ArticleJournal of child psychology and psychiatry, and allied disciplines2021
Characterizing neuroanatomic heterogeneity in people with and without ADHD based on subcortical brain volumes.
Article in Journal of child psychology and psychiatry, and allied disciplines, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.
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Who cites it
16 citing papers in PubMed, 1 synthesis or guideline pooled it, 29 citations in OpenAlex.
- White matter alterations in Attention-Deficit/Hyperactivity Disorder (ADHD): a systematic review of 129 diffusion imaging studies with meta-analysis.Molecular psychiatry · 2023Pooled it
- Distinct neuroimaging subtypes of ADHD among adolescents based on semi-supervised learning.Translational psychiatry · 2025Article
- Attention-deficit/hyperactivity disorder (ADHD) in adults: evidence base, uncertainties and controversies.World psychiatry : official journal of the World Psychiatric Association (WPA) · 2025Article
- Subgrouping autism and ADHD based on structural MRI population modelling centiles.Molecular autism · 2025Article
- Language models in digital psychiatry: challenges with simplification of healthcare materials.NPP - digital psychiatry and neuroscience · 2025Article
- Neurofind: using deep learning to make individualised inferences in brain-based disorders.Translational psychiatry · 2025Article
- Research progress of tDCS in the treatment of ADHD.Journal of neural transmission (Vienna, Austria : 1996) · 2025Review
- Brain morphological changes across behaviour spectrums in attention-deficit/hyperactivity disorder.General psychiatry · 2025Article
- Functional Imaging Derived ADHD Biotypes Based on Deep Clustering May Guide Personalized Medication Therapy.Research square · 2023Article
- Current Approaches in Computational Psychiatry for the Data-Driven Identification of Brain-Based Subtypes.Biological psychiatry · 2023Review
- Annual Research Review: Perspectives on progress in ADHD science - from characterization to cause.Journal of child psychology and psychiatry, and allied disciplines · 2023Review
- Heritability and Clinical Characteristics of Neuropsychological Profiles in Youth With and Without Elevated ADHD Symptoms.Journal of attention disorders · 2022Article
- A framework for characterizing heterogeneity in neurodevelopmental data using latent profile analysis in a sample of children with ADHD.Journal of neurodevelopmental disorders · 2022Article
- Gray matter volumetric correlates of attention deficit and hyperactivity traits in emerging adolescents.Scientific reports · 2022Article
- Consortium neuroscience of attention deficit/hyperactivity disorder and autism spectrum disorder: The ENIGMA adventure.Human brain mapping · 2022Review
- Dissecting the heterogeneous subcortical brain volume of autism spectrum disorder using community detection.Autism research : official journal of the International Society for Autism Research · 2022Article
Corrections and comments
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Authors and funding
8 authors at 1 institution in 2 countries.
Funding
Abstract
backgroundAttention-deficit/hyperactivity disorder (ADHD) is a prevalent neurodevelopmental disorder. Neuroanatomic heterogeneity limits our understanding of ADHD's etiology. This study aimed to parse heterogeneity of ADHD and to determine whether patient subgroups could be discerned based on subcortical brain volumes.
methodsUsing the large ENIGMA-ADHD Working Group dataset, four subsamples of 993 boys with and without ADHD and to subsamples of 653 adult men, 400 girls, and 447 women were included in analyses. We applied exploratory factor analysis (EFA) to seven subcortical volumes in order to constrain the complexity of the input variables and ensure more stable clustering results. Factor scores derived from the EFA were used to build networks. A community detection (CD) algorithm clustered participants into subgroups based on the networks.
resultsExploratory factor analysis revealed three factors (basal ganglia, limbic system, and thalamus) in boys and men with and without ADHD. Factor structures for girls and women differed from those in males. Given sample size considerations, we concentrated subsequent analyses on males. Male participants could be separated into four communities, of which one was absent in healthy men. Significant case-control differences of subcortical volumes were observed within communities in boys, often with stronger effect sizes compared to the entire sample. As in the entire sample, none were observed in men. Affected men in two of the communities presented comorbidities more frequently than those in other communities. There were no significant differences in ADHD symptom severity, IQ, and medication use between communities in either boys or men.
conclusionsOur results indicate that neuroanatomic heterogeneity in subcortical volumes exists, irrespective of ADHD diagnosis. Effect sizes of case-control differences appear more pronounced at least in some of the subgroups.
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Registered trials
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