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Different parameters of the uric acid-to-high-density lipoprotein cholesterol ratio and the risk of diabetes mellitus in Chinese middle-aged and older adults
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Si-qi LIU, Si-han LI
Modern Preventive Medicine | 2026, 53(15) : 2726 - 2732
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Modern Preventive Medicine | 2026, 53(15): 2726-2732
• Epidemiology and Statistical Method •
Different parameters of the uric acid-to-high-density lipoprotein cholesterol ratio and the risk of diabetes mellitus in Chinese middle-aged and older adults
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Si-qi LIU, Si-han LI
Affiliations
  • Shengjing Hospital of China Medical University, Shenyang, Liaoning 110001, China
Published: 2026-08-10 doi: 10.20043/j.cnki.MPM.202511453
Outline
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Objective

To investigate the relationship between different uric acid-to-high-density lipoprotein cholesterol ratios (UHR) and new-onset diabetes in middle-aged and older individuals, providing a reference basis for diabetes prevention and treatment in this population.

Methods

Using data from the China Health and Retirement Longitudinal Study (CHARLS), we selected middle-aged and older adults who participated in five waves of the survey from 2011 to 2020. Restricted cubic spline (RCS) analysis was employed to examine the potential nonlinear associations of baseline UHR and cumulative UHR with diabetes risk. The UHR trajectory was categorized into three classes using the k-means clustering algorithm: low-level increasing class (Class 1), moderate-level increasing class (Class 2), and high-level decreasing class (Class 3). Cox proportional hazards regression models were then used to analyze the association between different UHR parameters and new-onset diabetes. Further subgroup analyses were conducted by sex, age, and household registration type, with interaction terms included to test for interactions. Logistic regression sensitivity analyses were performed to validate the robustness of the findings.

Results

This study included 4 638 participants, with 342 new cases of diabetes (7.37%)occurring during the 5-year follow-up period. RCS analysis revealed that higher baseline UHR and cumulative UHR levels were associated with increased diabetes risk in middle-aged and older adults. After adjusting for confounders, diabetes risk significantly increased in Class 2 and Class 3 groups compared to Class 1, with HRs of 1.42 (95% CI: 1.10-1.83) and 1.79 (95% CI: 1.27-2.53),respectively. Furthermore, compared with the lowest tertile group (T1) of baseline UHR and cumulative UHR, the adjusted HRs for the highest tertile group (T3) were 1.64 (95% CI: 1.21-2.23) and 1.60 (95% CI: 1.18-2.18), respectively.

Conclusion

Elevated UHR levels increase the risk of developing diabetes. Continuous monitoring of UHR and early intervention can help reduce the incidence of diabetes in middle-aged and older adults.

Diabetes mellitus  /  Uric acid-to-high-density lipoprotein cholesterol ratio  /  Middle-aged and older adults  /  Cohort study
刘斯琪, 黎思含. 中国中老年人不同尿酸和高密度脂蛋白胆固醇比值参数与糖尿病发病风险研究. 现代预防医学, 2026 , 53 (15) : 2726 -2732 . DOI: 10.20043/j.cnki.MPM.202511453
Si-qi LIU, Si-han LI. Different parameters of the uric acid-to-high-density lipoprotein cholesterol ratio and the risk of diabetes mellitus in Chinese middle-aged and older adults[J]. Modern Preventive Medicine, 2026 , 53 (15) : 2726 -2732 . DOI: 10.20043/j.cnki.MPM.202511453
Year 2026 volume 53 Issue 15
274
121
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doi: 10.20043/j.cnki.MPM.202511453
  • Receive Date:2025-11-25
  • Online Date:2026-09-28
  • Published:2026-08-10
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  • Received:2025-11-25
Affiliations
    Shengjing Hospital of China Medical University, Shenyang, Liaoning 110001, China
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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
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