these differences may inform us about their mutual interaction. To explore this issue, we adopt a multi-layer framework, with SC and FC, constructed using Magnetic Resonance Imaging (MRI) data from the Human Connectome Project, forming a two-layer multiplex network. In particular, we examine node strength assortativity within and between the SC and FC layer. We find that, in general, SC is organized assortatively, indicating brain regions are on average connected to other brain regions with similar node strengths. On the other hand, FC shows disassortative mixing. This discrepancy is apparent also among individual resting-state networks within SC and FC. In addition, these patterns show lateralization, with disassortative mixing within FC subnetworks mainly driven from the left hemisphere. We discuss our findings in the context of robustness to structural failure, and we suggest that discordant and lateralized patterns of associativity in SC and FC may provide clues to understand laterality of some neurological dysfunctions and recovery. Nature Publishing Group UK 2019-02-27 /pmc/articles/PMC6393555/ /pubmed/30814615 http://dx.doi.org/10.1038/s41598-019-39243-w Text en © The Author(s) 2019 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 Lim, Sol Radicchi, Filippo van den Heuvel, Martijn P. Sporns, Olaf Discordant attributes of structural and functional brain connectivity in a two-layer multiplex network |
title | Discordant attributes of structural and functional brain connectivity in a two-layer multiplex network |
title_full | Discordant attributes of structural and functional brain connectivity in a two-layer multiplex network |
title_fullStr | Discordant attributes of structural and functional brain connectivity in a two-layer multiplex network |
title_full_unstemmed | Discordant attributes of structural and functional brain connectivity in a two-layer multiplex network |
title_short | Discordant attributes of structural and functional brain connectivity in a two-layer multiplex network |
title_sort | discordant attributes of structural and functional brain connectivity in a two-layer multiplex network |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6393555/ https://www.ncbi.nlm.nih.gov/pubmed/30814615 http://dx.doi.org/10.1038/s41598-019-39243-w |
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