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Parkinson's disease subtypes: Approaches and clinical implications
Xiao Deng1, Anish Mehta2, Bin Xiao1
1National Neuroscience Institute, Parkinson Foundation International Centre of Excellence, Singapore, Singapore; Duke-NUS Medical School, Singapore, Singapore.
Parkinsonism & Related Disorders
|November 20, 2024
Summary
Identifying Parkinson's disease (PD) subtypes is crucial for personalized treatment. This review explores hypothesis-driven and data-driven approaches to better understand PD heterogeneity and guide future therapies.
Area of Science:
- Neuroscience
- Neurology
- Clinical Research
Background:
- Parkinson's disease (PD) exhibits significant heterogeneity in presentation and progression.
- Subtype identification is a key priority in PD research for improved patient management.
- Existing subtypes include hypothesis-driven (e.g., motor) and emerging non-motor symptoms (NMS) subtypes like mild cognitive impairment (MCI).
Purpose of the Study:
- To review and summarize features of various PD subtypes, from hypothesis-driven to data-driven approaches.
- To highlight the current understanding and knowledge gaps in NMS and data-driven PD subtyping.
- To emphasize the need for future subtyping based on biological markers for targeted therapies and prognostication.
Main Methods:
- Review of existing literature on Parkinson's disease subtyping.
- Comparison of hypothesis-driven (pre-defined criteria) and data-driven (comprehensive multidimensional data evaluation) subtyping methods.
- Analysis of the characteristics and current understanding of different PD subtypes.
Main Results:
- Hypothesis-driven subtypes, particularly motor subtypes, are well-established.
- Non-motor symptoms (NMS) and data-driven subtypes are less understood, especially regarding biomarkers and progression.
- Current subtyping methods require further development for early-stage prognostication and personalized treatment.
Conclusions:
- Accurate PD subtyping is essential for personalized medicine, prognostication, and clinical trial design.
- Future research should focus on data-driven and biomarker-based subtyping to elucidate underlying pathophysiology.
- Developing early-stage PD subtyping algorithms will enable targeted therapies and proactive complication prevention.
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