Evidence map›Paper›PMID 39235858›Full record

ArticleeLife2024

A robust brain network for sustained attention from adolescence to adulthood that predicts later substance use.

Yihe Weng, Johann Kruschwitz, Laura M Rueda-Delgado, Kathy L Ruddy, Rory Boyle, Luisa Franzen, Emin Serin, Tochukwu Nweze, Jamie Hanson, Alannah Smyth and 26 more

Abstract read
In one paragraph

Article in eLife, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Model-based analysis of stop-signal data reveals robust neural and clinical correlates of evidence accumulation but not inhibition.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2026
    Article
  3. Something is not nothing: Hair-tested substance use and cognitive functions in a large community sample of young adults.European psychiatry : the journal of the Association of European Psychiatrists · 2026
    Article
  4. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

36 authors.

Yihe WengSchool of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland.ORCID https://orcid.org/0009-0005-2628-9492
Johann KruschwitzDepartment 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.
Laura M Rueda-DelgadoSchool of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland.ORCID https://orcid.org/0000-0002-8730-8977
Kathy L RuddySchool of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland.ORCID https://orcid.org/0000-0001-5501-0423
Rory BoyleSchool of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland.
Luisa FranzenSchool of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland.
Emin SerinDepartment 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 https://orcid.org/0000-0002-3570-3027
Tochukwu NwezeDepartment of Psychology, University of Utah, Salt Lake City, United States.
Jamie HansonDepartment of Psychology, Learning Research & Development Center, University of Pittsburgh, Pittsburgh, United States.
Alannah SmythSchool of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland.
Tom FarnanSchool of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland.ORCID https://orcid.org/0000-0002-7214-4041
Tobias BanaschewskiDepartment of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
Arun L W BokdeDiscipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland.
Sylvane DesrivièresCentre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, & Neuroscience, SGDP Centre, King's College London, London, United Kingdom.
Herta FlorInstitute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Mannheim, Heidelberg University, Mannheim, Germany.
Antoine GrigisNeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France.
Hugh GaravanDepartments of Psychiatry and Psychology, University of Vermont, Burlington, United States.
Penny A GowlandSir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom.
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.
Rüdiger BrühlPhysikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany.ORCID https://orcid.org/0000-0003-0111-5996
Jean-Luc MartinotInstitut National de la Santé et de la Recherche Médicale, INSERM U 1299 'Trajectoires développementales & psychiatrie', University Paris-Saclay, CNRS; Ecole Normale Supérieure Paris-Saclay, Centre Borelli, Gif-sur-Yvette, France.ORCID https://orcid.org/0000-0002-0136-0388
Marie-Laure Paillère MartinotInstitut National de la Santé et de la Recherche Médicale, INSERM U 1299 'Trajectoires développementales & psychiatrie', University Paris-Saclay, CNRS; Ecole Normale Supérieure Paris-Saclay, Centre Borelli, Gif-sur-Yvette, France.
Eric ArtigesInstitut National de la Santé et de la Recherche Médicale, INSERM U 1299 'Trajectoires développementales & psychiatrie', University Paris-Saclay, CNRS; Ecole Normale Supérieure Paris-Saclay, Centre Borelli, Gif-sur-Yvette, France.
Jane McGrathDiscipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland.
Frauke NeesDepartment of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
Dimitri Papadopoulos OrfanosNeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France.ORCID https://orcid.org/0000-0002-1242-8990
Tomas PausDepartments of Psychiatry and Neuroscience, Faculty of Medicine and Centre Hosptalier Universitaire Sainte-Justine, University of Montreal, Montreal, Canada.
Luise PoustkaDepartment of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany.
Nathalie HolzDepartment of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
Juliane FröhnerDepartment of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany.
Michael N SmolkaCentre for Population Neuroscience and Stratified Medicine (PONS), Department of Psychiatry and Neuroscience, Charité Universitätsmedizin Berlin, Berlin, Germany.ORCID https://orcid.org/0000-0001-5398-5569
Nilakshi VaidyaCentre for Population Neuroscience and Precision Medicine (PONS), Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, China.
Gunter SchumannCentre for Population Neuroscience and Stratified Medicine (PONS), Department of Psychiatry and Neuroscience, 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.
Robert WhelanSchool of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland.ORCID https://orcid.org/0000-0002-2790-7281
IMAGEN Consortium

Funding

A decentralized macro and micro gene-by-environment interaction analysis of substance use behavior and its brain biomarkers R01DA049238 · NIDA · GEORGIA STATE UNIVERSITY · PI CALHOUN, VINCE D, LIU, JINGYU · 2019 to 2023
$2.9M
Agence Nationale de la Recherche AAPG2019 - GeBraAgence Nationale de la Recherche ANR-12-SAMA-0004China Scholarship Council - Trinity College Dublin Joint Scholarship Programme 202006750028European Union-funded FP6 Integrated Project IMAGEN LSHM-CT- 2007-037286European Union funded project 'environMENTAL' 101057429Horizon 2020 ERC Advanced Grant 'STRATIFY' 695313Medical Research Council 'c-VEDA' MR/N000390/1Medical Research Foundation and Medical Research Council MR/R00465X/1Medical Research Foundation and Medical Research Council MR/S020306/1NIDA NIH HHS R01 DA049238NIH HHS R01DA049238Science Foundation Ireland 16/ERCD/3797
6 · The paper itself

Abstract

Substance use, including cigarettes and cannabis, is associated with poorer sustained attention in late adolescence and early adulthood. Previous studies were predominantly cross-sectional or under-powered and could not indicate if impairment in sustained attention was a predictor of substance use or a marker of the inclination to engage in such behavior. This study explored the relationship between sustained attention and substance use across a longitudinal span from ages 14 to 23 in over 1000 participants. Behaviors and brain connectivity associated with diminished sustained attention at age 14 predicted subsequent increases in cannabis and cigarette smoking, establishing sustained attention as a robust biomarker for vulnerability to substance use. Individual differences in network strength relevant to sustained attention were preserved across developmental stages and sustained attention networks generalized to participants in an external dataset. In summary, brain networks of sustained attention are robust, consistent, and able to predict aspects of later substance use.

Indexed as

AttentionBrainSubstance-Related DisordersAdolescentAdultCigarette SmokingFemaleHumansLongitudinal StudiesMagnetic Resonance ImagingMaleYoung Adultadolescencecannabisconnectivityhumanlongitudinalneuroimagingneurosciencesubstance use

Identifiers

PMID39235858
PMCPMC11377036

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Registered trials

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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.