Evidence map›Paper›PMID 41628753›Full record

ArticleJournal of affective disorders2026

Hierarchical cluster analysis reveals replicable trait approach-avoidance motivation profiles and heterogeneous dysfunction in mood disorders.

Travis C Evans, Kristen K Ellard, Tracy Barbour, Sofia Uribe, Alexis Worthley, Audreyana Jagger-Rickels, Joshua Roffman, Joan A Camprodon

Abstract read
In one paragraph

Article in Journal of affective disorders, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Travis C EvansDepartment of Psychological Sciences, Auburn University, Auburn, AL, United States of America; Department of Psychiatry, Boston University School of Medicine, Boston, MA, United States of America; Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States of America. Electronic address: tce0018@auburn.edu.
Kristen K EllardDepartment of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States of America.
Tracy BarbourDepartment of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States of America.
Sofia UribeDepartment of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States of America.
Alexis WorthleyDepartment of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States of America.
Audreyana Jagger-RickelsDepartment of Psychiatry, Boston University School of Medicine, Boston, MA, United States of America.
Joshua RoffmanDepartment of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States of America.
Joan A CamprodonDepartment of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States of America.

Funding

A Transdiagnostic Assessment of Electroconvulsive Therapy Modulation of Anhedonia and Reward circuitry: Targets, Biomarkers and Predictors of ResponseR01MH112737 · NIMH · MASSACHUSETTS GENERAL HOSPITAL · PI CAMPRODON, JOAN A · 2017 to 2021
$3.8M
Alignment of cortical development trajectories with emergent dimensional psychopathology and related risk factors among early adolescents in the ABCD StudyR01MH124694 · NIMH · MASSACHUSETTS GENERAL HOSPITAL · PI Joshua Lawrence Roffman · 2020 to 2026
$2.9M
Assessing jails' use of community-based emergency care in the US SouthR01MD012469 · NIMHD · UNIV OF NORTH CAROLINA CHAPEL HILL · PI ROSEN, DAVID L · 2017 to 2020
$2.6M
Suicide Circuit Therapeutics: Engaging Novel Targets with Rapid and Individualized MRI-Guided Accelerated TMSR61MH132869 · NIMH · MASSACHUSETTS GENERAL HOSPITAL · PI CAMPRODON, JOAN A · 2023 to 2024
$2.1M
Neuromodulation for Enhancement of Emotion Regulation in Bipolar Mood DisordersK23MH120348 · NIMH · MASSACHUSETTS GENERAL HOSPITAL · PI ELLARD, KRISTEN K · 2020 to 2024
$997k
Personalized Neuromodulation Targeting Dysregulated Motivational Responses Underlying Social Avoidance BehaviorK23MH135222 · NIMH · AUBURN UNIVERSITY AT AUBURN · PI Travis Clark Evans · 2024 to 2026
$531k
NIMHD NIH HHS R01 MD012469NIMH NIH HHS K23 MH120348NIMH NIH HHS K23 MH135222NIMH NIH HHS R01 MH112737NIMH NIH HHS R01 MH124694NIMH NIH HHS R61 MH132869
6 · The paper itself

Abstract

Mood disorders such as major depressive disorder (MDD) and bipolar disorder (BD) are characterized by core approach and avoidance (AA) motivational system dysfunction. However, patterns of AA motivation dysfunction in mood disorders are markedly heterogeneous across studies, which is inconsistent with a singular pattern of AA motivation dysfunction in mood disorders. Thus, we utilized hierarchical cluster analysis (HCA) to classify multiple, distinct AA motivational profiles in both healthy control samples (Study 1: n = 427 and n = 462) and patients with MDD or BD (Study 2: n = 111). In both healthy control and clinical samples, we identified and replicated three distinct AA motivational profiles that were generally characterized as: 1). High Approach + Moderate Avoid, 2). Low Approach + Low Avoid, or 3). Low Approach + High Avoid. In both studies, AA motivational profiles were further characterized by multivariate, non-linear differences in self-reported reward and threat sensitivity. Compared to healthy controls, patients with mood disorders exhibited AA motivation dysfunction that systematically varied in severity across AA motivational profiles. Together, these results suggest that mood disorders may be more accurately characterized by multiple, distinct patterns of AA motivational dysfunction, which may ultimately be useful towards informing precision-medicine frameworks.

Indexed as

Avoidance LearningBipolar DisorderMajor Depressive DisorderMood DisordersMotivationAdultCase-Control StudiesCluster AnalysisClustering AlgorithmsFemaleHumansMaleMiddle AgedRewardApproachAvoidCluster analysisMood disordersSubtype

Identifiers

PMID41628753
PMCPMC12959854

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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.