ArticleProceedings of the National Academy of Sciences of the United States of America2021
Predicting multilingual effects on executive function and individual connectomes in children: An ABCD study.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed, 22 citations in OpenAlex.
- Friends, family, and community influences on adolescent development: A review of impactful findings from the ABCD study®.Developmental cognitive neuroscience · 2026Article
- The Neurodevelopmental Dynamics of Multilingual Experience During Childhood: A Longitudinal Behavioral, Structural, and Functional MRI Study.Brain sciences · 2025Article
- Language experience influences performance on the NIH Toolbox Cognition Battery: A cluster analysis.Humanities & social sciences communications · 2025Article
- Enhanced efficiency in the bilingual brain through the inter-hemispheric cortico-cerebellar pathway in early second language acquisition.Communications biology · 2024Article
- Frontoparietal Response to Working Memory Load Mediates the Association between Sleep Duration and Cognitive Function in Children.Brain sciences · 2024Article
- Specific Language Impairment and Executive Functions in School-Age Children: A Systematic Review.Cureus · 2023Review
- Atypical Functional Network Properties and Associated Dimensions of Child Psychopathology During Rest and Task Performance.Biological psychiatry global open science · 2023Article
- Genetic bases of language control in bilinguals: Evidence from an EEG study.Human brain mapping · 2023Article
- Cross-cohort replicability and generalizability of connectivity-based psychometric prediction patterns.NeuroImage · 2022Article
- Person-specific connectivity mapping uncovers differences of bilingual language experience on brain bases of attention in children.Brain and language · 2022Article
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Authors and funding
5 authors at 2 institutions in 2 countries.
Funding
Abstract
While there is a substantial amount of work studying multilingualism's effect on cognitive functions, little is known about how the multilingual experience modulates the brain as a whole. In this study, we analyzed data of over 1,000 children from the Adolescent Brain Cognitive Development (ABCD) Study to examine whether monolinguals and multilinguals differ in executive function, functional brain connectivity, and brain-behavior associations. We observed significantly better performance from multilingual children than monolinguals in working-memory tasks. In one finding, we were able to classify multilinguals from monolinguals using only their whole-brain functional connectome at rest and during an emotional n-back task. Compared to monolinguals, the multilingual group had different functional connectivity mainly in the occipital lobe and subcortical areas during the emotional n-back task and in the occipital lobe and prefrontal cortex at rest. In contrast, we did not find any differences in behavioral performance and functional connectivity when performing a stop-signal task. As a second finding, we investigated the degree to which behavior is reflected in the brain by implementing a connectome-based behavior prediction approach. The multilingual group showed a significant correlation between observed and connectome-predicted individual working-memory performance scores, while the monolingual group did not show any correlations. Overall, our observations suggest that multilingualism enhances executive function and reliably modulates the corresponding brain functional connectome, distinguishing multilinguals from monolinguals even at the developmental stage.
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