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Updated: May 29, 2025

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Mapping Longitudinal Psychiatric Signatures in Huntington's Disease.

Audrey E De Paepe1,2, Alexia Giannoula2, Clara Garcia-Gorro1

  • 1Cognition and Brain Plasticity Unit, Bellvitge Biomedical Research Institute - IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain.

Archives of Clinical Neuropsychology : the Official Journal of the National Academy of Neuropsychologists
|February 5, 2025
PubMed
Summary
This summary is machine-generated.

Huntington's disease patients show distinct psychiatric patterns, with some experiencing increasing irritability and others fluctuating depression, even before motor symptoms appear. These findings aid in understanding disease progression and personalizing treatment.

Keywords:
DepressionDisease trajectoriesHuntington’s diseaseIndividual differencesIrritabilityMachine learning

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Area of Science:

  • Neuroscience
  • Psychiatry
  • Genetics

Background:

  • Huntington's disease (HD) is primarily known for motor symptoms, but psychiatric disturbances often precede them.
  • Significant variability exists in the timing and presentation of psychiatric symptoms in HD.
  • Identifying distinct psychiatric trajectories can improve prognostic accuracy and clinical management.

Purpose of the Study:

  • To stratify longitudinal psychiatric signatures in individuals with Huntington's disease.
  • To explore potential clinical applications for predicting disease prognosis based on psychiatric patterns.
  • To investigate the early emergence of distinct psychiatric trajectories in premanifest HD.

Main Methods:

  • Utilized the Disease Trajectories software, a machine-learning approach, for unsupervised clustering of psychiatric data.
  • Analyzed data from 46 Huntington's disease gene carriers (premanifest and manifest) over up to six longitudinal visits.
  • Assessed depression, irritability, apathy, and dysexecutive behaviors using the short-Problem Behavior Assessment.

Main Results:

  • Identified two primary psychiatric trajectory clusters explaining 54% of the sample, encompassing both premanifest and manifest HD patients.
  • Observed a dissociation in symptom development: one cluster showed increasing irritability without depression, while the other exhibited a rise-and-fall in depression without irritability.
  • Both clusters demonstrated a significant longitudinal increase in apathy and dysexecutive behaviors.

Conclusions:

  • Machine learning identified distinct psychiatric trajectories in HD, including a dissociation between depression and irritability, evident even in premanifest stages.
  • These findings highlight individual differences in the longitudinal progression of psychiatric symptoms.
  • The study supports patient stratification and precision medicine approaches for Huntington's disease based on psychiatric profiles.