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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Detecting At-Risk Alzheimer's Disease Cases
Tormod Fladby1,2, Lene Pålhaugen1,2, Per Selnes1,2
1Department of Neurology, Akershus University Hospital, Lørenskog, Norway.
Alzheimer's disease risk identification improved by analyzing cerebrospinal fluid amyloid-beta (Aβ42) and APOEɛ4. Memory clinic referrals show higher Aβ42, while self-referrals and those with family history are Aβ42 negative but carry APOEɛ4 risk.
Area of Science:
- Neuroscience
- Genetics
- Biomarkers
Background:
- APOEɛ4 is a major genetic risk factor for Alzheimer's disease (AD).
- Amyloid dysmetabolism is an early event predicting clinical AD and a target for intervention.
- Improved identification of individuals at increased AD risk is crucial for secondary prevention trials.
Purpose of the Study:
- To evaluate recruitment procedures for identifying individuals at increased risk for Alzheimer's disease.
- To assess the utility of pathological cerebrospinal fluid (CSF) Aβ42 concentrations (pAβ) and APOEɛ4 genotype as risk markers.
Main Methods:
- A multi-center study in Norway included 490 subjects aged 40-80 years.
- Participants were recruited via advertisements, media, or memory clinics.
- CSF biomarkers (Aβ42) and APOE genotype were analyzed in clinical and cognitive assessments, including MRI.
Main Results:
- Cases (self-referrals and memory clinic referrals) showed higher frequencies of pAβ and APOEɛ4 compared to normal controls (NC).
- Normal controls with first-degree relatives with dementia (NCFD) had higher APOEɛ4 frequencies but not increased pAβ.
- Memory clinic referrals were enriched for pAβ, while self-referred and NCFD cases were often pAβ negative but APOEɛ4 positive, indicating suitability for primary intervention.
Conclusions:
- Memory clinic referrals are suitable for studies targeting amyloid pathology.
- Self-referred and NCFD individuals, particularly those with APOEɛ4, represent a population at risk suitable for primary Alzheimer's disease prevention interventions.
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