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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
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Selecting a Brief Cognitive Screening Test Based on Patient Profile: It Is Never Too Early to Start.
Gemma García-Lluch1,2,3, Ariadna Muedra-Moreno4, Mar García-Zamora1,3
1Cátedra DeCo MICOF-CEU UCH, Universidad Cardenal Herrera-CEU, 46115 Valencia, Spain.
Journal of Clinical Medicine
|October 16, 2024
Summary
Cardiovascular risk factors and anticholinergic burden significantly impact cognitive function in older adults. Tailoring brief cognitive tests like MIS for cardiovascular risk and SPMSQ for anticholinergic burden can improve dementia screening.
Area of Science:
- Gerontology
- Pharmacology
- Neurology
Background:
- Cognitive impairment is often underdiagnosed, impacting dementia risk.
- Cardiovascular risk factors (CVR) and anticholinergic burden (ACB) are key contributors to cognitive decline.
- ACB frequently arises from medications for neuropsychiatric conditions.
Purpose of the Study:
- To evaluate cognitive profiles in older adults with subjective memory complaints.
- To analyze the impact of CVR and ACB on cognitive test performance.
- To determine the utility of different brief cognitive tests based on patient characteristics.
Main Methods:
- Cross-sectional study (2019-2023) in Spain involving 172 patients (≥50 years) with memory complaints and CVR.
- Assessed cognitive function using Memory Impairment Screening (MIS), Semantic Verbal Fluency Test, and SPMSQ.
- Quantified CVR using the European SCORE2 table and ACB using the CALS scale.
Main Results:
- 60% of participants failed at least one cognitive test.
- Higher CVR and ACB were associated with more failed cognitive tests.
- MIS test failure correlated with elevated SCORE2 scores; SPMSQ failure correlated with elevated ACB.
Conclusions:
- Brief cognitive tests can be selected based on patient profiles for effective cognitive impairment screening.
- The MIS test is beneficial for patients with cardiovascular risk.
- The SPMSQ test is particularly useful for patients with significant anticholinergic burden.
Keywords:
anticholinergic burdencardiovascular riskcognitive impairmentcognitive screeningneuropsychiatric disorder
