1. Adolescent binge drinking disrupts normal trajectories of brain functional organization and personality maturation
- Author
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Zhaowen Liu, Herta Flor, Frauke Nees, Gabriel Robert, Christian Büchel, Juliane H. Fröhner, Tobias Banaschewski, Yunyi Zhou, Michael N. Smolka, Sylvane Desrivières, Fei Li, Qiang Luo, Robert Whelan, Andreas Heinz, Arun L.W. Bokde, Gunter Schumann, Luise Poustka, Erin Burke Quinlan, Marie-Laure Paillère Martinot, Henrik Walter, Penny A. Gowland, Vincent Frouin, Jianfeng Feng, Hongtao Ruan, Bernd Ittermann, Hugh Garavan, Jean-Luc Martinot, Dimitri Papadopoulos Orfanos, Uli Bromberg, Sarah Hohmann, Jonchère, Laurent, Santé Mentale et Addictions - Dépression à l'Adolescence: Structure cérébrale et myélinisation - - ADODEP2012 - ANR-12-SAMA-0004 - SAMENTA - VALID, Fudan University [Shanghai], Comportement et noyaux gris centraux = Behavior and Basal Ganglia [Rennes], Université de Rennes (UR)-Université européenne de Bretagne - European University of Brittany (UEB)-CHU Pontchaillou [Rennes]-Institut des Neurosciences Cliniques de Rennes (INCR), Institute of Psychiatry, Psychology & Neuroscience, King's College London, King‘s College London, Xidian University, Central Institute of Mental Health [Mannheim], Medical Faculty [Mannheim], Discipline of Psychiatry [Dublin], School of Medicine [Dublin], Trinity College Dublin-Trinity College Dublin, Service NEUROSPIN (NEUROSPIN), Université Paris-Saclay-Direction de Recherche Fondamentale (CEA) (DRF (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA), University of Vermont [Burlington], University of Nottingham, UK (UON), Charité - UniversitätsMedizin = Charité - University Hospital [Berlin], Physikalisch-Technische Bundesanstalt [Braunschweig] (PTB), Neuroimagerie en psychiatrie (U1000), Université Paris-Sud - Paris 11 (UP11)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris Descartes - Paris 5 (UPD5)-Institut National de la Santé et de la Recherche Médicale (INSERM), Heidelberg University, University Medical Center Göttingen (UMG), Technische Universität Dresden = Dresden University of Technology (TU Dresden), MR/N000390/1, Medical Research Council Canada, 20152234, Shanghai Municipal Education Commission, AERIAL 01EE1406A, Bundesministeriumfür Bildung und Forschung, ANR-12-SAMA-0004, ANR, Shanghai AI Platform for Diagnosis and Treatment of Brain Diseases, Fondation pour la Recherche Médicale, Assistance-Publique-Hôpitaux-de-Paris, 16/ERCD/3797, National Institutes of Health, Science Foundation Ireland, IDEX 2012, Université Paris-Sud, RO1 MH085772-01A1, U.S.A., U54 EB020403, NIH, National Institute for Health Research, MR/N027558/1, BRIDGET, 81761128035, National Natural Science Foundation of China, Fondation de France, LSHM-CT- 2007-037286, European Commission, 2016-17, Project of Zhangjiang Hi-Tech District Management Committee, Shanghai, SFB 940/1, Deutsche Forschungsgemeinschaft, 695313, Horizon 2020 Framework Programme, Mission Interministérielle de Lutte Contre les Drogues et les Conduites Addictives, 17ZR1444400, Natural Science Foundation of Shanghai, Svenska Forskningsrådet Formas, 2018SHZDZX01, Shanghai Municipal Science and Technology, 602450, FP7, Zhangjiang Lab, 16JC1420402, Shanghai Science and Technology Innovation Plan, B18015, Higher Education Discipline Innovation Project, GDEK201709, Shanghai Municipal Commission of Health and Family Planning, 16CR2025B, Shanghai Shenkang Hospital Development Center, 17XD1403200, Shanghai Committee of Science and Technology, 2018YJRC03, Xinhua Hospital of Shanghai Jiao Tong University School of Medicine, PR-ST-0416-10004, ERANID, Institut National de la Santé et de la Recherche Médicale, 603016, MATRICS, 115300-2, Innovative Medicine Initiative Project EU-AIMS, Maudsley NHS Foundation Trust, 2018YFC0910503, National Basic Research Program of China (973 Program), King's College London, ANR-12-SAMA-0004,ADODEP,Dépression à l'Adolescence: Structure cérébrale et myélinisation(2012), Université de Rennes (UR)-Université européenne de Bretagne - European University of Brittany (UEB)-CHU Pontchaillou [Rennes]-Institut des Neurosciences Cliniques de Rennes = Institute of Clinical Neurosciences of Rennes (INCR), University Hospital Mannheim | Universitätsmedizin Mannheim, Université de Rennes 1 (UR1), Université de Rennes (UNIV-RENNES)-Université de Rennes (UNIV-RENNES)-Université européenne de Bretagne - European University of Brittany (UEB)-CHU Pontchaillou [Rennes]-Institut des Neurosciences Cliniques de Rennes (INCR), Direction de Recherche Fondamentale (CEA) (DRF (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris-Saclay, and Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Paris Descartes - Paris 5 (UPD5)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris-Sud - Paris 11 (UP11)
- Subjects
Male ,Support Vector Machine ,Time Factors ,Co-development ,[SDV]Life Sciences [q-bio] ,iFC, increased rsFC ,Binge drinking ,Underage Drinking ,Adolescent ,Genome ,Personality ,Resting state ,lcsh:RC346-429 ,0302 clinical medicine ,rsFC, resting-state functional connectivity ,Longitudinal Studies ,Cantab, Cambridge Neuropsychological Test Automated Battery ,Age of Onset ,Big Five personality traits ,media_common ,rsfMRI, resting-state fMRI ,ANOVA, Analysis of Variance ,NEO-PI-R, Revised NEO Personality Inventory ,05 social sciences ,Brain ,Regular Article ,SNP, single nucleotide polymorphism ,Magnetic Resonance Imaging ,[SDV] Life Sciences [q-bio] ,ESPAD, European School Survey Project on Alcohol and Drugs ,Neurology ,lcsh:R858-859.7 ,Female ,Functional organization ,medicine.symptom ,Psychology ,Alcohol consumption ,Clinical psychology ,Adult ,FDR, false discovery rate ,Cognitive Neuroscience ,media_common.quotation_subject ,SVM, support-vector machine ,AUC, area under curve ,Impulsivity ,lcsh:Computer applications to medicine. Medical informatics ,050105 experimental psychology ,Young Adult ,03 medical and health sciences ,Connectome ,medicine ,Humans ,0501 psychology and cognitive sciences ,Radiology, Nuclear Medicine and imaging ,pSNP, protective SNP ,ROC, receiver operational characteristic ,lcsh:Neurology. Diseases of the nervous system ,rSNP, risk SNP ,dFC, decreased rsFC ,Resting state fMRI ,Adolescent Development ,Mental health ,LOO, leave-one-out ,NRI, net reclassification improvement ,Personality Development ,Impulsive Behavior ,Neurology (clinical) ,SURPS, Substance Use Risk Profile Scale ,030217 neurology & neurosurgery - Abstract
Adolescent binge drinking has been associated with higher risks for the development of many health problems throughout the lifespan. Adolescents undergo multiple changes that involve the co-development processes of brain, personality and behavior; therefore, certain behavior, such as alcohol consumption, can have disruptive effects on both brain development and personality maturation. However, these effects remain unclear due to the scarcity of longitudinal studies. In the current study, we used multivariate approaches to explore discriminative features in brain functional architecture, personality traits, and genetic variants in 19-year-old individuals (n = 212). Taking advantage of a longitudinal design, we selected features that were more drastically altered in drinkers with an earlier onset of binge drinking. With the selected features, we trained a hierarchical model of support vector machines using a training sample (n = 139). Using an independent sample (n = 73), we tested the model and achieved a classification accuracy of 71.2%. We demonstrated longitudinally that after the onset of binge drinking the developmental trajectory of improvement in impulsivity slowed down. This study identified the disrupting effects of adolescent binge drinking on the developmental trajectories of both brain and personality., Highlights • History of binge drinking could be identified by multivariate features at age 19. • Adolescent binge drinking disrupted frontal connectivity maturation in the brain. • Impulsivity improvement slowed down after the onset of adolescent binge drinking.
- Published
- 2019