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A Multi-Study Model-Based Evaluation of the Sequence of Imaging and Clinical Biomarker Changes in Huntington’s Disease
- Source :
- Frontiers in Big Data, Vol 4 (2021), Frontiers in Big Data
- Publication Year :
- 2021
- Publisher :
- Frontiers Media SA, 2021.
-
Abstract
- Understanding the order and progression of change in biomarkers of neurodegeneration is essential to detect the effects of pharmacological interventions on these biomarkers. In Huntington’s disease (HD), motor, cognitive and MRI biomarkers are currently used in clinical trials of drug efficacy. Here for the first time we use directly compare data from three large observational studies of HD (total N = 532) using a probabilistic event-based model (EBM) to characterise the order in which motor, cognitive and MRI biomarkers become abnormal. We also investigate the impact of the genetic cause of HD, cytosine-adenine-guanine (CAG) repeat length, on progression through these stages. We find that EBM uncovers a broadly consistent order of events across all three studies; that EBM stage reflects clinical stage; and that EBM stage is related to age and genetic burden. Our findings indicate that measures of subcortical and white matter volume become abnormal prior to clinical and cognitive biomarkers. Importantly, CAG repeat length has a large impact on the timing of onset of each stage and progression through the stages, with a longer repeat length resulting in earlier onset and faster progression. Our results can be used to help design clinical trials of treatments for Huntington’s disease, influencing the choice of biomarkers and the recruitment of participants.
- Subjects :
- Big Data
0301 basic medicine
Oncology
medicine.medical_specialty
multi-study investigation
Information technology
Disease
Efficacy
03 medical and health sciences
0302 clinical medicine
Huntington's disease
huntington’s disease
Artificial Intelligence
Internal medicine
clinical staging
Computer Science (miscellaneous)
Medicine
Stage (cooking)
disease progression model
Original Research
business.industry
Neurodegeneration
biomarkers
Cognition
T58.5-58.64
medicine.disease
Clinical trial
030104 developmental biology
Observational study
business
030217 neurology & neurosurgery
Information Systems
Subjects
Details
- ISSN :
- 2624909X
- Volume :
- 4
- Database :
- OpenAIRE
- Journal :
- Frontiers in Big Data
- Accession number :
- edsair.doi.dedup.....30ded65ab251e2528f9eaae52829e46d
- Full Text :
- https://doi.org/10.3389/fdata.2021.662200