Evidence map›Paper›PMID 41820538›Full record

ArticleCommunications biology2026

Comprehensive large-scale analyses reveal association between brain structure and cognitive ability during adolescence.

Jiadong Yan, Yasser Iturria-Medina, Gleb Bezgin, Paule Joanne Toussaint, Ke Xie, Liang He, Judy Chen, Kirsten Hilger, Erhan Genç, Alan C Evans and 1 more

Abstract read
In one paragraph

Article in Communications biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors.

Jiadong YanMontreal Neurological Institute, McGill University, Montreal, QC, Canada. jiadong.yan@mail.mcgill.ca.ORCID http://orcid.org/0009-0005-8214-364X
Yasser Iturria-MedinaMontreal Neurological Institute, McGill University, Montreal, QC, Canada.ORCID http://orcid.org/0000-0002-9345-0347
Gleb BezginMontreal Neurological Institute, McGill University, Montreal, QC, Canada.ORCID http://orcid.org/0000-0002-1069-9201
Paule Joanne ToussaintMontreal Neurological Institute, McGill University, Montreal, QC, Canada.ORCID http://orcid.org/0000-0002-7446-150X
Ke XieMontreal Neurological Institute, McGill University, Montreal, QC, Canada.ORCID http://orcid.org/0000-0002-7101-2493
Liang HeMontreal Neurological Institute, McGill University, Montreal, QC, Canada.
Judy ChenMontreal Neurological Institute, McGill University, Montreal, QC, Canada.
Kirsten HilgerDepartment of Psychology I, Würzburg University, Würzburg, Germany.ORCID http://orcid.org/0000-0003-3940-5884
Erhan GençNeuroimaging and Interindividual Differences, Department of Psychology and Neurosciences, Leibniz Research Centre for Working Environment and Human Factors at the Technical University Dortmund, Dortmund, Germany.
Alan C EvansMontreal Neurological Institute, McGill University, Montreal, QC, Canada. alan.evans@mcgill.ca.ORCID http://orcid.org/0000-0003-3841-6098
Sherif KaramaMcGill Centre for Integrative Neuroscience, McGill University, Montreal, QC, Canada. sherif.karama@mcgill.ca.ORCID http://orcid.org/0000-0002-9379-7180

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Significant changes occur in brain structure and cognition during adolescence. Investigating their association can provide insight into brain-based cognitive development, yet previous studies are limited by narrow measures, small samples, and lacking focus on age-dependence. Using a large cohort (n = 8534, age 9-15) with structural MRI and diffusion imaging, we derive 16 regional metrics and integrate them via morphometric similarity networks to characterize 16,563 brain features. We apply large-scale models to investigate their associations with seven cognitive subtests and general intelligence (g), as well as age-dependence. Brain areas most strongly associated with cognition also show the greatest age-dependence of the associations, primarily in the frontal, temporal, and occipital lobes. Stronger and more age-dependent associations with cognition are observed for structural MRI measures and global hub measures, compared with diffusion-derived metrics and local measures, respectively. Overall, our study provides a comprehensive and reliable characterization of adolescent brain structure-cognition associations.

Indexed as

BrainCognitionAdolescentChildFemaleHumansIntelligenceMagnetic Resonance ImagingMale

Identifiers

PMID41820538
PMCPMC13121603

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.