Exploring the effect of the triglyceride-glucose index on bone metabolism in prepubertal children, a retrospective study: insights from traditional methods and machine-learning-based bone remodeling prediction
The TyG index is a reliable predictor of bone metabolic disorders in prepubertal obese children, and the interpretable CatBoost model provides a cost-effective tool for early intervention. This study has important implications for prevention strategies for disorders of bone metabolism in prepubertal obese children to reduce the risk of skeletal fragility in adulthood or old age.
Authors
- Shunshun Cao (ORCID: https://orcid.org/0000-0003-0358-2782)
- Botian Song
- Yangyang Hu (ORCID: https://orcid.org/0000-0001-6710-7425)
- Aolei Chen (ORCID: https://orcid.org/0000-0002-5028-9055)
Institutions
- Wenzhou Medical University (CN)
Publication Details
- Journal
- PeerJ
- Published
- 2025-05-20
- DOI
- https://doi.org/10.7717/peerj.19483
- Citations
- 1
- Primary Topic
- Bone health and osteoporosis research
- Type
- article
- Field-Weighted Citation Impact
- 1.72