Eigenmode-based approach reveals a decline in brain structure-function liberality across the human lifespan.


Journal

Communications biology
ISSN: 2399-3642
Titre abrégé: Commun Biol
Pays: England
ID NLM: 101719179

Informations de publication

Date de publication:
07 11 2023
Historique:
received: 15 07 2023
accepted: 23 10 2023
medline: 9 11 2023
pubmed: 8 11 2023
entrez: 7 11 2023
Statut: epublish

Résumé

While brain function is supported and constrained by the underlying structure, the connectome-based link estimated by current approaches is either relatively moderate or accompanied by high model complexity, with the essential principles underlying structure-function coupling remaining elusive. Here, by proposing a mapping method based on network eigendecomposition, we present a concise and strong correspondence between structure and function. We show that the explanation of functional connectivity can be significantly improved by incorporating interactions between different structural eigenmodes. We also demonstrate the pronounced advantage of the present mapping in capturing individual-specific information with simple implementation. Applying our methodology to the human lifespan, we find that functional diversity decreases with age, with functional interactions increasingly dominated by the leading functional mode. We also find that structure-function liberality weakens with age, which is driven by the decreases in functional components that are less constrained by anatomy, while the magnitude of structure-aligned components is preserved. Overall, our work enhances the understanding of structure-function coupling from a collective, connectome-oriented perspective and promotes a more refined identification of functional portions relevant to human aging, holding great potential for mechanistic insights into individual differences associated with cognition, development, and neurological disorders.

Identifiants

pubmed: 37935762
doi: 10.1038/s42003-023-05497-4
pii: 10.1038/s42003-023-05497-4
pmc: PMC10630517
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

1128

Subventions

Organisme : NIAAA NIH HHS
ID : R01 AA010030
Pays : United States
Organisme : NIAAA NIH HHS
ID : R37 AA010030
Pays : United States

Informations de copyright

© 2023. The Author(s).

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Auteurs

Yaqian Yang (Y)

School of Mathematical Sciences, Beihang University, Beijing, China.
Key laboratory of Mathematics, Informatics and Behavioral Semantics (LMIB), Beihang University, Beijing, China.

Shaoting Tang (S)

Key laboratory of Mathematics, Informatics and Behavioral Semantics (LMIB), Beihang University, Beijing, China. tangshaoting@buaa.edu.cn.
Institute of Artificial Intelligence, Beihang University, Beijing, China. tangshaoting@buaa.edu.cn.
State Key Lab of Software Development Environment (NLSDE), Beihang University, Beijing, China. tangshaoting@buaa.edu.cn.
Zhongguancun Laboratory, Beijing, China. tangshaoting@buaa.edu.cn.
Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China. tangshaoting@buaa.edu.cn.
PengCheng Laboratory, Shenzhen, China. tangshaoting@buaa.edu.cn.
Institute of Medical Artificial Intelligence, Binzhou Medical University, Yantai, China. tangshaoting@buaa.edu.cn.

Xin Wang (X)

Key laboratory of Mathematics, Informatics and Behavioral Semantics (LMIB), Beihang University, Beijing, China. wangxin_1993@buaa.edu.cn.
Institute of Artificial Intelligence, Beihang University, Beijing, China. wangxin_1993@buaa.edu.cn.
State Key Lab of Software Development Environment (NLSDE), Beihang University, Beijing, China. wangxin_1993@buaa.edu.cn.
Zhongguancun Laboratory, Beijing, China. wangxin_1993@buaa.edu.cn.
Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China. wangxin_1993@buaa.edu.cn.
PengCheng Laboratory, Shenzhen, China. wangxin_1993@buaa.edu.cn.

Yi Zhen (Y)

School of Mathematical Sciences, Beihang University, Beijing, China.
Key laboratory of Mathematics, Informatics and Behavioral Semantics (LMIB), Beihang University, Beijing, China.

Yi Zheng (Y)

School of Mathematical Sciences, Beihang University, Beijing, China.
Key laboratory of Mathematics, Informatics and Behavioral Semantics (LMIB), Beihang University, Beijing, China.

Hongwei Zheng (H)

Beijing Academy of Blockchain and Edge Computing (BABEC), Beijing, China.

Longzhao Liu (L)

Key laboratory of Mathematics, Informatics and Behavioral Semantics (LMIB), Beihang University, Beijing, China.
Institute of Artificial Intelligence, Beihang University, Beijing, China.
State Key Lab of Software Development Environment (NLSDE), Beihang University, Beijing, China.
Zhongguancun Laboratory, Beijing, China.
Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China.
PengCheng Laboratory, Shenzhen, China.

Zhiming Zheng (Z)

Key laboratory of Mathematics, Informatics and Behavioral Semantics (LMIB), Beihang University, Beijing, China.
Institute of Artificial Intelligence, Beihang University, Beijing, China.
State Key Lab of Software Development Environment (NLSDE), Beihang University, Beijing, China.
Zhongguancun Laboratory, Beijing, China.
Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China.
PengCheng Laboratory, Shenzhen, China.
Institute of Medical Artificial Intelligence, Binzhou Medical University, Yantai, China.

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