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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
[Concept and clinical presentation of mild cognitive impairment]
1Department of Geriatric Medicine, Tokyo Medical University, Shinjuku-ku, Tokyo, Japan.
Abstract:
Mild cognitive impairment (MCI) is considered to be a transition state between normal cognition and dementia. The subtype of MCI are highly heterogeneous in terms of etiology, presentation, and prognosis. Patients with the amnestic subtype of MCI are at a high risk of progression to Alzheimer disease (AD); this subtype may represent the prodromal stage of AD. In contrast, patients with the non-amnestic subtype may be at a high risk of progression to a non-AD dementia, including dementia with Lewy bodies, frontotemporal dementia, and vascular dementia. Most patients with amnestic MCI exhibit pathologic abnormalities in the mesial temporal lobe structures; several other concomitant pathologic abnormalities, including argyrophilic grain disease, neurofibrillary tangles, hippocampal sclerosis, and vascular lesions are also observed. Patients with MCI often exhibit neuropsychiatric symptoms, such as depression and apathy, and instrumental ADL are minimally restricted. Moreover, patients with MCI who are not aware of their memory deficits and in whom practice effects are not observed exhibit parietotemporal hypoperfusion on single photon emission CT, indicating that these findings are predictors of progression to AD. In this review, I have discussed the most current aspects related to the concept and clinical presentation of MCI, with emphasis possible risk factors for conversion to dementia.
Insights
Mild cognitive impairment (MCI) is a transitional stage to dementia. Different MCI subtypes predict distinct dementia types, with amnestic MCI often preceding Alzheimer's disease.
Area of Science:
- Neurology
- Neuroscience
- Geriatrics
Context:
- Mild cognitive impairment (MCI) represents a critical transitional phase between normal cognition and dementia.
- MCI subtypes are heterogeneous, influencing progression pathways and prognoses.
Purpose:
- To review current understanding of MCI, focusing on its concept, clinical presentation, and risk factors for dementia conversion.
- To differentiate progression risks associated with amnestic versus non-amnestic MCI subtypes.
Summary:
- Amnestic MCI is strongly linked to Alzheimer disease (AD) and often shows mesial temporal lobe pathology.
- Non-amnestic MCI may predict other dementia types like Lewy body, frontotemporal, or vascular dementia.
- Neuropsychiatric symptoms and parietotemporal hypoperfusion are key indicators of MCI progression to AD.
Impact:
- Provides a comprehensive overview for clinicians and researchers on MCI subtypes and their predictive value.
- Highlights the importance of identifying MCI subtypes for early diagnosis and intervention strategies.
- Enhances understanding of the prodromal stages of neurodegenerative diseases.
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