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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Screening Younger Individuals in a Primary Care Setting Flags Putative Dementia Cases and Correlates Gastrointestinal
Ilka M Rosa1, Ana Gabriela Henriques, Liliana Carvalho
1Neuroscience and Signalling Laboratory, Department of Medical Sciences, Institute of Biomedicine - iBiMED, University of Aveiro, Aveiro, Portugal.
Insights
This study screened 568 individuals in Portugal, finding 12% dementia prevalence. Early dementia screening in primary care is vital, even for those aged 50-65.
Area of Science:
- Neurology
- Geriatrics
- Public Health
Background:
- Dementia diagnosis is difficult in primary care due to resource limitations.
- A primary care cohort was established in Portugal's Aveiro district to address this.
Purpose of the Study:
- To assess dementia prevalence and identify risk factors in a Portuguese primary care setting.
- To evaluate the feasibility of early dementia screening in primary care.
Main Methods:
- A cohort of 568 participants underwent cognitive testing and APOE genotyping.
- Data collected included demographics, comorbidities, and functional assessments.
Main Results:
- Dementia prevalence was 12%, with significant correlations between Clinical Dementia Rating (CDR) scores and education, activities of daily living (ADL), aging, depression, gender, APOE ε4 allele, and comorbidities.
- A novel correlation between gastrointestinal disease and higher CDR scores was observed.
- 71 individuals aged 50-65 years were identified for follow-up, suggesting potential early-onset cases.
Conclusions:
- Primary care settings can effectively screen for dementia, including in younger populations (50-65 years).
- Identifying individuals with potentially early-onset dementia is feasible in primary care.
- Further research into the link between gastrointestinal disease and dementia is warranted.
Background/Aims:
Diagnosing dementia is challenging in many primary care settings, given the limited human resources and the lack of current diagnostic tools. With this in mind, a primary care-based cohort was established in the Aveiro district of Portugal.
Methods:
A total of 568 participants were evaluated using cognitive tests and APOE genotyping.
Results:
The findings revealed a dementia prevalence of 12%. A strong correlation between increasing Clinical Dementia Rating (CDR) scores and education was clearly evident. Other highly relevant risk factors were activities of daily living (ADL), instrumental ADL, aging, depression, gender, the APOE ε4 allele, and comorbidities (depression as well as gastrointestinal, osteoarticular, and neurodegenerative diseases). A hitherto unreported, significant correlation between gastrointestinal disease and high CDR score was clearly observable.
Conclusions:
This study shows the merit of carrying out a dementia screening on younger subjects. Significantly, 71 subjects in the age group of 50-65 years were flagged for follow-up studies; furthermore, these cases with a potentially early onset of dementia were identified in a primary care setting.
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