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Functional brain network community structure in childhood: Unfinished territories and fuzzy boundaries

Adult cortex is organized into distributed functional communities. Yet, little is known about community architecture of children’s brains. Here, we uncovered the community structure of cortex in childhood using fMRI data from 670 children aged 9–11 years (48% female, replication sample n = 544, 56%...

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Detalles Bibliográficos
Autores principales: Tooley, Ursula A., Bassett, Danielle S., Mackey, Allyson P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8920293/
https://www.ncbi.nlm.nih.gov/pubmed/34952233
http://dx.doi.org/10.1016/j.neuroimage.2021.118843
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author Tooley, Ursula A.
Bassett, Danielle S.
Mackey, Allyson P.
author_facet Tooley, Ursula A.
Bassett, Danielle S.
Mackey, Allyson P.
author_sort Tooley, Ursula A.
collection PubMed
description Adult cortex is organized into distributed functional communities. Yet, little is known about community architecture of children’s brains. Here, we uncovered the community structure of cortex in childhood using fMRI data from 670 children aged 9–11 years (48% female, replication sample n = 544, 56% female) from the Adolescent Brain and Cognitive Development study. We first applied a data-driven community detection approach to cluster cortical regions into communities, then employed a generative model-based approach called the weighted stochastic block model to further probe community interactions. Children showed similar community structure to adults, as defined by Yeo and colleagues in 2011, in early-developing sensory and motor communities, but differences emerged in transmodal areas. Children have more cortical territory in the limbic community, which is involved in emotion processing, than adults. Regions in association cortex interact more flexibly across communities, creating uncertainty for the model-based assignment algorithm, and perhaps reflecting cortical boundaries that are not yet solidified. Uncertainty was highest for cingulo-opercular areas involved in flexible deployment of cognitive control. Activation and deactivation patterns during a working memory task showed that both the data-driven approach and a set of adult communities statistically capture functional organization in middle childhood. Collectively, our findings suggest that community boundaries are not solidified by middle childhood.
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spelling pubmed-89202932022-03-14 Functional brain network community structure in childhood: Unfinished territories and fuzzy boundaries Tooley, Ursula A. Bassett, Danielle S. Mackey, Allyson P. Neuroimage Article Adult cortex is organized into distributed functional communities. Yet, little is known about community architecture of children’s brains. Here, we uncovered the community structure of cortex in childhood using fMRI data from 670 children aged 9–11 years (48% female, replication sample n = 544, 56% female) from the Adolescent Brain and Cognitive Development study. We first applied a data-driven community detection approach to cluster cortical regions into communities, then employed a generative model-based approach called the weighted stochastic block model to further probe community interactions. Children showed similar community structure to adults, as defined by Yeo and colleagues in 2011, in early-developing sensory and motor communities, but differences emerged in transmodal areas. Children have more cortical territory in the limbic community, which is involved in emotion processing, than adults. Regions in association cortex interact more flexibly across communities, creating uncertainty for the model-based assignment algorithm, and perhaps reflecting cortical boundaries that are not yet solidified. Uncertainty was highest for cingulo-opercular areas involved in flexible deployment of cognitive control. Activation and deactivation patterns during a working memory task showed that both the data-driven approach and a set of adult communities statistically capture functional organization in middle childhood. Collectively, our findings suggest that community boundaries are not solidified by middle childhood. 2022-02-15 2021-12-21 /pmc/articles/PMC8920293/ /pubmed/34952233 http://dx.doi.org/10.1016/j.neuroimage.2021.118843 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) )
spellingShingle Article
Tooley, Ursula A.
Bassett, Danielle S.
Mackey, Allyson P.
Functional brain network community structure in childhood: Unfinished territories and fuzzy boundaries
title Functional brain network community structure in childhood: Unfinished territories and fuzzy boundaries
title_full Functional brain network community structure in childhood: Unfinished territories and fuzzy boundaries
title_fullStr Functional brain network community structure in childhood: Unfinished territories and fuzzy boundaries
title_full_unstemmed Functional brain network community structure in childhood: Unfinished territories and fuzzy boundaries
title_short Functional brain network community structure in childhood: Unfinished territories and fuzzy boundaries
title_sort functional brain network community structure in childhood: unfinished territories and fuzzy boundaries
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8920293/
https://www.ncbi.nlm.nih.gov/pubmed/34952233
http://dx.doi.org/10.1016/j.neuroimage.2021.118843
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