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Updated: Jul 3, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Potentially Modifiable Risk Factors for Dementia and Mild Cognitive Impairment: An Umbrella Review and Meta-Analysis
Aaron Jones1,2, Muhammad Usman Ali1, Meghan Kenny1
1Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada.
Globally rising neurocognitive disorders (NCDs) can be prevented by addressing 14 modifiable risk factors, including lifestyle choices and health conditions. Early management of these factors is key for public health.
Area of Science:
- Neuroscience
- Public Health
- Gerontology
Background:
- Neurocognitive disorders (NCDs), encompassing mild cognitive impairment and dementia, represent a growing global health concern.
- The increasing prevalence necessitates a focus on preventative strategies and the identification of modifiable risk factors.
Purpose of the Study:
- To conduct an umbrella review synthesizing existing literature on potentially modifiable risk factors for mild and major NCDs.
- To quantify the associations between identified risk factors and NCD development.
Main Methods:
- An umbrella review methodology was employed, systematically searching multiple databases for relevant systematic reviews and meta-analyses.
- A random-effects multi-level meta-analytic approach was used to synthesize risk ratios, accounting for overlapping data.
- Analysis also focused on risk factors for major NCDs specifically due to Alzheimer's disease and vascular dementia.
Main Results:
- Fourteen modifiable risk factors were significantly associated with NCDs: alcohol consumption, body weight, depression, diabetes mellitus, diet, hypertension, less education, physical inactivity, sensory loss, sleep disturbance, smoking, social isolation, traumatic brain injury, and vitamin D deficiency.
- All 14 factors were linked to major NCDs, while five were associated with mild NCDs.
- Research on vascular dementia and mild NCDs was notably less extensive.
Conclusions:
- The study identifies 14 modifiable risk factors contributing to NCDs, highlighting several often overlooked in current dementia action plans.
- Prevention strategies should integrate health promotion, early identification, and management of these risk factors to mitigate NCD incidence and severity.
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