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A cross-cohort replicable and heritable latent dimension linking behaviour to multi-featured brain structure.

Authors :
Nicolaisen-Sobesky E
Mihalik A
Kharabian-Masouleh S
Ferreira FS
Hoffstaedter F
Schwender H
Maleki Balajoo S
Valk SL
Eickhoff SB
Yeo BTT
Mourao-Miranda J
Genon S
Source :
Communications biology [Commun Biol] 2022 Nov 26; Vol. 5 (1), pp. 1297. Date of Electronic Publication: 2022 Nov 26.
Publication Year :
2022

Abstract

Identifying associations between interindividual variability in brain structure and behaviour requires large cohorts, multivariate methods, out-of-sample validation and, ideally, out-of-cohort replication. Moreover, the influence of nature vs nurture on brain-behaviour associations should be analysed. We analysed associations between brain structure (grey matter volume, cortical thickness, and surface area) and behaviour (spanning cognition, emotion, and alertness) using regularized canonical correlation analysis and a machine learning framework that tests the generalisability and stability of such associations. The replicability of brain-behaviour associations was assessed in two large, independent cohorts. The load of genetic factors on these associations was analysed with heritability and genetic correlation. We found one heritable and replicable latent dimension linking cognitive-control/executive-functions and positive affect to brain structural variability in areas typically associated with higher cognitive functions, and with areas typically associated with sensorimotor functions. These results revealed a major axis of interindividual behavioural variability linking to a whole-brain structural pattern.<br /> (© 2022. The Author(s).)

Details

Language :
English
ISSN :
2399-3642
Volume :
5
Issue :
1
Database :
MEDLINE
Journal :
Communications biology
Publication Type :
Academic Journal
Accession number :
36435870
Full Text :
https://doi.org/10.1038/s42003-022-04244-5