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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Course and etiology of dysexecutive MCI in a community sample
Edward D Huey1, Jennifer J Manly, Ming-X Tang
1Taub Institute for Research on Alzheimer's Disease and the Aging Brain, The Gertrude H. Sergievsky Center, Columbia University, New York, NY, USA; Department of Psychiatry, College of Physicians and Surgeons, Columbia University, New York, NY, USA; Department of Neurology, College of Physicians and Surgeons, Columbia University, New York, NY, USA; Division of Geriatric Psychiatry, New York State Psychiatric Institute, College of Physicians and Surgeons, Columbia University, New York, NY, USA.
Background:
Amnestic mild cognitive impairment (aMCI) is associated with an elevated risk of progressing to Alzheimer's disease. Much less is known about the course of dysexecutive mild cognitive impairment (dMCI). The goals of this study were to determine how the profile of cognitive deficits differs over time between patients with dMCI and aMCI, and control subjects; if the type of dementia differs between dMCI and aMCI in patients who progress to dementia; and if dMCI is more associated with stroke and white matter hyperintensity on magnetic resonance imaging (MRI) than aMCI.
Methods:
The authors undertook a prospective evaluation of an inception cohort of 1167 ethnically diverse elders recruited from an urban community-based sample monitored with clinical and neuropsychological testing for an average of 4.5 years (standard deviation, 0.8 year). A subset of the subjects underwent MRI. We compared four groups of MCI patients: single-domain amnestic and dysexecutive MCI, and multiple-domain MCI with and without executive dysfunction.
Results:
Compared with aMCI, dMCI was less likely to involve other areas of cognition over time and progress to dementia. None of the 33 single-domain dMCI patients progressed to dementia. The presence of executive dysfunction in multiple-domain MCI did not increase risk of progression to dementia. Patients with multiple-domain MCI with executive dysfunction who progressed to dementia were less likely to have an Alzheimer's-type dementia than MCI patients without executive dysfunction. Patients with dMCI were more likely to experience stroke, but not white matter hyperintensity, detected via MRI than patients with aMCI.
Conclusions:
dMCI appears to follow a different course, and is less associated with Alzheimer's disease and more associated with stroke than aMCI.
Insights
Dysexecutive mild cognitive impairment (dMCI) progresses differently than amnestic mild cognitive impairment (aMCI), showing less dementia risk and more association with stroke. dMCI patients did not progress to dementia in this study.
Area of Science:
- Neurology
- Neuroscience
- Cognitive Science
Background:
- Amnestic mild cognitive impairment (aMCI) increases Alzheimer's disease risk.
- The progression of dysexecutive mild cognitive impairment (dMCI) is less understood.
- Differentiating MCI subtypes is crucial for prognosis and understanding underlying pathologies.
Purpose of the Study:
- Compare cognitive decline trajectories in dMCI versus aMCI.
- Investigate dementia types associated with each MCI subtype.
- Determine if dMCI is linked to stroke or white matter hyperintensity more than aMCI.
Main Methods:
- Prospective study of 1167 diverse elders over 4.5 years.
- Clinical and neuropsychological testing.
- MRI scans for a subset of participants.
Main Results:
- dMCI showed less cognitive involvement and slower progression to dementia compared to aMCI.
- No single-domain dMCI patients progressed to dementia.
- dMCI was associated with higher stroke incidence but not white matter hyperintensity on MRI.
Conclusions:
- dMCI follows a distinct clinical course from aMCI.
- dMCI is less associated with Alzheimer's disease and more with stroke.
- Executive dysfunction in multiple-domain MCI did not elevate dementia risk but altered dementia type in those who progressed.
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