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Genetic association study of childhood aggression across raters, instruments, and age

  • Hill F. Ip
  • , Camiel M. van der Laan
  • , Eva M.L. Krapohl
  • , Isabell Brikell
  • , Cristina Sánchez-Mora
  • , Ilja M. Nolte
  • , Beate St Pourcain
  • , Koen Bolhuis
  • , Teemu Palviainen
  • , Hadi Zafarmand
  • , Lucía Colodro-Conde
  • , Scott Gordon
  • , Tetyana Zayats
  • , Fazil Aliev
  • , Chang Jiang
  • , Carol A. Wang
  • , Gretchen Saunders
  • , Ville Karhunen
  • , Anke R. Hammerschlag
  • , Daniel E. Adkins
  • Richard Border, Roseann E. Peterson, Joseph A. Prinz, Elisabeth Thiering, Ilkka Seppälä, Natàlia Vilor-Tejedor, Tarunveer S. Ahluwalia, Felix R. Day, Jouke Jan Hottenga, Andrea G. Allegrini, Kaili Rimfeld, Qi Chen, Yi Lu, Joanna Martin, María Soler Artigas, Paula Rovira, Rosa Bosch, Gemma Español, Josep Antoni Ramos Quiroga, Alexander Neumann, Judith Ensink, Katrina Grasby, José J. Morosoli, Xiaoran Tong, Shelby Marrington, Christel Middeldorp, James G. Scott, Anna Vinkhuyzen, Andrey A. Shabalin, Robin Corley, Luke M. Evans, Karen Sugden, Silvia Alemany, Lærke Sass, Rebecca Vinding, Kate Ruth, Jess Tyrrell, Gareth E. Davies, Erik A. Ehli, Fiona A. Hagenbeek, Eveline De Zeeuw, Toos C.E.M. Van Beijsterveldt, Henrik Larsson, Harold Snieder, Frank C. Verhulst, Najaf Amin, Alyce M. Whipp, Tellervo Korhonen, Eero Vuoksimaa, Richard J. Rose, André G. Uitterlinden, Andrew C. Heath, Pamela Madden, Jan Haavik, Jennifer R. Harris, Øyvind Helgeland, Stefan Johansson, Gun Peggy S. Knudsen, Pal Rasmus Njolstad, Qing Lu, Alina Rodriguez, Anjali K. Henders, Abdullah Mamun, Jackob M. Najman, Sandy Brown, Christian Hopfer, Kenneth Krauter, Chandra Reynolds, Andrew Smolen, Michael Stallings, Sally Wadsworth, Tamara L. Wall, Judy L. Silberg, Allison Miller, Liisa Keltikangas-Järvinen, Christian Hakulinen, Laura Pulkki-Råback, Alexandra Havdahl, Per Magnus, Olli T. Raitakari, John R.B. Perry, Sabrina Llop, Maria Jose Lopez-Espinosa, Klaus Bønnelykke, Hans Bisgaard, Jordi Sunyer, Terho Lehtimäki, Louise Arseneault, Marie Standl, Joachim Heinrich, Joseph Boden, John Pearson, L. John Horwood, Martin Kennedy, Richie Poulton, Lindon J. Eaves, Hermine H. Maes, John Hewitt, William E. Copeland, Elizabeth J. Costello, Gail M. Williams, Naomi Wray, Marjo Riitta Järvelin, Matt McGue, William Iacono, Avshalom Caspi, Terrie E. Moffitt, Andrew Whitehouse, Craig E. Pennell, Kelly L. Klump, S. Alexandra Burt, Danielle M. Dick, Ted Reichborn-Kjennerud, Nicholas G. Martin, Sarah E. Medland, Tanja Vrijkotte, Jaakko Kaprio, Henning Tiemeier, George Davey Smith, Catharina A. Hartman, Albertine J. Oldehinkel, Miquel Casas, Marta Ribasés, Paul Lichtenstein, Sebastian Lundström, Robert Plomin, Meike Bartels*, Michel G. Nivard, Dorret I. Boomsma
*Corresponding author for this work
  • Vrije Universiteit Amsterdam
  • Netherlands Institute for the Study of Crime and Law Enforcement (NSCR)
  • King's College London
  • Karolinska Institutet
  • Hospital Vall d'Hebron & ARADyAL research network
  • Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM)
  • Autonomous University of Barcelona
  • University Medical Centre Groningen
  • University of Bristol
  • Max Planck Institute for Psycholinguistics
  • Donders Institute for Brain, Cognition and Behaviour
  • University of Helsinki
  • University of Amsterdam
  • Queensland Institute of Medical Research
  • Bergen University Medical School
  • Massachusetts General Hospital
  • Broad Institute of MIT and Harvard
  • Virginia Commonwealth University
  • Karabuk University
  • Michigan State University
  • University of Florida
  • University of Newcastle
  • University of Minnesota Twin Cities
  • Imperial College London
  • University of Queensland
  • Amsterdam Public Health Research Institute
  • University of Utah
  • University of Utah School of Medicine
  • University of Colorado Boulder
  • Virginia Institute for Psychiatric and Behavioral Genetics
  • Duke University
  • German Research Center for Environmental Health
  • Klinikum der Universität München
  • Tampere University
  • University of Copenhagen
  • Steno Diabetes Center Copenhagen
  • Cardiff University
  • Amsterdam UMC
  • Mental Health Care Institute De Bascule
  • Barcelona Institute for Global Health (ISGlobal)
  • Pompeu Fabra University
  • Spanish Consortium for Research on Epidemiology and Public Health (CIBERESP)
  • University of Exeter Medical School
  • Avera Health
  • Örebro University
  • Indiana University Bloomington
  • Washington University St. Louis
  • Haukeland University Hospital
  • Norwegian Institute of Public Health
  • University of Lincoln
  • University of California at San Diego
  • University of Colorado School of Medicine
  • University of California at Riverside
  • University of Otago
  • University of Helsinki, Faculty of Medicine
  • Lovisenberg Diaconal Hospital
  • University of Turku
  • Turku University Hospital
  • FISABIO
  • University of Valencia
  • Hospital del Mar Medical Research Institute (IMIM)
  • Duke University School of Medicine
  • University of Otago (Dunedin)
  • University of Vermont College of Medicine
  • University of Oulu
  • Telethon Kids Institute
  • University of Oslo
  • Bristol Medical School
  • University of Gothenburg

Research output: Contribution to journalArticleAcademicpeer-review

54 Citations (Scopus)

Abstract

Childhood aggressive behavior (AGG) has a substantial heritability of around 50%. Here we present a genome-wide association meta-analysis (GWAMA) of childhood AGG, in which all phenotype measures across childhood ages from multiple assessors were included. We analyzed phenotype assessments for a total of 328 935 observations from 87 485 children aged between 1.5 and 18 years, while accounting for sample overlap. We also meta-analyzed within subsets of the data, i.e., within rater, instrument and age. SNP-heritability for the overall meta-analysis (AGG overall) was 3.31% (SE = 0.0038). We found no genome-wide significant SNPs for AGG overall. The gene-based analysis returned three significant genes: ST3GAL3 (P = 1.6E-06), PCDH7 (P = 2.0E-06), and IPO13 (P = 2.5E-06). All three genes have previously been associated with educational traits. Polygenic scores based on our GWAMA significantly predicted aggression in a holdout sample of children (variance explained = 0.44%) and in retrospectively assessed childhood aggression (variance explained = 0.20%). Genetic correlations (r g) among rater-specific assessment of AGG ranged from r g  = 0.46 between self- and teacher-assessment to r g  = 0.81 between mother- and teacher-assessment. We obtained moderate-to-strong r gs with selected phenotypes from multiple domains, but hardly with any of the classical biomarkers thought to be associated with AGG. Significant genetic correlations were observed with most psychiatric and psychological traits (range [Formula: see text]: 0.19-1.00), except for obsessive-compulsive disorder. Aggression had a negative genetic correlation (r g  = ~-0.5) with cognitive traits and age at first birth. Aggression was strongly genetically correlated with smoking phenotypes (range [Formula: see text]: 0.46-0.60). The genetic correlations between aggression and psychiatric disorders were weaker for teacher-reported AGG than for mother- and self-reported AGG. The current GWAMA of childhood aggression provides a powerful tool to interrogate the rater-specific genetic etiology of AGG.

Original languageEnglish
Article number413
Pages (from-to)413
JournalTranslational Psychiatry
Volume11
Issue number1
DOIs
Publication statusPublished - 30 Jul 2021

Bibliographical note

© 2021. The Author(s).

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

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