Machine learning-based prediction of knee pain risk using lipid metabolism biomarkers: a prospective cohort study from CHARLS

Machine learning-based prediction of knee pain risk using lipid metabolism biomarkers: a prospective cohort study from CHARLS

IntroductionKnee pain significantly impairs health and quality of life among middle-aged and older adults. However, the predictive utility of lipid metabolism biomarkers for knee pain risk remains inadequately explored.MethodsThis study utilized data from the China Health and Retirement Longitudinal...

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Bibliographic Details
Main Authors: Biao Guo, Yuan Li, Weihang Peng, Yabin Liu, Fei He, Zhe Zhai
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Physiology
Subjects:
knee pain
metabolic biomarkers
machine learning
lipid accumulation product
CHARLS
Online Access:https://www.frontiersin.org/articles/10.3389/fphys.2025.1607276/full
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