Evidence map›Paper›PMID 40681145›Full record

ArticleJournal of the American Academy of Child and Adolescent Psychiatry2026

Attention-Deficit/Hyperactivity Disorder Subtypes Defined by Cognition Have a Distinct Neural and Clinical Profile and Differ in Response to Atomoxetine.

John E Leikauf, Kristi R Griffiths, Simon D Clarke, Michael R Kohn, Leanne Williams

Registry-linked trialAbstract read
In one paragraph

Article in Journal of the American Academy of Child and Adolescent Psychiatry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT00863499 (International Study to Predict Optimised Treatment Response to Short or Long Acting Methylphenidate in Children and Adolescents With Attention Deficit/Hyperactivity Disorder.), which is not on this map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT00863499 phase4unknown statusnot on this map

International Study to Predict Optimised Treatment Response to Short or Long Acting Methylphenidate in Children and Adolescents With Attention Deficit/Hyperactivity Disorder.

TypeinterventionalSponsorBRC Operations Pty. Ltd.Ran2009 to 2019Enrolled1,344ConditionsAttention Deficit/Hyperactivity DisorderArmsShort Acting Methylphenidate, Long Acting Methylphenidate
3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

John E LeikaufStanford University School of Medicine, Stanford, California. Electronic address: jleikauf@stanford.edu.
Kristi R GriffithsUniversity of Sydney, Camperdown, Australia.
Simon D ClarkeUniversity of Western Sydney, Penrith, Australia.
Michael R KohnUniversity of Western Sydney, Penrith, Australia.
Leanne WilliamsStanford University School of Medicine, Stanford, California.

Funding

Integration of markers across physiologic, behavioral, and self-report levels at baseline and in response to treatment to characterize novel subtypes in youth with ADHDK23MH121650 · NIMH · STANFORD UNIVERSITY · PI LEIKAUF, JOHN · 2020 to 2023
$774k
NIMH NIH HHS K23 MH121650
6 · The paper itself

Abstract

objectiveAttention-deficit/hyperactivity disorder (ADHD) is clinically and etiologically heterogeneous across multiple levels of organization. This study sought to parse the heterogeneity of ADHD by identifying cognitive subtypes based on common features of ADHD, including inhibitory control, sustained attention, and working memory. To validate the subtypes, constructs at other meaningful levels of organization were used: quantitative electroencephalogram (qEEG), clinical symptoms, and response to treatment with atomoxetine and methylphenidate.

methodHierarchical cluster analysis of cognitive measures defined clusters in 1 clinical sample (n = 112). Replication was tested in a second, held-out clinical sample (n = 336). Cluster subtypes were assessed for neural validation using resting-state qEEG and heart rate and for clinical applicability using ADHD and anxiety symptom ratings. Further, clusters were assessed for differential treatment response after 6 weeks of atomoxetine or methylphenidate.

resultsTwo clusters defined by specific cognitive profiles were identified and replicated. The inhibitory control subtype was distinguished by more activity in qEEG delta (β = -.47, p = 4.89 × 10

conclusionCognitive performance appears to be effective for identifying ADHD subtypes that have a distinct neural basis and that may particularly benefit from nonstimulant medications such as atomoxetine. PLAIN LANGUAGE SUMMARY: Current attention-deficit/hyperactivity disorder (ADHD) subtypes, based on parent-reported symptoms, are not very useful for clinical predictions or research breakthroughs. This study identified new ADHD subtypes using computerized attention-based tasks and compared these new subtypes' responses to 2 ADHD medications: methylphenidate (stimulant) and atomoxetine (nonstimulant). A subtype with a more impulsive, error-prone style had higher resting heart rates and electroencephalogram (EEG) differences and responded well to both medications. A subtype with more lapses in sustained attention responded well only to methylphenidate. These results are a step toward targeting treatments based on attention testing. These novel subtypes could also help understand underlying biological mechanisms. DIVERSITY & INCLUSION STATEMENT: We worked to ensure sex and gender balance in the recruitment of human participants. We worked to ensure race, ethnic, and/or other types of diversity in the recruitment of human participants. We worked to ensure that the study questionnaires were prepared in an inclusive way. One or more of the authors of this paper self-identifies as a member of one or more historically underrepresented sexual and/or gender groups in science. We actively worked to promote sex and gender balance in our author group. The author list of this paper includes contributors from the location and/or community where the research was conducted who participated in the data collection, design, analysis, and/or interpretation of the work. While citing references scientifically relevant for this work, we also actively worked to promote sex and gender balance in our reference list. While citing references scientifically relevant for this work, we also actively worked to promote inclusion of historically underrepresented racial and/or ethnic groups in science in our reference list. CLINICAL TRIAL REGISTRATION INFORMATION: International Study to Predict Optimised Treatment in Attention Deficit/Hyperactivity Disorder; https://www. CLINICALTRIALS: gov/study/NCT00863499.

Indexed as

Adrenergic Uptake InhibitorsAtomoxetine HydrochlorideAttention Deficit Disorder with HyperactivityMethylphenidateAdolescentCentral Nervous System StimulantsChildCognitionElectroencephalographyFemaleHumansMaleAdrenergic Uptake InhibitorsAtomoxetine HydrochlorideCentral Nervous System StimulantsMethylphenidateADHDatomoxetinecognitionelectroencephalographymethylphenidate hydrochloride

Identifiers

PMID40681145
PMCPMC12571044

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.