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Updated: Apr 11, 2026

Whole-brain Segmentation and Change-point Analysis of Anatomical Brain MRI—Application in Premanifest Huntington's Disease
Published on: June 9, 2018
Multivariate clustering of progression profiles reveals different depression patterns in prodromal Huntington disease
Ji-in Kim1, Jeffrey D Long1, James A Mills1
1Department of Psychiatry.
Insights
Huntington disease (HD) subtypes may exist, with distinct depression levels observed even with similar motor and cognitive progression. Identifying these depression subtypes can aid clinical care and trial selection for HD patients.
Area of Science:
- Neuroscience
- Genetics
- Clinical Neurology
Background:
- Huntington disease (HD) presents with variable clinical phenotypes, suggesting potential underlying disease subtypes.
- The autosomal dominant mutation causing HD leads to a wide spectrum of symptoms and progression rates.
Purpose of the Study:
- To test the hypothesis that distinct Huntington disease subtypes exist.
- To identify potential subgroups within prodromal HD participants based on symptom trajectories.
Main Methods:
- Longitudinal data from 521 prodromal Huntington disease participants were analyzed.
- Growth mixture models (GMM) were used to identify groups based on multivariate trajectories of motor, cognitive, and depression symptoms.
Main Results:
- Disease progression in HD was partitioned by motor, cognitive, and depression symptom trajectories.
- Motor and cognitive sign progression correlated, but not always with increased depression.
- At least two groups with similar motor/cognitive trajectories showed differing depression levels.
Conclusions:
- Intermediate Huntington disease progression may be linked to varying depression levels.
- Identifying depression subtypes in HD has implications for clinical management and targeted therapeutic strategies.
- Subtyping depression in HD could enhance patient selection for clinical trials.
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.
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