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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Twelve-year nationwide cohort study identifying risk factors for conversion from mild cognitive impairment to
Kyoungwon Baik1,2, Minwoong Kang3, Yu Jeong Park4
1Department of Neurology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea.
Abstract:
Mild cognitive impairment (MCI) is a pre-dementia phase preceding dementia of the Alzheimer's type (DAT). Despite numerous studies exploring the risk factors for the conversion from MCI to DAT, the results have been heterogeneous. This study aimed to investigate the incidence of the conversion from MCI to DAT and the risk factors contributing to DAT conversion in Korean patients with MCI. A 12-year nationwide retrospective study was conducted. We enrolled patients with MCI aged ≥ 40 years between 2009 and 2015 and followed them up until 2020. The incidence of DAT conversion based on age at MCI diagnosis and its risk factors were analyzed using Cox proportional hazards regression. The conversion rate of DAT in patients with MCI increased during the age range of 70 to 90 years, and approached a plateau near the age of 100 years. Being underweight (hazard ratio [HR] 1.279, 95% confidence interval [CI] 1.223-1.338) was associated with a higher risk of DAT conversion. Cardiometabolic diseases (diabetes, HR 1.373, 95% CI 1.342-1.406; coronary heart disease, HR 1.047, 95% CI 1.015-1.079; and hemorrhagic stroke, HR 1.342, 95% CI 1.296-1.390;) increased the risk of DAT conversion, whereas hypertension, ischemic stroke, and dyslipidemia did not. Depression (HR 1.736, 95% CI 1.700-1.773) and physical inactivity (HR 1.193, 95% CI 1.161-1.227) were related to the increased risk. Mild (HR 0.860, 95% CI 0.830-0.891) to moderate (HR 0.880, 95% CI 0.837-0.926) alcohol consumption, high income (HR 0.947, 95% CI 0.925-0.970), and urban residence (HR 0.889, 95% CI 0.872-0.907) were associated with the decreased risk of DAT conversion. Multiple modifiable risk factors were closely associated with an increased risk of DAT conversion. Our results may help in designing preventive strategies to mitigate the risk of DAT conversion in patients with MCI.
Insights
This study found that being underweight, certain cardiometabolic diseases, depression, and physical inactivity increase the risk of mild cognitive impairment (MCI) progressing to dementia of the Alzheimer
Area of Science:
- Neuroscience
- Gerontology
- Public Health
Background:
- Mild cognitive impairment (MCI) is a critical pre-dementia stage.
- Identifying risk factors for progression to dementia of the Alzheimer's type (DAT) is crucial for early intervention.
- Previous studies on MCI to DAT conversion risk factors have yielded inconsistent results.
Purpose of the Study:
- To investigate the incidence of DAT conversion in Korean patients with MCI.
- To identify specific risk factors associated with DAT conversion in this population.
- To inform the development of preventive strategies for MCI progression.
Main Methods:
- A 12-year nationwide retrospective cohort study.
- Inclusion of patients aged ≥40 years diagnosed with MCI between 2009 and 2015.
- Analysis of DAT conversion incidence and risk factors using Cox proportional hazards regression.
Main Results:
- DAT conversion rates increased with age, peaking between 70-90 years.
- Underweight status, diabetes, coronary heart disease, and hemorrhagic stroke were associated with increased DAT conversion risk.
- Depression and physical inactivity significantly elevated DAT conversion risk.
- Mild to moderate alcohol consumption, high income, and urban residence were linked to a decreased risk of DAT conversion.
Conclusions:
- Multiple modifiable factors, including lifestyle and socioeconomic status, significantly influence MCI to DAT conversion.
- Understanding these risk factors is essential for targeted preventive measures.
- The findings provide a basis for public health initiatives aimed at reducing dementia incidence in MCI patients.
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