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Kühn S, Mascharek A, Banaschewski T, Bodke A, Bromberg U, Büchel C, Quinlan EB, Desrivieres S, Flor H, Grigis A, Garavan H, Gowland PA, Heinz A, Ittermann B, Martinot JL, Nees F, Papadopoulos Orfanos D, Paus T, Poustka L, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Lindenberger U, Gallinat J. Predicting development of adolescent drinking behaviour from whole brain structure at 14 years of age. eLife 2019; 8:e44056. [PMID: 31262402 PMCID: PMC6606021 DOI: 10.7554/elife.44056] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Accepted: 05/07/2019] [Indexed: 12/02/2022] Open
Abstract
Adolescence is a common time for initiation of alcohol use and development of alcohol use disorders. The present study investigates neuroanatomical predictors for trajectories of future alcohol use based on a novel voxel-wise whole-brain structural equation modeling framework. In 1814 healthy adolescents of the IMAGEN sample, the Alcohol Use Disorder Identification Test (AUDIT) was acquired at three measurement occasions across five years. Based on a two-part latent growth curve model, we conducted whole-brain analyses on structural MRI data at age 14, predicting change in alcohol use score over time. Higher grey-matter volumes in the caudate nucleus and the left cerebellum at age 14 years were predictive of stronger increase in alcohol use score over 5 years. The study is the first to demonstrate the feasibility of running separate voxel-wise structural equation models thereby opening new avenues for data analysis in brain imaging.
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Affiliation(s)
- Simone Kühn
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg-EppendorfHamburgGermany
- Center for Lifespan PsychologyMax Planck Institute for Human DevelopmentBerlinGermany
| | - Anna Mascharek
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg-EppendorfHamburgGermany
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Arun Bodke
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of NeuroscienceTrinity College DublinDublinIreland
| | - Uli Bromberg
- University Medical Centre Hamburg-EppendorfHamburgGermany
| | | | - Erin Burke Quinlan
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing’s College LondonLondonUnited Kingdom
| | - Sylvane Desrivieres
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing’s College LondonLondonUnited Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Department of Psychology, School of Social SciencesUniversity of MannheimMannheimGermany
| | - Antoine Grigis
- NeuroSpin, CEAUniversité Paris-SaclayGif-sur-YvetteFrance
| | - Hugh Garavan
- Department of PsychiatryUniversity of VermontBurlingtonUnited States
- Department of PsychologyUniversity of VermontBurlingtonUnited States
| | - Penny A Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and AstronomyUniversity of NottinghamNottinghamUnited Kingdom
| | - Andreas Heinz
- Department of Psychiatry and PsychotherapyCharité – Universitätsmedizin BerlinBerlinGermany
| | | | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University ParisSud, University Paris DescartesParisFrance
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Department of Psychology, School of Social SciencesUniversity of MannheimMannheimGermany
| | | | - Tomas Paus
- Bloorview Research InstituteHolland Bloorview Kids Rehabilitation HospitalTorontoCanada
- Department of PsychologyUniversity of TorontoTorontoCanada
- Department of PsychiatryUniversity of TorontoTorontoCanada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and PsychotherapyUniversity Medical Centre GöttingenGöttingenGermany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Juliane H Fröhner
- Neuroimaging Center,Department of PsychiatryTechnische Universität DresdenDresdenGermany
| | - Michael N Smolka
- Neuroimaging Center,Department of PsychiatryTechnische Universität DresdenDresdenGermany
| | - Henrik Walter
- Department of Psychiatry and PsychotherapyCharité – Universitätsmedizin BerlinBerlinGermany
| | - Robert Whelan
- Global Brain Health Institute,School of PsychologyTrinity College DublinDublinIreland
| | - Gunter Schumann
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing’s College LondonLondonUnited Kingdom
| | - Ulman Lindenberger
- Center for Lifespan PsychologyMax Planck Institute for Human DevelopmentBerlinGermany
| | - Jürgen Gallinat
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg-EppendorfHamburgGermany
| | - IMAGEN Consortium
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg-EppendorfHamburgGermany
- Center for Lifespan PsychologyMax Planck Institute for Human DevelopmentBerlinGermany
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of NeuroscienceTrinity College DublinDublinIreland
- University Medical Centre Hamburg-EppendorfHamburgGermany
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing’s College LondonLondonUnited Kingdom
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Department of Psychology, School of Social SciencesUniversity of MannheimMannheimGermany
- NeuroSpin, CEAUniversité Paris-SaclayGif-sur-YvetteFrance
- Department of PsychiatryUniversity of VermontBurlingtonUnited States
- Department of PsychologyUniversity of VermontBurlingtonUnited States
- Sir Peter Mansfield Imaging Centre School of Physics and AstronomyUniversity of NottinghamNottinghamUnited Kingdom
- Department of Psychiatry and PsychotherapyCharité – Universitätsmedizin BerlinBerlinGermany
- Physikalisch-Technische Bundesanstalt (PTB)BerlinGermany
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University ParisSud, University Paris DescartesParisFrance
- Bloorview Research InstituteHolland Bloorview Kids Rehabilitation HospitalTorontoCanada
- Department of PsychologyUniversity of TorontoTorontoCanada
- Department of PsychiatryUniversity of TorontoTorontoCanada
- Department of Child and Adolescent Psychiatry and PsychotherapyUniversity Medical Centre GöttingenGöttingenGermany
- Neuroimaging Center,Department of PsychiatryTechnische Universität DresdenDresdenGermany
- Global Brain Health Institute,School of PsychologyTrinity College DublinDublinIreland
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