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Effects of Exercise-Diet Therapy on Cognitive Function in Healthy Elderly People Evaluated by Deep Learning Based on
K Sakatani1, K Oyama2, L Hu3
1Department of Human and Engineered Environmental Studies, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan. k.sakatani@edu.k.u-tokyo.ac.jp.
A new deep neural network (DNN)-based test accurately predicts cognitive function using blood data. This DNN-based test showed that exercise and diet interventions improved cognitive function in most elderly individuals.
Area of Science:
- Gerontology
- Neuroscience
- Biomedical Engineering
Background:
- Vascular cognitive impairment and metabolic disorders are significant risk factors for dementia in the elderly.
- Arteriosclerosis contributes to cognitive decline in vascular dementia and Alzheimer's disease.
- A deep neural network (DNN)-based test was developed to predict cognitive function using basic blood test data and Mini Mental State Examination (MMSE) scores.
Purpose of the Study:
- To evaluate the applicability of the DNN-based test for assessing the impact of exercise and diet interventions on cognitive function.
- To determine if the DNN-based test can effectively monitor changes in cognitive function following lifestyle interventions.
Main Methods:
- Two groups of elderly subjects (7 and 230 participants) underwent cognitive function assessment using the DNN-based test before and after a 2-3 month intervention period.
- Blood data was analyzed by the DNN-based test to predict MMSE scores.
- Intervention involved exercise and diet, with results compared to measured MMSE scores.
Main Results:
- In the first group (n=7), the DNN-based test predicted an increase in MMSE scores from 27.1 to 27.6 after intervention (p=0.024).
- In the second group (n=230), the DNN-based test indicated improved cognitive function in 189 participants (p<0.001) following exercise-diet therapy.
- While the DNN-based test showed improvement, measured MMSE scores showed non-significant changes or a significant decrease in the second group.
Conclusions:
- The DNN-based test demonstrated that exercise-diet therapy increased predicted cognitive function in the majority of elderly participants.
- The DNN-based test shows potential as a valuable tool for monitoring the effects of lifestyle interventions on cognitive function in aging populations.
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