Evidence map›Paper›PMID 39893243›Full record

ArticleMolecular psychiatry2025

Cognitive predictors of mental health trajectories are mediated by inferior frontal and occipital development during adolescence.

Qingyang Li, Miao Cao, Dan J Stein, Barbara J Sahakian, Tianye Jia, Christelle Langley, Zixin Gu, Wenjie Hou, Han Lu, Luolong Cao and 27 more

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Article in Molecular psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Article
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4 · The record

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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

37 authors.

Qingyang Li *National Clinical Research Center for Aging and Medicine at Huashan Hospital, Institute of Science and Technology for Brain-Inspired Intelligence, School of Life Sciences, Fudan University, Shanghai, 200433, China.ORCID http://orcid.org/0000-0002-0474-3579
Miao Cao *National Clinical Research Center for Aging and Medicine at Huashan Hospital, Institute of Science and Technology for Brain-Inspired Intelligence, School of Life Sciences, Fudan University, Shanghai, 200433, China.ORCID http://orcid.org/0000-0003-0003-617X
Dan J SteinSAMRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa.ORCID http://orcid.org/0000-0001-7218-7810
Barbara J SahakianNational Clinical Research Center for Aging and Medicine at Huashan Hospital, Institute of Science and Technology for Brain-Inspired Intelligence, School of Life Sciences, Fudan University, Shanghai, 200433, China.ORCID http://orcid.org/0000-0001-7352-1745
Tianye JiaNational Clinical Research Center for Aging and Medicine at Huashan Hospital, Institute of Science and Technology for Brain-Inspired Intelligence, School of Life Sciences, Fudan University, Shanghai, 200433, China.ORCID http://orcid.org/0000-0001-5399-2953
Christelle LangleyDepartment of Psychiatry, University of Cambridge, Cambridge, CB2 0SZ, UK.ORCID http://orcid.org/0000-0001-5061-2820
Zixin GuNational Clinical Research Center for Aging and Medicine at Huashan Hospital, Institute of Science and Technology for Brain-Inspired Intelligence, School of Life Sciences, Fudan University, Shanghai, 200433, China.
Wenjie HouResearch Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China.ORCID http://orcid.org/0000-0002-3418-2768
Han LuNational Clinical Research Center for Aging and Medicine at Huashan Hospital, Institute of Science and Technology for Brain-Inspired Intelligence, School of Life Sciences, Fudan University, Shanghai, 200433, China.
Luolong CaoNational Clinical Research Center for Aging and Medicine at Huashan Hospital, Institute of Science and Technology for Brain-Inspired Intelligence, School of Life Sciences, Fudan University, Shanghai, 200433, China.
Jinran LinMinistry of Education Key Laboratory of Contemporary Anthropology Fudan University, Shanghai, China.
Runye ShiSchool of Data Science, Fudan University, Shanghai, 200433, China.ORCID http://orcid.org/0000-0002-1388-2079
Tobias BanaschewskiDepartment of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany.ORCID http://orcid.org/0000-0003-4595-1144
Arun L W BokdeDiscipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland.ORCID http://orcid.org/0000-0003-0114-4914
Sylvane DesrivièresSocial, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK.ORCID http://orcid.org/0000-0002-9120-7060
Herta FlorInstitute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany.ORCID http://orcid.org/0000-0003-4809-5398
Antoine GrigisNeuroSpin, CEA, Université Paris-Saclay, F-91191, Gif-sur-Yvette, France.
Hugh GaravanDepartments of Psychiatry and Psychology, University of Vermont, 05405, Burlington, VT, USA.ORCID http://orcid.org/0000-0002-8939-1014
Penny GowlandSir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK.ORCID http://orcid.org/0000-0002-4900-4817
Andreas HeinzDepartment of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany.ORCID http://orcid.org/0000-0001-5405-9065
Rüdiger BrühlPhysikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany.ORCID http://orcid.org/0000-0003-0111-5996
Jean-Luc MartinotInstitut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie"; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France.ORCID http://orcid.org/0000-0002-0136-0388
Eric ArtigesInstitut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie"; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette; and Psychiatry Department, EPS Barthélémy Durand, Etampes, France.ORCID http://orcid.org/0000-0003-4461-7646
Frauke NeesDepartment of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany.ORCID http://orcid.org/0000-0002-7796-8234
Dimitri Papadopoulos OrfanosNeuroSpin, CEA, Université Paris-Saclay, F-91191, Gif-sur-Yvette, France.ORCID http://orcid.org/0000-0002-1242-8990
Tomáš PausDepartment of Psychiatry, Faculty of Medicine and Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, QC, Canada.ORCID http://orcid.org/0000-0003-1495-9338
Luise PoustkaDepartment of Child and Adolescent Psychiatry, Center for Psychosocial Medicine, University Hospital Heidelberg, Heidelberg, Germany.
Sarah HohmannDepartment of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany.ORCID http://orcid.org/0000-0002-5175-6698
Christian BaeuchlDepartment of Psychiatry and Psychotherapy, Technische Universität Dresden, Dresden, Germany.
Michael N SmolkaDepartment of Psychiatry and Psychotherapy, Technische Universität Dresden, Dresden, Germany.ORCID http://orcid.org/0000-0001-5398-5569
Nilakshi VaidyaCentre for Population Neuroscience and Stratified Medicine (PONS), Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Berlin, Germany.
Henrik WalterDepartment of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany.ORCID http://orcid.org/0000-0002-9403-6121
Robert WhelanSchool of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland.ORCID http://orcid.org/0000-0002-2790-7281
Gunter SchumannCentre for Population Neuroscience and Stratified Medicine (PONS), Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Berlin, Germany.ORCID http://orcid.org/0000-0002-7740-6469
Jianfeng FengNational Clinical Research Center for Aging and Medicine at Huashan Hospital, Institute of Science and Technology for Brain-Inspired Intelligence, School of Life Sciences, Fudan University, Shanghai, 200433, China.ORCID http://orcid.org/0000-0001-5987-2258
Qiang LuoNational Clinical Research Center for Aging and Medicine at Huashan Hospital, Institute of Science and Technology for Brain-Inspired Intelligence, School of Life Sciences, Fudan University, Shanghai, 200433, China. qluo@fudan.edu.cn.ORCID http://orcid.org/0000-0002-0426-6039
IMAGEN Consortium

Funding

ABCD-USA Consortium: Research ProjectU01DA041148 · NIDA · OREGON HEALTH & SCIENCE UNIVERSITY · PI Damien A Fair, Rebekah S Huber · 2015 to 2026
$22.3M
NIDA NIH HHS U01 DA041148
6 · The paper itself

Abstract

Laboratory studies show brain maturation involves synaptic pruning and cognitive development. Human studies suggest links between early cognitive performance and later mental health, but inconsistencies remain. It is unclear if specific brain regions mediate this relationship, and the molecular underpinnings are not well understood. Here, our longitudinal analyses in both the Adolescent Brain Cognitive Development and IMAGEN cohorts establish inverted U-shaped relationships between baseline executive function and subsequent symptom trajectories in the high-symptom individuals, whose externalizing (n = 963) or internalizing (n = 1762) symptoms exceed a clinical threshold at any point during the follow-up period, but not in the control group (n = 4291). Volumetric changes in the left lateral occipital cortex (LOC) mediated the relationship with externalizing symptoms (outwardly directed behaviors such as aggression), while changes in the right LOC and pars triangularis mediated the relationship with internalizing symptoms (inwardly directed emotional problems such as anxiety). Transcriptomic and genomic findings highlighted synaptic biology and particularly the gene ADCY1, which is implicated in synaptic pruning, as underlying both moderate executive function and its associated brain mediators. Notably, preadolescent cognitive performance predicts late-onset externalizing symptoms and remitting internalizing symptoms with high accuracies (area under the curve: 0.87 and 0.79). Our findings highlight the predictive value of cognitive performance for adolescent mental health trajectories, and indicate how this is mediated by specific brain regions, and underpinned by particular molecular pathways.

Indexed as

CognitionOccipital LobeAdolescentAdolescent DevelopmentBrainChildExecutive FunctionFemaleFrontal LobeHumansLongitudinal StudiesMagnetic Resonance ImagingMaleMental DisordersMental Health

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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.