Evidence map›Paper›PMID 37542616›Full record

ArticleResearch on child and adolescent psychopathology2023

An Individualized, Data-Driven Biological Approach to Attention-Deficit/Hyperactivity Disorder (ADHD) Heterogeneity.

Stephanie S J Morris, Adela Timmons, Erica D Musser

Abstract read
In one paragraph

Article in Research on child and adolescent psychopathology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Exploring Transdiagnostic Mechanisms of Youth Externalizing Psychopathology: A Longitudinal Person-Centered Approach.Clinical psychological science : a journal of the Association for Psychological Science · 2026
    Article
  2. Article
  3. Serotonin dysfunction in ADHD.Journal of neurodevelopmental disorders · 2025
    Review
  4. Observational
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

3 authors.

Stephanie S J MorrisDepartment of Psychology, Florida International University, Miami, USA. smorr064@fiu.edu.ORCID 0000-0002-3903-1715
Adela TimmonsDepartment of Psychology, University of Texas at Austin, Austin, USA.
Erica D MusserDepartment of Psychology, Florida International University, Miami, USA.

Funding

Examining Tolerance to CNS Stimulants in ADDR01MH099030 · NIMH · FLORIDA INTERNATIONAL UNIVERSITY · PI PELHAM, WILLIAM E, SWANSON, JAMES M · 2013 to 2017
$3.3M
Heterogeneity in ADHD: Autonomic, Behavior, Emotion, and Treatment ResponseR03MH110812 · NIMH · FLORIDA INTERNATIONAL UNIVERSITY · PI MUSSER, ERICA D · 2016 to 2017
$141k
NIMH NIH HHS R01 MH099030NIMH NIH HHS R03 MH110812
6 · The paper itself

Abstract

Attention-deficit/hyperactivity disorder (ADHD) is the most commonly diagnosed mental health disorder in childhood, however, there is well-established heterogeneity in both the presentation of ADHD symptoms and secondary characteristics across the literature. Existing Diagnostic and Statistical Manual of Mental Disorders (DSM-5) nosology has been ineffective in explaining such heterogeneity in terms of both pathophysiology and clinical trajectories. The current study investigated ADHD heterogeneity via a biologically-based, data-driven approach (k-Means algorithm). Specifically, unique biological profiles (derived from patterns of parasympathetic and sympathetic functioning) were identified and utilized as predictors of clinical presentations. Two hundred eighty-nine participants (167 youth with ADHD), ages 5 to 13 years, completed an emotion-based task while indexes of parasympathetic (i.e., respiratory sinus arrhythmia [RSA]) and sympathetic (i.e., electrodermal activity [EDA]) activity were obtained. Overall, results suggest that three distinct biological profiles among youth with ADHD are evident, with biological profiles differing in regulation and arousal levels during emotionally evocative contexts: (Profile 1) underregulated, hyperaroused (negative contexts only), (Profile 2) typically regulated, underaroused, and (Profile 3) overregulated (positive contexts only), hyperaroused. Results are supported by several dopaminergic- and reward-based theories, integrating differing concepts across the literature, and adds biological support for existing models. Behaviorally, results may translate into differing clinical presentations, however, further work is needed. In general, youth with ADHD are heterogenous in autonomic functioning, which could have implications for synthesizing across differing theories within the literature, predicting clinical presentations, and developing targeted treatments.

Indexed as

Attention Deficit Disorder with HyperactivityRespiratory Sinus ArrhythmiaAdolescentArousalEmotionsHumansAttention-deficit/hyperactivity disorder (ADHD)Clinical heterogeneityElectrodermal activity (EDA)Respiratory sinus arrhythmia (RSA)

Identifiers

PMID37542616
PMCPMC13267146

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Registered trials

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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.