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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Mild cognitive impairment is associated with characteristic neuropsychiatric symptoms
Tzung J Hwang1, Donna L Masterman, Freddy Ortiz
1Department of Neurology, UCLA School of Medicine, Los Angeles, CA 90095-1769, USA.
Abstract:
Mild cognitive impairment (MCI) has emerged as an identifiable condition and in many cases is a transitional state preceding diagnosable Alzheimer disease (AD). Neurobiological and neuroimaging characteristics of amnestic-type MCI have been investigated, but few comprehensive neuropsychiatric studies have been reported. The aim of this preliminary study was to define the neuropsychiatric features of the amnestic-type MCI and compare them with those of mild AD and normal controls. The Neuropsychiatric Inventory (NPI) was used to assess the neuropsychiatric symptoms in three age and education comparable groups, i.e., 28 MCI, 124 mild AD, and 50 normal subjects. Individual subscores of the 10 NPI symptoms and total NPI scores were compared between the MCI patients and the other 2 groups. The results of this preliminary investigation showed that MCI patients frequently manifested neuropsychiatric symptoms. The most common symptoms in the MCI group were dysphoria (39%), apathy (39%), irritability (29%), and anxiety (25%). There were significant differences in apathy, dysphoria, irritability, anxiety, agitation, and aberrant motor behavior between the MCI and control groups; in contrast, only delusions were significantly less common in MCI compared with mild AD. There was a significant difference between the MCI and control groups on total NPI scores (p = 0.001), but not between the MCI and mild AD groups (p = 0.304). Amnestic MCI is associated with significant neuropsychiatric symptoms, especially mood disturbances and apathy. Psychotic symptoms are significantly more common in the early stage of AD than in MCI. These results are derived from a limited clinical sample and require confirmation in longitudinal community-based investigations.
Insights
Mild cognitive impairment (MCI) often includes neuropsychiatric symptoms like apathy and mood changes. These symptoms differ between MCI and Alzheimer's disease (AD), with psychosis more common in AD.
Area of Science:
- Neuroscience
- Gerontology
- Psychiatry
Background:
- Mild cognitive impairment (MCI) is a transitional state preceding Alzheimer's disease (AD).
- Neuropsychiatric features of amnestic MCI require further comprehensive study.
- Previous research focused on neurobiological and neuroimaging aspects of MCI.
Purpose of the Study:
- To define neuropsychiatric features in amnestic MCI.
- To compare these features with mild AD and normal controls.
- To investigate the prevalence of specific neuropsychiatric symptoms in MCI.
Main Methods:
- A preliminary study using the Neuropsychiatric Inventory (NPI).
- Assessment of 28 MCI patients, 124 mild AD patients, and 50 normal controls.
- Comparison of individual NPI symptom subscores and total NPI scores between groups.
Main Results:
- MCI patients frequently exhibited neuropsychiatric symptoms, notably dysphoria, apathy, irritability, and anxiety.
- Significant differences were found in apathy, dysphoria, irritability, anxiety, agitation, and aberrant motor behavior between MCI and control groups.
- Delusions were less common in MCI than in mild AD; total NPI scores differed significantly between MCI and controls but not between MCI and mild AD.
Conclusions:
- Amnestic MCI is linked to significant neuropsychiatric symptoms, particularly mood disturbances and apathy.
- Psychotic symptoms are more prevalent in early AD than in MCI.
- These findings require validation through longitudinal, community-based research.
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