4.7 Article

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

期刊

NEUROIMAGE
卷 247, 期 -, 页码 -

出版社

ACADEMIC PRESS INC ELSEVIER SCIENCE
DOI: 10.1016/j.neuroimage.2021.118843

关键词

Development; Community structure; Networks; Graph theory; Network neuroscience

资金

  1. National Science Foundation Graduate Research Fellowship
  2. Jacobs Foundation Early Career Research Fellowship
  3. National Institute on Drug Abuse [1R34DA050297-01]
  4. Army Research Office [Grafton-W911NF-16-1-0474]
  5. National Science Foundation [NSF PHY-1554488, BCS-1631550, IIS-1926757]

向作者/读者索取更多资源

The study found that the community structure of children's brains is similar to that of adults, but differences exist in transmodal areas. Children have more cortical territory in the limbic community, which is involved in emotion processing, than adults. Additionally, regions in association cortex interact more flexibly across communities, creating uncertainty.
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= 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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