Association of cholesterol-HDL-glucose waist-to-height ratio and TyG-WHtR with incident cardiometabolic multimorbidity: a prospective cohort study from CHARLS

Cardiometabolic multimorbidity (CMM) is an increasing global health burden driven by complex metabolic disturbances. The triglyceride–glucose waist-to-height ratio (TyG-WHtR) has been reported as a useful marker for CMM risk, while the cholesterol–HDL–glucose waist-to-height ratio (CHG-WHtR) may capture broader lipid and glycemic abnormalities. This study compared the associations with and predictive performance of TyG-WHtR and CHG-WHtR for incident CMM. This prospective cohort study used data from the China Health and Retirement Longitudinal Study and included 7,339 adults aged ≥ 45 years without CMM at baseline. Multivariable Cox regression models were used to assess the associations of TyG-WHtR and CHG-WHtR with CMM risk. Kaplan–Meier curves, restricted cubic splines, time-dependent receiver operating characteristic curves, net reclassification index (NRI), and integrated discrimination improvement (IDI) were used to evaluate dose-response relationships and predictive performance. During 9 years of follow-up, 700 participants (9.54%) developed CMM. In fully adjusted models, both TyG-WHtR (HR 1.53, 95% CI 1.39–1.70) and CHG-WHtR (HR 2.14, 95% CI 1.83–2.51) were independently associated with increased CMM risk. Restricted cubic spline analyses showed nonlinear positive associations for both indices. Compared with TyG-WHtR, CHG-WHtR showed higher effect estimates for the association with CMM and numerically higher NRI and IDI values; its AUCs were modestly higher at 4, 7, and 9 years but not at 2 years, although the absolute differences were small. CHG-WHtR is independently associated with incident CMM and may provide complementary information for CMM risk stratification.

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Journal
BMC Endocrine Disorders
Published
2026-11-06
DOI
https://doi.org/10.1186/s12902-026-02719-8
Primary Topic
Diabetes, Cardiovascular Risks, and Lipoproteins
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article
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article

Association of cholesterol-HDL-glucose waist-to-height ratio and TyG-WHtR with incident cardiometabolic multimorbidity: a prospective cohort study from CHARLS

Zhuang Shao, Bei Hu, Qi Chen, Yuechu Zhao et al.
9 links
BMC Endocrine Disorders
Diabetes, Cardiovascular Risks, and Lipoproteins
article

Association of cholesterol-HDL-glucose waist-to-height ratio and TyG-WHtR with incident cardiometabolic multimorbidity: a prospective cohort study from CHARLS

Zhuang Shao, Bei Hu, Qi Chen, Yuechu Zhao, Yiwen Huang, Binbin He, Kai Gao, Lingying Qu, Zhi Cao, Hongbin Li, Xiaoxin Gao, Ting Li, Zichao Zhao, Lixia Zhu, Xiaofei Yan
article en

Abstract

Cardiometabolic multimorbidity (CMM) is an increasing global health burden driven by complex metabolic disturbances. The triglyceride–glucose waist-to-height ratio (TyG-WHtR) has been reported as a useful marker for CMM risk, while the cholesterol–HDL–glucose waist-to-height ratio (CHG-WHtR) may capture broader lipid and glycemic abnormalities. This study compared the associations with and predictive performance of TyG-WHtR and CHG-WHtR for incident CMM. This prospective cohort study used data from the China Health and Retirement Longitudinal Study and included 7,339 adults aged ≥ 45 years without CMM at baseline. Multivariable Cox regression models were used to assess the associations of TyG-WHtR and CHG-WHtR with CMM risk. Kaplan–Meier curves, restricted cubic splines, time-dependent receiver operating characteristic curves, net reclassification index (NRI), and integrated discrimination improvement (IDI) were used to evaluate dose-response relationships and predictive performance. During 9 years of follow-up, 700 participants (9.54%) developed CMM. In fully adjusted models, both TyG-WHtR (HR 1.53, 95% CI 1.39–1.70) and CHG-WHtR (HR 2.14, 95% CI 1.83–2.51) were independently associated with increased CMM risk. Restricted cubic spline analyses showed nonlinear positive associations for both indices. Compared with TyG-WHtR, CHG-WHtR showed higher effect estimates for the association with CMM and numerically higher NRI and IDI values; its AUCs were modestly higher at 4, 7, and 9 years but not at 2 years, although the absolute differences were small. CHG-WHtR is independently associated with incident CMM and may provide complementary information for CMM risk stratification.

BMC Endocrine Disorders
Guangzhou First People's Hospital (CN), Guangdong Academy of Medical Sciences (CN), Guangdong Provincial People's Hospital (CN), Southern Medical University (CN), South China University of Technology (CN)
Good health and well-being
Openalex Percentile: Top 13%
Diabetes, Cardiovascular Risks, and Lipoproteins
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