Subcortical brain volume differences in participants with attention deficit hyperactivity disorder in children and adults: a cross-sectional mega-analysis

Research output: Contribution to journalResearch articleContributedpeer-review

Contributors

  • Martine Hoogman - , Radboud University Medical Center (Author)
  • Janita Bralten - , Radboud University Medical Center (Author)
  • Derrek P Hibar - , University of Southern California (Author)
  • Maarten Mennes - , Donders Institute for Brain, Cognition and Behaviour (Author)
  • Marcel P Zwiers - , Donders Institute for Brain, Cognition and Behaviour (Author)
  • Lizanne S J Schweren - , University of Groningen (Author)
  • Kimm J E van Hulzen - , Radboud University Medical Center (Author)
  • Sarah E Medland - , QIMR Berghofer Medical Research Institute (Author)
  • Elena Shumskaya - , Radboud University Medical Center (Author)
  • Neda Jahanshad - , University of Southern California (Author)
  • Patrick de Zeeuw - , University Medical Center (UMC) Utrecht (Author)
  • Eszter Szekely - , National Human Genome Research Institute (Author)
  • Gustavo Sudre - , National Human Genome Research Institute (Author)
  • Thomas Wolfers - , Radboud University Medical Center (Author)
  • Alberdingk M H Onnink - , Radboud University Medical Center (Author)
  • Janneke T Dammers - , Radboud University Medical Center (Author)
  • Jeanette C Mostert - , Radboud University Medical Center (Author)
  • Yolanda Vives-Gilabert - , Asociación para la Innovación en Análisis (Author)
  • Gregor Kohls - , Child Neuropsychology Section, University Hospital Aachen (Author)
  • Eileen Oberwelland - , University Hospital Aachen (Author)
  • Jochen Seitz - , University Hospital Aachen (Author)
  • Martin Schulte-Rüther - , University Hospital Aachen (Author)
  • Sara Ambrosino - , University Medical Center (UMC) Utrecht (Author)
  • Alysa E Doyle - , Broad Institute of Harvard University and MIT (Author)
  • Marie F Høvik - , University of Bergen (Author)
  • Margaretha Dramsdahl - , Tokyo Institute of Psychiatry (Author)
  • Leanne Tamm - , Cincinnati Children's Hospital Medical Center (Author)
  • Theo G M van Erp - , University of California at Berkeley (Author)
  • Anders Dale - , University of California at Berkeley (Author)
  • Andrew Schork - , University of California at San Diego (Author)
  • Annette Conzelmann - , University Hospital Tübingen (Author)
  • Kathrin Zierhut - , University Hospital of Würzburg (Author)
  • Ramona Baur - , University Hospital of Würzburg (Author)
  • Hazel McCarthy - , University College Dublin (Author)
  • Yuliya N Yoncheva - , The Child Study Center at NYU Langone Medical Center (Author)
  • Ana Cubillo - , King's College London (KCL) (Author)
  • Kaylita Chantiluke - , King's College London (KCL) (Author)
  • Mitul A Mehta - , King's College London (KCL) (Author)
  • Yannis Paloyelis - , King's College London (KCL) (Author)
  • Sarah Hohmann - , University Hospital Heidelberg (Author)
  • Sarah Baumeister - , University Hospital Heidelberg (Author)
  • Ivanei Bramati - , D'Or Institute for Research and Education (Author)
  • Paulo Mattos - , Universidade Federal do Rio de Janeiro (Author)
  • Fernanda Tovar-Moll - , Universidade Federal do Rio de Janeiro (Author)
  • Pamela Douglas - , University of California at Berkeley (Author)
  • Tobias Banaschewski - , University Hospital Heidelberg (Author)
  • Daniel Brandeis - , University of Zurich (Author)
  • Jonna Kuntsi - , King's College London (KCL) (Author)
  • Philip Asherson - , King's College London (KCL) (Author)
  • Katya Rubia - , Department of Child and Adolescent Psychiatry and Psychotherapy, Tokyo Institute of Psychiatry, King's College London (KCL) (Author)
  • Clare Kelly - , University College Dublin (Author)
  • Adriana Di Martino - , The Child Study Center at NYU Langone Medical Center (Author)
  • Michael P Milham - , Child Mind Institute, Inc. (Author)
  • Francisco X Castellanos - , New York State Office of Mental Health (Author)
  • Thomas Frodl - , University of Basel (Author)
  • Mariam Zentis - , University of Basel (Author)
  • Klaus-Peter Lesch - , Maastricht University (Author)
  • Andreas Reif - , University Hospital Frankfurt (Author)
  • Paul Pauli - , University Hospital of Würzburg (Author)
  • Terry L Jernigan - , University of California at Berkeley (Author)
  • Jan Haavik - , University of Bergen (Author)
  • Kerstin J Plessen - , Child and Adolescent Mental Health Center (Author)
  • Astri J Lundervold - , University of Bergen (Author)
  • Kenneth Hugdahl - , University of Bergen (Author)
  • Larry J Seidman - , Harvard University (Author)
  • Joseph Biederman - , Harvard University (Author)
  • Nanda Rommelse - , Radboud University Medical Center (Author)
  • Dirk J Heslenfeld - , Vrije Universiteit Amsterdam (VU) (Author)
  • Catharina A Hartman - , University of Groningen (Author)
  • Pieter J Hoekstra - , University of Groningen (Author)
  • Jaap Oosterlaan - , Vrije Universiteit Amsterdam (VU) (Author)
  • Georg von Polier - , University Hospital Aachen (Author)
  • Kerstin Konrad - , University Hospital Aachen (Author)
  • Oscar Vilarroya - , Autonomous University of Barcelona (Author)
  • Josep Antoni Ramos-Quiroga - , Vall d'Hebron University Hospital (Author)
  • Joan Carles Soliva - , Autonomous University of Barcelona (Author)
  • Sarah Durston - , University Medical Center (UMC) Utrecht (Author)
  • Jan K Buitelaar - , Radboud University Medical Center (Author)
  • Stephen V Faraone - , University of Bergen (Author)
  • Philip Shaw - , National Human Genome Research Institute (Author)
  • Paul M Thompson - , University of Southern California (Author)
  • Barbara Franke - , Radboud University Medical Center (Author)

Abstract

BACKGROUND: Neuroimaging studies have shown structural alterations in several brain regions in children and adults with attention deficit hyperactivity disorder (ADHD). Through the formation of the international ENIGMA ADHD Working Group, we aimed to address weaknesses of previous imaging studies and meta-analyses, namely inadequate sample size and methodological heterogeneity. We aimed to investigate whether there are structural differences in children and adults with ADHD compared with those without this diagnosis.

METHODS: In this cross-sectional mega-analysis, we used the data from the international ENIGMA Working Group collaboration, which in the present analysis was frozen at Feb 8, 2015. Individual sites analysed structural T1-weighted MRI brain scans with harmonised protocols of individuals with ADHD compared with those who do not have this diagnosis. Our primary outcome was to assess case-control differences in subcortical structures and intracranial volume through pooling of all individual data from all cohorts in this collaboration. For this analysis, p values were significant at the false discovery rate corrected threshold of p=0·0156.

FINDINGS: Our sample comprised 1713 participants with ADHD and 1529 controls from 23 sites with a median age of 14 years (range 4-63 years). The volumes of the accumbens (Cohen's d=-0·15), amygdala (d=-0·19), caudate (d=-0·11), hippocampus (d=-0·11), putamen (d=-0·14), and intracranial volume (d=-0·10) were smaller in individuals with ADHD compared with controls in the mega-analysis. There was no difference in volume size in the pallidum (p=0·95) and thalamus (p=0·39) between people with ADHD and controls. Exploratory lifespan modelling suggested a delay of maturation and a delay of degeneration, as effect sizes were highest in most subgroups of children (<15 years) versus adults (>21 years): in the accumbens (Cohen's d=-0·19 vs -0·10), amygdala (d=-0·18 vs -0·14), caudate (d=-0·13 vs -0·07), hippocampus (d=-0·12 vs -0·06), putamen (d=-0·18 vs -0·08), and intracranial volume (d=-0·14 vs 0·01). There was no difference between children and adults for the pallidum (p=0·79) or thalamus (p=0·89). Case-control differences in adults were non-significant (all p>0·03). Psychostimulant medication use (all p>0·15) or symptom scores (all p>0·02) did not influence results, nor did the presence of comorbid psychiatric disorders (all p>0·5).

INTERPRETATION: With the largest dataset to date, we add new knowledge about bilateral amygdala, accumbens, and hippocampus reductions in ADHD. We extend the brain maturation delay theory for ADHD to include subcortical structures and refute medication effects on brain volume suggested by earlier meta-analyses. Lifespan analyses suggest that, in the absence of well powered longitudinal studies, the ENIGMA cross-sectional sample across six decades of ages provides a means to generate hypotheses about lifespan trajectories in brain phenotypes.

FUNDING: National Institutes of Health.

Details

Original languageEnglish
Pages (from-to)310-319
Number of pages10
JournalThe Lancet. Psychiatry
Volume4
Issue number4
Publication statusPublished - Apr 2017
Peer-reviewedYes

External IDs

PubMedCentral PMC5933934
Scopus 85012931344

Keywords

Keywords

  • Adolescent, Adult, Attention Deficit Disorder with Hyperactivity/pathology, Brain/pathology, Case-Control Studies, Child, Child, Preschool, Cross-Sectional Studies, Female, Humans, Linear Models, Longitudinal Studies, Magnetic Resonance Imaging, Male, Middle Aged, Neuroimaging, Young Adult