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The longitudinal levels of metabolic insulin resistance score are positively correlated with the risk of incident cardiovascular disease
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He-qun ZHANG, Qi LI, Hong TU, Hong-qiang REN
Modern Preventive Medicine | 2025, 52(15) : 2872 - 2880
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Modern Preventive Medicine | 2025, 52(15): 2872-2880
Clinical Medicine and Prevention
The longitudinal levels of metabolic insulin resistance score are positively correlated with the risk of incident cardiovascular disease
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He-qun ZHANG, Qi LI, Hong TU, Hong-qiang REN
Affiliations
  • Department of Cardiovascular Center, Suining Central Hospital, Suining, Sichuan 629000, China
Published: 2025-08-10 doi: 10.20043/j.cnki.MPM.202504283
Outline
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Objective

To investigate the longitudinal association between the metabolic score for insulin resistance (METS-IR) and the risk of cardiovascular disease (CVD) and its subtypes (heart disease and stroke) in middle-aged and older adults.

Methods

This study used data from 4 567 participants in the China Health and Retirement Longitudinal Study (CHARLS) cohort. METS-IR levels measured in 2011 and 2015 were standardized, and K-means cluster analysis was used to classify participants into four categories (Class 1-4). Cumulative METS-IR exposure levels were calculated. Multivariable Cox regression models, adjusted for potential confounders, were used to evaluate the association between METS-IR and incident CVD. Restricted cubic spline analysis assessed the dose-response relationship between cumulative METS-IR exposure and CVD risk. Subgroup analyses explored heterogeneity by gender and age. The predictive performance of METS-IR for CVD was evaluated using time-dependent receiver operating characteristic (ROC) curves.

Results

Over a median follow-up of 3 years, 531 CVD events occurred among 4 567 participants. Cox regression analysis showed that compared to Class 1 (lowest persistent METS-IR levels), Class 4(highest persistent METS-IR levels) was associated with a 77% increased risk of incident CVD (HR=1.77, 95%CI: 1.24-2.52), including a 67% increased risk of heart disease (HR=1.67, 95%CI: 1.10-2.54) and a significant 117% increased risk of stroke (HR=2.17,95%CI: 1.31-3.59). A significant linear dose-response relationship was observed between cumulative METS-IR exposure and CVD risk. ROC curve analysis indicated that cumulative METS-IR had the best predictive performance for CVD, with an area under the curve (AUC) of 0.613.

Conclusion

Persistently elevated longitudinal levels of METS-IR are associated with an increased risk of incident CVD. Dynamic monitoring of METS-IR levels is important for the prevention and treatment of CVD.

Metabolic score for insulin resistance  /  Insulin resistance  /  Cardiovascular disease  /  CHARLS
He-qun ZHANG, Qi LI, Hong TU, Hong-qiang REN. The longitudinal levels of metabolic insulin resistance score are positively correlated with the risk of incident cardiovascular disease[J]. Modern Preventive Medicine, 2025 , 52 (15) : 2872 -2880 . DOI: 10.20043/j.cnki.MPM.202504283
Year 2025 volume 52 Issue 15
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Article Info
doi: 10.20043/j.cnki.MPM.202504283
  • Receive Date:2025-04-18
  • Online Date:2026-03-16
  • Published:2025-08-10
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  • Received:2025-04-18
Affiliations
    Department of Cardiovascular Center, Suining Central Hospital, Suining, Sichuan 629000, China
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表12种不同金属材料的力学参数

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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
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