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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
The Comparative Efficacy of Multiple Interventions for Mild Cognitive Impairment in Alzheimer's Disease: A Bayesian
1Medical College of Acu-Moxi and Rehabilitation, Guangzhou University of Chinese Medicine, Guangzhou, China.
Abstract:
Background: Mild cognitive impairment (MCI) is the early phase of Alzheimer's disease (AD). The aim of early intervention for MCI is to decrease the rate of conversion from MCI to AD. However, the efficacy of multiple interventions in MCI, and the optimal methods of delivery, remain controversial. We aimed to compare and rank the treatment methods for MCI in AD, in order to find an optimal intervention for MCI and a way to prevent or delay the occurrence of AD. Methods: Pair-wise and network meta-analysis were conducted to integrate the treatment effectiveness through direct and indirect evidence. Four English databases and three Chinese databases were searched for international registers of eligible published, single or double blind, randomized controlled trials up to September 31st 2019. We included nine comparative interventions: pharmacological therapies which incorporated cholinesterase inhibitors (ChEI), ginkgo, nimodipine, and Chinese medicine; non-pharmacological therapies comprising of acupuncture, music therapy, exercise therapy, and nutrition therapy; and a placebo group. The primary outcome was the Mini-Mental State Examination (MMSE) score. The secondary outcome was the AD Assessment Scale-cognitive subscale (ADAS-cog). Results: Twenty-eight trials were eligible, including 6,863 participants. In the direct meta-analysis, as for the Mini-Mental State Examination scale, the ChEIs (MD: -0.38; 95% CI: -0.74, -0.01), Chinese medicine (MD: -0.31; 95% CI: -0.75, 0.13), exercise therapy (MD: -0.50; 95% CI: -0.65, -0.35), music therapy (MD: -1.71; 95% CI: -4.49, 1.07), were statistically more efficient than placebo. For AD Assessment Scalecognitive subscale outcome, ChEIs (MD: 1.20; 95% CI: 0.73, 1.68), Acupuncture (MD: 1.36; 95% CI: 1.28, 1.44), Chinese medicine (MD: 0.61; 95% CI: 0.49, 0.73) and exercise (MD: 0.61; 95% CI: 0.49, 0.73) were better than placebo. In the network meta-analysis, the MMSE outcome ranked music therapy (59%) as the best and Acupuncture (26%) as second. Nutrition and Ginkgo treatment had the lowest rank among all interventions. For ADAS-cog outcome, acupuncture (52) ranked the best. Conclusion: Among the nine treatments studied, music therapy appears to be the best treatment for MCI, followed by acupuncture. Our study provides new insights into potential clinical treatments for MCI due to AD, and may aid the development of guidelines for MCI in AD.
Insights
Music therapy and acupuncture show promise for treating mild cognitive impairment (MCI), potentially delaying Alzheimer's disease progression. These interventions were found to be more effective than other methods in a comprehensive meta-analysis.
Area of Science:
- Neurology
- Gerontology
- Pharmacology
Background:
- Mild cognitive impairment (MCI) represents an early stage of Alzheimer's disease (AD).
- Early interventions aim to slow MCI to AD conversion, but optimal strategies remain debated.
- This study compares and ranks various interventions for MCI to identify effective treatments for delaying AD.
Approach:
- A systematic review and meta-analysis of randomized controlled trials (RCTs) were conducted.
- Nine interventions were evaluated: cholinesterase inhibitors (ChEIs), ginkgo, nimodipine, Chinese medicine, acupuncture, music therapy, exercise therapy, nutrition therapy, and placebo.
- The Mini-Mental State Examination (MMSE) and AD Assessment Scale-cognitive subscale (ADAS-cog) were primary and secondary outcomes, respectively.
Key Points:
- Direct meta-analysis indicated ChEIs, Chinese medicine, exercise, and music therapy improved MMSE scores compared to placebo.
- For ADAS-cog, ChEIs, acupuncture, Chinese medicine, and exercise therapy demonstrated superiority over placebo.
- Network meta-analysis ranked music therapy highest for MMSE improvement, followed by acupuncture.
- Acupuncture ranked highest for ADAS-cog improvement.
Conclusions:
- Music therapy and acupuncture emerge as leading interventions for managing MCI.
- These findings offer valuable insights for clinical practice and the development of guidelines for MCI management in AD.
- Further research may refine optimal intervention strategies for preventing or delaying AD progression.
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