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Back Extensor Strength as a Potential Marker of Frailty Using Propensity Score Matching and Machine Learning
Taewook Kim1, Gowun Kim2,3,4, Hee-Won Park2,3,4
1Department of Education & Human Resources Development, Seoul National University Hospital, Seoul 03080, Republic of Korea.
Journal of Clinical Medicine
|October 14, 2023
Summary
Back extensor strength shows promise as a frailty marker. Stronger back muscles correlate with better physical function, suggesting it can help identify frailty in older adults.
Area of Science:
- Gerontology
- Musculoskeletal Health
- Biomedical Engineering
Background:
- Frailty is a significant geriatric syndrome associated with adverse health outcomes.
- Current frailty assessments can be time-consuming and require specialized equipment.
- Identifying accessible and reliable frailty markers is crucial for early intervention.
Purpose of the Study:
- To investigate back extensor strength as a potential alternative marker for frailty.
- To examine the association between back extensor strength and body composition.
- To evaluate the predictive capability of back extensor strength for frailty status.
Main Methods:
- Cross-sectional study of 560 farmers.
- Computed tomography (CT) scans for trunk muscle and fat composition analysis.
- Measurement of back extensor strength and Fried's frailty criteria.
- Statistical analyses including multivariate regression, propensity score matching, and XGBoost.
Main Results:
- Back extensor strength positively correlated with abdominal and back muscle volume (p < 0.05).
- Lower back extensor strength was associated with reduced grip strength, walking speed, and increased exhaustion.
- Multivariate logistic regression and XGBoost identified back extensor strength as a significant predictor of frailty.
Conclusions:
- Back extensor strength demonstrates potential as a practical and alternative marker for assessing frailty.
- This finding may facilitate simpler and more widespread frailty screening in clinical and research settings.
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