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Updated: Aug 8, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Progression to dementia in clinical subtypes of mild cognitive impairment
P Alexopoulos1, T Grimmer, R Perneczky
1Department of Psychiatry and Psychotherapy, Technische Universitat, Munchen, Germany. palexopoulos@freemail.gr
Objective:
To examine the outcome among patients diagnosed with different types of mild cognitive impairment (MCI).
Patients:
A follow-up examination (average follow-up period: 3.49 +/- 2.2 years) was performed in 81 cognitively impaired, non-demented patients aged >55 years at baseline.
Results:
8 of 32 patients with amnestic MCI (25%), 22 of 41 patients with multiple-domain MCI (54%), and 3 of 8 patients with single non-memory MCI (37.5%) progressed to dementia. The clinical type of MCI is significantly associated with the likelihood of conversion to dementia.
Discussion:
When the clinical syndrome of MCI evolves on a neurodegenerative basis, the multiple-domain type of MCI has a less favorable prognosis than the amnestic type and may represent a more advanced prodromal stage of dementia.
Insights
The type of mild cognitive impairment (MCI) significantly impacts dementia progression. Multiple-domain MCI shows a less favorable prognosis compared to amnestic MCI, suggesting an advanced prodromal stage.
Area of Science:
- Neurology
- Neuroscience
- Geriatrics
Background:
- Mild cognitive impairment (MCI) is a transitional stage between normal cognition and dementia.
- Understanding MCI subtypes is crucial for predicting dementia risk.
Purpose of the Study:
- To investigate the differential outcomes of various mild cognitive impairment (MCI) subtypes.
- To assess the conversion rates to dementia across different MCI classifications.
Main Methods:
- A longitudinal study followed 81 non-demented patients over 55 years old with MCI.
- Patients were categorized into amnestic MCI, multiple-domain MCI, and single non-memory MCI.
- Follow-up assessments were conducted over an average of 3.49 years.
Main Results:
- Conversion to dementia rates varied significantly by MCI type: 25% for amnestic MCI, 54% for multiple-domain MCI, and 37.5% for single non-memory MCI.
- The clinical subtype of MCI was a significant predictor of dementia conversion.
- Multiple-domain MCI demonstrated the highest progression rate to dementia.
Conclusions:
- Multiple-domain MCI indicates a less favorable prognosis than amnestic MCI.
- Multiple-domain MCI may represent a more advanced prodromal stage of neurodegenerative dementia.
- Clinical classification of MCI is essential for prognostic evaluation.
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