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The Overlapping Community Structure of Structural Brain Network in Young Healthy Individuals
Community structure is a universal and significant feature of many complex networks in biology, society, and economics. Community structure has also been revealed in human brain structural and functional networks in previous studies. However, communities overlap and share many edges and nodes. Uncov...
Autores principales: | , , , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3089616/ https://www.ncbi.nlm.nih.gov/pubmed/21573111 http://dx.doi.org/10.1371/journal.pone.0019608 |
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author | Wu, Kai Taki, Yasuyuki Sato, Kazunori Sassa, Yuko Inoue, Kentaro Goto, Ryoi Okada, Ken Kawashima, Ryuta He, Yong Evans, Alan C. Fukuda, Hiroshi |
author_facet | Wu, Kai Taki, Yasuyuki Sato, Kazunori Sassa, Yuko Inoue, Kentaro Goto, Ryoi Okada, Ken Kawashima, Ryuta He, Yong Evans, Alan C. Fukuda, Hiroshi |
author_sort | Wu, Kai |
collection | PubMed |
description | Community structure is a universal and significant feature of many complex networks in biology, society, and economics. Community structure has also been revealed in human brain structural and functional networks in previous studies. However, communities overlap and share many edges and nodes. Uncovering the overlapping community structure of complex networks remains largely unknown in human brain networks. Here, using regional gray matter volume, we investigated the structural brain network among 90 brain regions (according to a predefined anatomical atlas) in 462 young, healthy individuals. Overlapped nodes between communities were defined by assuming that nodes (brain regions) can belong to more than one community. We demonstrated that 90 brain regions were organized into 5 overlapping communities associated with several well-known brain systems, such as the auditory/language, visuospatial, emotion, decision-making, social, control of action, memory/learning, and visual systems. The overlapped nodes were mostly involved in an inferior-posterior pattern and were primarily related to auditory and visual perception. The overlapped nodes were mainly attributed to brain regions with higher node degrees and nodal efficiency and played a pivotal role in the flow of informa- tion through the structural brain network. Our results revealed fuzzy boundaries between communities by identifying overlapped nodes and provided new insights into the understanding of the relationship between the structure and function of the human brain. This study provides the first report of the overlapping community structure of the structural network of the human brain. |
format | Text |
id | pubmed-3089616 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-30896162011-05-13 The Overlapping Community Structure of Structural Brain Network in Young Healthy Individuals Wu, Kai Taki, Yasuyuki Sato, Kazunori Sassa, Yuko Inoue, Kentaro Goto, Ryoi Okada, Ken Kawashima, Ryuta He, Yong Evans, Alan C. Fukuda, Hiroshi PLoS One Research Article Community structure is a universal and significant feature of many complex networks in biology, society, and economics. Community structure has also been revealed in human brain structural and functional networks in previous studies. However, communities overlap and share many edges and nodes. Uncovering the overlapping community structure of complex networks remains largely unknown in human brain networks. Here, using regional gray matter volume, we investigated the structural brain network among 90 brain regions (according to a predefined anatomical atlas) in 462 young, healthy individuals. Overlapped nodes between communities were defined by assuming that nodes (brain regions) can belong to more than one community. We demonstrated that 90 brain regions were organized into 5 overlapping communities associated with several well-known brain systems, such as the auditory/language, visuospatial, emotion, decision-making, social, control of action, memory/learning, and visual systems. The overlapped nodes were mostly involved in an inferior-posterior pattern and were primarily related to auditory and visual perception. The overlapped nodes were mainly attributed to brain regions with higher node degrees and nodal efficiency and played a pivotal role in the flow of informa- tion through the structural brain network. Our results revealed fuzzy boundaries between communities by identifying overlapped nodes and provided new insights into the understanding of the relationship between the structure and function of the human brain. This study provides the first report of the overlapping community structure of the structural network of the human brain. Public Library of Science 2011-05-06 /pmc/articles/PMC3089616/ /pubmed/21573111 http://dx.doi.org/10.1371/journal.pone.0019608 Text en Wu 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Wu, Kai Taki, Yasuyuki Sato, Kazunori Sassa, Yuko Inoue, Kentaro Goto, Ryoi Okada, Ken Kawashima, Ryuta He, Yong Evans, Alan C. Fukuda, Hiroshi The Overlapping Community Structure of Structural Brain Network in Young Healthy Individuals |
title | The Overlapping Community Structure of Structural Brain Network in Young Healthy Individuals |
title_full | The Overlapping Community Structure of Structural Brain Network in Young Healthy Individuals |
title_fullStr | The Overlapping Community Structure of Structural Brain Network in Young Healthy Individuals |
title_full_unstemmed | The Overlapping Community Structure of Structural Brain Network in Young Healthy Individuals |
title_short | The Overlapping Community Structure of Structural Brain Network in Young Healthy Individuals |
title_sort | overlapping community structure of structural brain network in young healthy individuals |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3089616/ https://www.ncbi.nlm.nih.gov/pubmed/21573111 http://dx.doi.org/10.1371/journal.pone.0019608 |
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