Correlation of triglyceride-glucose index with the incidence and prognosis of hyperglycemic crises in critically ill patients with diabetes mellitus: a machine-learning-based multicenter retrospective cohort study
Elevated TyG index shows a notable correlation with the occurrence of HCE and negative results in critically ill patients with DM. Advanced multivariate machine-learning models are adept at pinpointing patients at high risk, thereby facilitating prompt clinical action.
Authors
- Hao Han (ORCID: https://orcid.org/0009-0004-3825-1996)
- Mingchen Xie (ORCID: https://orcid.org/0000-0002-4109-933X)
- Yahui Zhang (ORCID: https://orcid.org/0000-0003-1509-0670)
- Jianming Xu (ORCID: https://orcid.org/0000-0003-4467-6021)
- Jianhua Cheng
- Xun Xie
- Zeyu Wu (ORCID: https://orcid.org/0000-0002-5763-9580)
- Haitao Wu (ORCID: https://orcid.org/0000-0001-8437-3194)
Institutions
- Qingdao University (CN)
- Affiliated Hospital of Qingdao University (CN)
Publication Details
- Journal
- Frontiers in Nutrition
- Published
- 2025-09-04
- DOI
- https://doi.org/10.3389/fnut.2025.1649553
- Primary Topic
- Diabetes Management and Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00