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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Screening for Alzheimer's disease among illiterate elderly: accuracy analysis for multiple instruments
Ivan Aprahamian1, José Eduardo Martinelli, Juliana Cecato
1Geriatrics Division, Jundiaí Medical School, Jundiaí, Brazil. aprahamian@usp.br
Screening illiterate elderly for Alzheimer's disease (AD) is challenging. Combined cognitive tests like the Mini-Mental State Examination (MMSE) and functional assessments (PFAQ) show high accuracy in detecting AD in this population.
Area of Science:
- Neurology
- Geriatrics
- Psychometrics
Background:
- Dementia screening in developing countries faces challenges due to educational and cultural performance variations.
- Accurate discrimination between Alzheimer's disease (AD) and normal aging in illiterate elderly populations is crucial for timely intervention.
Purpose of the Study:
- To evaluate the diagnostic accuracy of individual and combined screening tests for Alzheimer's disease (AD) in illiterate elderly patients.
- To identify the most effective screening instruments and protocols for discriminating AD from normal cognition in an illiterate clinical sample.
Main Methods:
- A cross-sectional study involving 66 illiterate outpatients with mild/moderate AD and 40 illiterate controls.
- Utilized Mini-Mental State Examination (MMSE), Verbal Fluency (VF), Clock Drawing Test (CDT), and Pfeffer Functional Activities Questionnaire (PFAQ).
- Analyzed test performance using Receiver Operating Characteristic (ROC) curves for sensitivity and specificity, including pairwise combinations.
Main Results:
- All cognitive (MMSE, CDT, VF) and functional (PFAQ) assessments showed significant differences between AD patients and controls (p < 0.001).
- The Mini-Mental State Examination (MMSE) and Pfeffer Functional Activities Questionnaire (PFAQ) were the best individual screening instruments.
- Combined MMSE and PFAQ achieved 94.1% sensitivity, while MMSE and CDT yielded 89% specificity.
Conclusions:
- Illiterate elderly individuals with Alzheimer's disease can be effectively screened using established cognitive and functional assessment tools.
- Combined screening protocols, particularly involving the MMSE and PFAQ or MMSE and CDT, enhance diagnostic accuracy for AD in illiterate populations.
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