收藏切换
Associations of triglyceride-glucose index combined with classical and novel obesity indices and multimorbidity in middle-aged and elderly Chinese
收藏切换
Li-ya YANG1, Xiao-wen SHENG1, Li-ying DU2, Ling-zhi JIANG2, Yan-fen LIU2
Modern Preventive Medicine | 2026, 53(12) : 2117 - 2125
Less
收藏切换
Modern Preventive Medicine | 2026, 53(12): 2117-2125
• Epidemiology and Statistical Methods Advance •
Associations of triglyceride-glucose index combined with classical and novel obesity indices and multimorbidity in middle-aged and elderly Chinese
Full
Li-ya YANG1, Xiao-wen SHENG1, Li-ying DU2, Ling-zhi JIANG2, Yan-fen LIU2
Affiliations
  • Department of Nursing, Jinhua Central Hospital, Jinhua, Zhejiang 321000, China
Published: 2026-06-25 doi: 10.20043/j.cnki.MPM.202512414
Outline
收藏切换
Background

With the accelerated aging of China’s population, multimorbidity has become a major health challenge for middle-aged and older adults, placing higher demands on clinical care and health management systems. Obesity and insulin resistance are common pathophysiological foundations for multiple chronic diseases. However, there is a lack of large-scale prospective studies systematically evaluating the combined effects of the triglyceride-glucose (TyG) index, traditional obesity indices, and novel obesity indices on the risk of multimorbidity.

Objective

To investigate the impact and predictive value of the TyG index combined with traditional and novel obesity indices on the risk of multimorbidity, providing a scientific basis for early identification, risk stratification, and precision nursing interventions for chronic disease comorbidity.

Methods

Based on prospective cohort data from the China Health and Retirement Longitudinal Study (CHARLS) from 2011 to 2020, this study included 2 574 middle-aged and older participants aged 45 years or older without chronic diseases at baseline. Traditional and novel obesity indices were calculated, including body mass index (BMI), waist circumference (WC), waist-to-height ratio (WHtR), weight-adjusted waist index (WWI), a body shape index (ABSI), body roundness index (BRI), and Chinese visceral adiposity index (CVAI). Additionally, the TyG index and its derivatives combined with obesity indices (e.g., TyG-WC, TyG-BRI) were calculated. Cox proportional hazards regression models were used to analyze the associations between these indices and the risk of multimorbidity, while restricted cubic spline analysis was employed to examine dose-response relationships. Receiver operating characteristic (ROC) curves were used to evaluate the predictive performance of these indices.

Results

The overall incidence of multimorbidity was 57.8%. After multivariate adjustment, all obesity indices and TyG-related indices were significantly positively associated with the risk of multimorbidity (P<0.05). Among these, WC showed the strongest association (hazard ratio [HR]=1.39, 95% confidence interval [CI]: 1.22-1.57), followed by BMI (HR=1.26, 95%CI: 1.10-1.43). The HRs for WHtR and BRI were both 1.35 (95%CI: 1.18-1.54), while the HRfor CVAI was 1.28 (95%CI: 1.12-1.45). The TyG index alone was significantly associated with the risk of multimorbidity (HR=1.21, 95%CI: 1.06-1.37), and its combination with obesity indices further enhanced the association: TyG-WC had an HRof 1.36 (95%CI: 1.20-1.54), TyG-BRI had an HRof 1.33 (95%CI: 1.17-1.52), and TyG-CVAI had an HRof 1.29 (95%CI: 1.13-1.46). Dose-response analysis revealed that most indices exhibited a nonlinear positive association with multimorbidity risk (all P for nonlinearity<0.05). ROC curve analysis showed that among traditional and novel obesity indices, WHtR and BRI had the best predictive performance (both AUC=0.560). Among TyG derivatives, TyG-BRI had the highest predictive performance (AUC=0.562), followed by TyG-WHtR (AUC=0.561) and TyG-WC (AUC=0.558).The DeLong test revealed that only TyG-WHtR exhibited a significantly higher AUC compared with TyG alone (P=0.038).

Conclusion

The combined use of the TyG index and obesity indices provides a more comprehensive assessment of multimorbidity risk in middle-aged and older adults. Compared with other obesity indexes, TyG-WHtR and TyG-BRI demonstrated superior performance in risk identification, supporting their utility as practical screening indicators in clinical nursing assessments and community health management.

Multimorbidity  /  Triglyceride-glucose index  /  Obesity indices  /  Body mass index  /  Waist circumference  /  Cohort study
杨丽雅, 盛晓雯, 杜厉英, 姜灵芝, 刘艳芬. TyG指数联合传统和新型肥胖指标与慢性病共病发病风险关联研究. 现代预防医学, 2026 , 53 (12) : 2117 -2125 . DOI: 10.20043/j.cnki.MPM.202512414
Li-ya YANG, Xiao-wen SHENG, Li-ying DU, Ling-zhi JIANG, Yan-fen LIU. Associations of triglyceride-glucose index combined with classical and novel obesity indices and multimorbidity in middle-aged and elderly Chinese[J]. Modern Preventive Medicine, 2026 , 53 (12) : 2117 -2125 . DOI: 10.20043/j.cnki.MPM.202512414
Year 2026 volume 53 Issue 12
237
106
Cite this Article
BibTeX
Article Info
doi: 10.20043/j.cnki.MPM.202512414
  • Receive Date:2025-12-24
  • Online Date:2026-09-28
  • Published:2026-06-25
Article Data
Affiliations
History
  • Received:2025-12-24
Funding
Affiliations
    Department of Nursing, Jinhua Central Hospital, Jinhua, Zhejiang 321000, China
References
Share
https://castjournals.cast.org.cn/joweb/xdyfyx/EN/10.20043/j.cnki.MPM.202512414
Share to
QR

Scan QR to access full text

Cite this article
BibTeX
Citations
表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
关闭全屏
  • BibTeX
  • EndNote
  • RefWorks
  • TxT