Multivariate clustering of progression profiles reveals different depression patterns in prodromal Huntington disease

Ji-in Kim, Jeffrey D Long, James A Mills, Elizabeth McCusker, Jane S Paulsen, PREDICT-HD Investigators And Coordinators Of The Huntington Study Group

Research output: Contribution to journalArticlepeer-review

11 Citations (Scopus)


OBJECTIVE: Although Huntington disease (HD) is caused by an autosomal dominant mutation, its phenotypic presentation differs widely. Variability in clinical phenotypes of HD may reflect the existence of disease subtypes. This hypothesis was tested in prodromal participants from the longitudinal Neurobiological Predictors of Huntington Disease (PREDICT-HD) study.

METHOD: We performed clustering using longitudinal data assessing motor, cognitive, and depression symptoms. Using data from 521 participants with 2,716 data points, we fit growth mixture models (GMM) that identify groups based on multivariate trajectories.

RESULTS: In various GMM, different phases of disease progression were partitioned by progression trajectories of motor and cognitive signs, and by overall level of depression symptoms. More progressed motor signs were accompanied by more progressed cognitive signs, but not always by higher levels of depressive symptoms. In several models, there were at least 2 groups with similar trajectories for motor and cognitive signs that showed different levels for depression symptoms-one with a very low level of depression and the other with a higher level of depression.

CONCLUSIONS: Findings indicate that at least intermediate HD progression might be associated with different levels of depression. Depression is one of the few symptoms that is treatable in HD and has implications for clinical care. Identification of potential depression subtypes may also help to select appropriate patients for clinical trials.

Original languageEnglish
Pages (from-to)949-960
Number of pages12
Issue number6
Publication statusPublished - Nov 2015


  • Adult
  • Cluster Analysis
  • Depression
  • Disease Progression
  • Female
  • Humans
  • Huntington Disease
  • Longitudinal Studies
  • Male
  • Middle Aged
  • Prodromal Symptoms
  • Journal Article
  • Observational Study
  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't


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