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Subtyping of Parkinson’s Disease - Where Are We Up To?

Heterogenous clinical presentations of Parkinson’s disease have aroused several attempts in its subtyping for the purpose of strategic implementation of treatment in order to maximise therapeutic effects. Apart from a priori classifications based purely on motor features, cluster analysis studies ha...

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Detalles Bibliográficos
Autores principales: Qian, Elizabeth, Huang, Yue
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JKL International LLC 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6764738/
https://www.ncbi.nlm.nih.gov/pubmed/31595207
http://dx.doi.org/10.14336/AD.2019.0112
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author Qian, Elizabeth
Huang, Yue
author_facet Qian, Elizabeth
Huang, Yue
author_sort Qian, Elizabeth
collection PubMed
description Heterogenous clinical presentations of Parkinson’s disease have aroused several attempts in its subtyping for the purpose of strategic implementation of treatment in order to maximise therapeutic effects. Apart from a priori classifications based purely on motor features, cluster analysis studies have achieved little success in receiving widespread adoption. A priori classifications demonstrate that their chosen factors, whether it be age or certain motor symptoms, do have an influence on subtypes. However, the cluster analysis approach is able to integrate these factors and other clinical features to produce subtypes. Differences in inclusion criteria from datasets, in variable selection and in methodology between cluster analysis studies have made it difficult to compare the subtypes. This has impeded such subtypes from clinical applications. This review analysed existing subtypes of Parkinson’s disease, and suggested that future research should aim to discover subtypes that are robustly replicable across multiple datasets rather than focussing on one dataset at a time. Hopefully, through clinical applicable subtyping of Parkinson’s disease would lead to translation of these subtypes into research and clinical use.
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spelling pubmed-67647382019-10-08 Subtyping of Parkinson’s Disease - Where Are We Up To? Qian, Elizabeth Huang, Yue Aging Dis Review Article Heterogenous clinical presentations of Parkinson’s disease have aroused several attempts in its subtyping for the purpose of strategic implementation of treatment in order to maximise therapeutic effects. Apart from a priori classifications based purely on motor features, cluster analysis studies have achieved little success in receiving widespread adoption. A priori classifications demonstrate that their chosen factors, whether it be age or certain motor symptoms, do have an influence on subtypes. However, the cluster analysis approach is able to integrate these factors and other clinical features to produce subtypes. Differences in inclusion criteria from datasets, in variable selection and in methodology between cluster analysis studies have made it difficult to compare the subtypes. This has impeded such subtypes from clinical applications. This review analysed existing subtypes of Parkinson’s disease, and suggested that future research should aim to discover subtypes that are robustly replicable across multiple datasets rather than focussing on one dataset at a time. Hopefully, through clinical applicable subtyping of Parkinson’s disease would lead to translation of these subtypes into research and clinical use. JKL International LLC 2019-10-01 /pmc/articles/PMC6764738/ /pubmed/31595207 http://dx.doi.org/10.14336/AD.2019.0112 Text en Copyright: © 2019 To? et al. http://creativecommons.org/licenses/by/2.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.
spellingShingle Review Article
Qian, Elizabeth
Huang, Yue
Subtyping of Parkinson’s Disease - Where Are We Up To?
title Subtyping of Parkinson’s Disease - Where Are We Up To?
title_full Subtyping of Parkinson’s Disease - Where Are We Up To?
title_fullStr Subtyping of Parkinson’s Disease - Where Are We Up To?
title_full_unstemmed Subtyping of Parkinson’s Disease - Where Are We Up To?
title_short Subtyping of Parkinson’s Disease - Where Are We Up To?
title_sort subtyping of parkinson’s disease - where are we up to?
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6764738/
https://www.ncbi.nlm.nih.gov/pubmed/31595207
http://dx.doi.org/10.14336/AD.2019.0112
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