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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Relative intake of macronutrients impacts risk of mild cognitive impairment or dementia
Rosebud O Roberts1, Lewis A Roberts, Yonas E Geda
1Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA. roberts.rosebud@mayo.edu
Abstract:
High caloric intake has been associated with an increased risk of cognitive impairment. Total caloric intake is determined by the calories derived from macronutrients. The objective of the study was to investigate the association between percent of daily energy (calories) from macronutrients and incident mild cognitive impairment (MCI) or dementia. Participants were a population-based prospective cohort of elderly persons who were followed over a median 3.7 years (interquartile range, 2.5-3.9) of follow-up. At baseline and every 15 months, participants (median age, 79.5 years) were evaluated using the Clinical Dementia Rating scale, a neurological evaluation, and neuropsychological testing for a diagnosis of MCI, normal cognition, or dementia. Participants also completed a 128-item food-frequency questionnaire at baseline; total daily caloric and macronutrient intakes were calculated using an established database. The percent of total daily energy from protein (% protein), carbohydrate (% carbohydrate), and total fat (% fat) was computed. Among 937 subjects who were cognitively normal at baseline, 200 developed incident MCI or dementia. The risk of MCI or dementia (hazard ratio, [95% confidence interval]) was elevated in subjects with high % carbohydrate (upper quartile: 1.89 [1.17-3.06]; p for trend = 0.004), but was reduced in subjects with high % fat (upper quartile: 0.56 [0.34-0.91]; p for trend = 0.03), and high % protein (upper quartile 0.79 [0.52-1.20]; p for trend = 0.03) in the fully adjusted models. A dietary pattern with relatively high caloric intake from carbohydrates and low caloric intake from fat and proteins may increase the risk of MCI or dementia in elderly persons.
Insights
High carbohydrate intake increases dementia risk, while higher fat and protein intake may reduce it. Dietary patterns impact cognitive health in older adults.
Area of Science:
- Gerontology
- Nutritional Science
- Neurology
Background:
- High caloric intake is linked to cognitive impairment.
- Macronutrient distribution significantly influences total caloric intake.
Purpose of the Study:
- To examine the association between macronutrient energy percentages and the incidence of mild cognitive impairment (MCI) or dementia.
- Investigate how dietary composition affects cognitive decline in the elderly.
Main Methods:
- Population-based prospective cohort study of elderly individuals (median age 79.5 years).
- Follow-up over a median of 3.7 years with regular cognitive assessments (Clinical Dementia Rating scale, neurological evaluation, neuropsychological testing).
- Dietary intake assessed via food-frequency questionnaires; macronutrient energy percentages calculated.
Main Results:
- Among 937 cognitively normal participants at baseline, 200 developed MCI or dementia.
- Elevated risk of MCI or dementia observed with high carbohydrate intake (upper quartile HR 1.89).
- Reduced risk of MCI or dementia associated with high fat intake (upper quartile HR 0.56) and high protein intake (upper quartile HR 0.79).
Conclusions:
- Dietary patterns high in carbohydrates and low in fat and protein may increase the risk of MCI or dementia in older adults.
- Macronutrient composition of the diet plays a crucial role in cognitive health trajectories.
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