Evidence map›Paper›PMID 40998771›Full record

SynthesisNature communications2025

Neurodevelopmental commonalities in cognitive control networks for mathematics and reading in meta-analysis of 3308 participants.

Zehra E Ünal, Yunji Park, Emine Simsek, Vinod Menon, David C Geary

Abstract readMeta-AnalysisReview
In one paragraph

Synthesis in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Zehra E ÜnalDepartment of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, 94305, USA.
Yunji ParkDepartment of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, 94305, USA.ORCID http://orcid.org/0000-0003-2904-9505
Emine SimsekDepartment of Psychological Sciences, University of Missouri, Columbia, MO, 65203, USA.ORCID http://orcid.org/0000-0003-1679-1276
Vinod MenonDepartment of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, 94305, USA.ORCID http://orcid.org/0000-0003-1622-9857
David C GearyDepartment of Psychological Sciences, University of Missouri, Columbia, MO, 65203, USA. GearyD@Missouri.edu.ORCID http://orcid.org/0000-0003-3029-6343

Funding

Longitudinal Neurocognitive Studies of Mathematical Disabilities: trajectories and outcomesR37HD094623 · NICHD · STANFORD UNIVERSITY · PI Vinod Menon · 2018 to 2026
$6.8M
Mathematical Cognition in Autism: A Cognitive and Systems Neuroscience ApproachR01MH084164 · NIMH · STANFORD UNIVERSITY · PI MENON, VINOD · 2011 to 2021
$6.7M
Delimiting and Leveraging Children's Natural Sense of ProportionR03HD081087 · NICHD · UNIVERSITY OF WISCONSIN-MADISON · PI MATTHEWS, PERCIVAL GRANT · 2014 to 2015
$149k
National Science Foundation (NSF) DRL-2024856NICHD NIH HHS R03 HD081087NICHD NIH HHS R37 HD094623NIMH NIH HHS R01 MH084164U.S. Department of Health & Human Services | National Institutes of Health (NIH) HD059205U.S. Department of Health & Human Services | National Institutes of Health (NIH) HD094623U.S. Department of Health & Human Services | National Institutes of Health (NIH) MH084164U.S. Department of Health & Human Services | NIH | Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD) NIH P20 HD109951
6 · The paper itself

Abstract

Mathematics and reading abilities are foundational academic skills that are robustly correlated across development, suggesting shared cognitive mechanisms. To identify their common neural architecture, we conducted the largest cross-domain meta-analysis to date (179 experiments, 3308 participants). By analyzing activation patterns across simple and complex tasks in both children and adults, we uncovered three key insights into how the brain supports academic performance and learning. First, while mathematical processing recruits frontal-parietal regions and reading frontal-temporal regions, both domains rely on shared cognitive control networks. The salience network in particular, anchored by the bilateral insula and dorsomedial prefrontal cortex, supports both mathematical and reading processes, particularly during complex tasks. Second, children show broader engagement of these cognitive control networks than adults across both domains. Third, adults demonstrate more specialized posterior network engagement for domain-specific processing while maintaining prefrontal recruitment for challenging tasks, suggesting a developmental shift toward efficient, specialized processing. These findings suggest the ability to engage and coordinate cognitive control networks might represent a fundamental mechanism in academic performance and learning.

Indexed as

BrainCognitionMathematicsNerve NetReadingAdolescentAdultBrain MappingChildFemaleHumansLearningMagnetic Resonance ImagingMalePrefrontal CortexYoung Adult

Identifiers

PMID40998771
PMCPMC12462466

What OpenQuestion holds

Textmetadata
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.