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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Olfactory identification deficits and MCI in a multi-ethnic elderly community sample
D P Devanand1, Matthias H Tabert, Katrina Cuasay
1Division of Geriatric Psychiatry, Department of Psychiatry, College of Physicians and Surgeons, Columbia University, New York, NY 10032, USA. dpd3@columbia.edu
Olfactory identification deficits are linked to mild cognitive impairment (MCI) and Alzheimer's disease (AD). Lower scores on the University of Pennsylvania Smell Identification Test (UPSIT) correlate with cognitive decline and hippocampal changes in older adults.
Area of Science:
- Neuroscience
- Gerontology
- Cognitive Psychology
Background:
- Odor identification deficits are observed in Alzheimer's disease (AD) and mild cognitive impairment (MCI).
- These olfactory deficits can predict the clinical progression from MCI to AD.
Purpose of the Study:
- To investigate the relationship between olfactory identification abilities and cognitive status in a multi-ethnic elderly community sample.
- To explore correlations between smell identification scores and cognitive tests, brain imaging, and demographic factors.
Main Methods:
- Administered the University of Pennsylvania Smell Identification Test (UPSIT) to 1092 non-demented elderly individuals.
- Correlated UPSIT scores with results from cognitive assessments (memory, fluency, naming) and MRI data (hippocampal volume, entorhinal cortex, white matter hyperintensities).
- Utilized ANOVA to compare UPSIT scores across different cognitive classifications: no MCI, non-amnestic MCI, and amnestic MCI.
Main Results:
- Women scored higher than men on the UPSIT; ethnic differences were not significant after controlling for age and education.
- UPSIT scores showed significant inverse correlations with age and positive correlations with immediate recall, delayed recall, category fluency, and Boston Naming Test scores.
- Lower UPSIT scores were significantly associated with amnestic MCI compared to no MCI, and correlated with reduced hippocampal volume.
Conclusions:
- Olfactory identification deficits are associated with cognitive impairment, particularly amnestic MCI, in the elderly.
- The findings support the potential of olfactory tests as a screening tool for cognitive decline.
- Further longitudinal studies are needed to confirm the predictive utility of olfactory deficits for MCI and AD progression.
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