4.7 Article

Individual differences v. the average patient: mapping the heterogeneity in ADHD using normative models

Journal

PSYCHOLOGICAL MEDICINE
Volume 50, Issue 2, Pages 314-323

Publisher

CAMBRIDGE UNIV PRESS
DOI: 10.1017/S0033291719000084

Keywords

Attention-deficit; hyperactivity disorder; heterogeneity; normative modeling; precision medicine

Funding

  1. Brain & Cognition Excellence Program
  2. Vici grant from NWO [433-09-229, 016-130-669]
  3. Netherlands Brain Foundation [15F07(2)27]
  4. BBMRI-NL [CP2010-33]
  5. Netherlands Organisation for Scientific Research (NWO) via a Vernieuwingsimpuls VIDI fellowship [016.156.415]
  6. VIDI NWO grant [864-12-003]
  7. Wellcome Trust UK Strategic Award [098369/Z/12/Z]
  8. European Community's Seventh Framework Programme (FP7/2007-2013) [602450, 602805, 278948]
  9. European Union's Horizon 2020 research and innovation programme [643051, 667302]

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Background The present paper presents a fundamentally novel approach to model individual differences of persons with the same biologically heterogeneous mental disorder. Unlike prevalent case-control analyses, that assume a clear distinction between patient and control groups and thereby introducing the concept of an 'average patient', we describe each patient's biology individually, gaining insights into the different facets that characterize persistent attention-deficit/hyperactivity disorder (ADHD). Methods Using a normative modeling approach, we mapped inter-individual differences in reference to normative structural brain changes across the lifespan to examine the degree to which case-control analyses disguise differences between individuals. Results At the level of the individual, deviations from the normative model were frequent in persistent ADHD. However, the overlap of more than 2% between participants with ADHD was only observed in few brain loci. On average, participants with ADHD showed significantly reduced gray matter in the cerebellum and hippocampus compared to healthy individuals. While the case-control differences were in line with the literature on ADHD, individuals with ADHD only marginally reflected these group differences. Conclusions Case-control comparisons, disguise inter-individual differences in brain biology in individuals with persistent ADHD. The present results show that the 'average ADHD patient' has limited informative value, providing the first evidence for the necessity to explore different biological facets of ADHD at the level of the individual and practical means to achieve this end.

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