Evidence map›Paper›PMID 38814872›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2024

In vivo whole-cortex marker of excitation-inhibition ratio indexes cortical maturation and cognitive ability in youth.

Shaoshi Zhang, Bart Larsen, Valerie J Sydnor, Tianchu Zeng, Lijun An, Xiaoxuan Yan, Ru Kong, Xiaolu Kong, Ruben C Gur, Raquel E Gur and 13 more

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
40citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

40 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Trial
  3. Excitation-inhibition imbalance links amyloid pathophysiology to cognition in non-demented individuals.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026
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  12. Critical Dynamics in the Association Cortex Predict Higher Intelligence in Typically Developing Children.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026
    Article
  13. Investigating hierarchical critical periods in human neurodevelopment.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2026
    Review
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

23 authors.

Shaoshi Zhang *Centre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore.ORCID 0000-0002-6352-9150
Bart Larsen *Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, PA 19104.ORCID 0000-0001-7896-4342
Valerie J Sydnor *Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, PA 19104.
Tianchu ZengCentre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore.
Lijun AnCentre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore.ORCID 0000-0003-1030-4625
Xiaoxuan YanCentre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore.
Ru KongCentre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore.ORCID 0000-0001-7842-0329
Xiaolu KongCentre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore.
Ruben C GurDepartment of Psychiatry, University of Pennsylvania, Philadelphia, PA 19104.ORCID 0000-0002-9657-1996
Raquel E GurDepartment of Psychiatry, University of Pennsylvania, Philadelphia, PA 19104.ORCID 0000-0002-4082-8502
Tyler M MooreDepartment of Psychiatry, University of Pennsylvania, Philadelphia, PA 19104.
Daniel H WolfDepartment of Psychiatry, University of Pennsylvania, Philadelphia, PA 19104.
Avram J HolmesDepartment of Psychiatry, Brain Health Institute, Rutgers University, Piscataway, NJ 07103.ORCID 0000-0001-6583-803X
Yapei XieCentre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore.ORCID 0000-0003-3590-7502
Juan Helen ZhouCentre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore.ORCID 0000-0002-0180-8648
Marielle V FortierDepartment of Diagnostic and Interventional Imaging, Kandang Kerbau Women's and Children's Hospital, Singapore 229899, Singapore.ORCID 0000-0002-3294-1054
Ai Peng TanSingapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore 138632, Singapore.
Peter GluckmanCentre for Human Evolution, Adaptation and Disease, Liggins Institute, University of Auckland, Auckland 1142, New Zealand.ORCID 0000-0002-5711-1655
Yap Seng ChongSingapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore 138632, Singapore.
Michael J MeaneySingapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore 138632, Singapore.
Gustavo DecoCenter for Brain and Cognition, Department of Technology and Information, Universitat Pompeu Fabra, Barcelona 08002, Spain.ORCID 0000-0002-8995-7583
Theodore D Satterthwaite *Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, PA 19104.ORCID 0000-0001-7072-9399
B T Thomas Yeo *Centre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore.

Funding

Mapping the Human Connectome: Structure, Function, and HeritabilityU54MH091657 · NIMH · WASHINGTON UNIVERSITY · PI UGURBIL, KAMIL, VAN ESSEN, DAVID C · 2010 to 2014
$34.7M
Neurodevelopmental Genomics: Trajectories of Complex PhenotypesRC2MH089983 · NIMH · UNIVERSITY OF PENNSYLVANIA · PI GUR, RAQUEL E · 2009 to 2011
$14.3M
2/2 Neurodevelopmental Genomics: Trajectories of Complex PhenotypesRC2MH089924 · NIMH · CHILDREN'S HOSP OF PHILADELPHIA · PI HAKONARSON, HAKON · 2009 to 2011
$10.7M
Longitudinal Mapping of Network Development Underlying Executive Dysfunction in AdolescenceR01MH113550 · NIMH · UNIVERSITY OF PENNSYLVANIA · PI Danielle Smith Bassett, Theodore Satterthwaite · 2018 to 2026
$6.9M
SCHIZOPHRENIA: A NEUROPSYCHIATRIC PERSPECTIVET32MH019112 · NIMH · UNIVERSITY OF PENNSYLVANIA · PI GUR, RAQUEL E · 1990 to 2024
$6.2M
Personalized Functional Network Modeling to Characterize and Predict Psychopathology in YouthR01EB022573 · NIBIB · UNIVERSITY OF PENNSYLVANIA · PI Yong Fan, Theodore Satterthwaite · 2016 to 2026
$6.0M
Inter-modal Coupling Image AnalyticsR01MH112847 · NIMH · UNIVERSITY OF PENNSYLVANIA · PI Theodore Satterthwaite, Russell Takeshi Shinohara · 2017 to 2026
$5.9M
TRAINING PROGRAM IN NEUROPSYCHOPHARMACOLOGY-PREDOCTORALT32MH014654 · NIMH · UNIVERSITY OF PENNSYLVANIA · PI BERRETTINI, WADE H · 1985 to 2021
$5.0M
Functional genomics of the human connectome in psychiatric illnessR01MH120080 · NIMH · YALE UNIVERSITY · PI AVRAM J HOLMES, Thomas Boon Thye Yeo · 2019 to 2026
$4.8M
Precision mapping of individualized executive networks in youthR37MH125829 · NIMH · UNIVERSITY OF MINNESOTA · PI Damien A Fair, Theodore Satterthwaite · 2021 to 2026
$4.7M
Reproducible imaging-based brain growth charts for psychiatryR01MH120482 · NIMH · UNIVERSITY OF PENNSYLVANIA · PI MILHAM, MICHAEL PETER, SATTERTHWAITE, THEODORE · 2019 to 2023
$3.5M
A mega-analysis framework for delineating autism neurosubtypesR01MH133334 · NIMH · CHILD MIND INSTITUTE, INC. · PI Adriana Di Martino · 2023 to 2026
$2.9M
HHS | National Institutes of Health (NIH) K99MH127293; T32MH014654HHS | National Institutes of Health (NIH) R01MH113550; R01MH120482; R01MH112847; R01EB022573; RF1MH116920; RF1MH121867; R37MH125829; T32MH019HHS | National Institutes of Health (NIH) R01MH120080NIBIB NIH HHS R01 EB022573NIMH NIH HHS K99 MH127293NIMH NIH HHS R00 MH127293NIMH NIH HHS R01 MH112847NIMH NIH HHS R01 MH113550NIMH NIH HHS R01 MH120080NIMH NIH HHS R01 MH120482NIMH NIH HHS R01 MH133334NIMH NIH HHS R37 MH125829NIMH NIH HHS RC2 MH089924NIMH NIH HHS RC2 MH089983NIMH NIH HHS RF1 MH116920NIMH NIH HHS RF1 MH121867NIMH NIH HHS T32 MH014654NIMH NIH HHS T32 MH019112NIMH NIH HHS U54 MH091657NUS Yong Loo Lin School of Medicine NUHSRO/2020/124/TMR/LOASingapore Ministry of Health CG21APR1009Singapore National Medical Research Council OFLCG19May-0035; STaR20nov-0003
6 · The paper itself

Abstract

A balanced excitation-inhibition ratio (E/I ratio) is critical for healthy brain function. Normative development of cortex-wide E/I ratio remains unknown. Here, we noninvasively estimate a putative marker of whole-cortex E/I ratio by fitting a large-scale biophysically plausible circuit model to resting-state functional MRI (fMRI) data. We first confirm that our model generates realistic brain dynamics in the Human Connectome Project. Next, we show that the estimated E/I ratio marker is sensitive to the gamma-aminobutyric acid (GABA) agonist benzodiazepine alprazolam during fMRI. Alprazolam-induced E/I changes are spatially consistent with positron emission tomography measurement of benzodiazepine receptor density. We then investigate the relationship between the E/I ratio marker and neurodevelopment. We find that the E/I ratio marker declines heterogeneously across the cerebral cortex during youth, with the greatest reduction occurring in sensorimotor systems relative to association systems. Importantly, among children with the same chronological age, a lower E/I ratio marker (especially in the association cortex) is linked to better cognitive performance. This result is replicated across North American (8.2 to 23.0 y old) and Asian (7.2 to 7.9 y old) cohorts, suggesting that a more mature E/I ratio indexes improved cognition during normative development. Overall, our findings open the door to studying how disrupted E/I trajectories may lead to cognitive dysfunction in psychopathology that emerges during youth.

Indexed as

Cerebral CortexCognitionMagnetic Resonance ImagingAdolescentAlprazolamChildConnectomeFemaleHumansMaleReceptors, GABA-AYoung AdultAlprazolamReceptors, GABA-Acognitioncontrol networkdefault mode networkneurodevelopmentresting state functional connectivity

Identifiers

PMID38814872
PMCPMC11161789

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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.