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Association between the high-density lipoprotein cholesterol to cystatin C ratio and chronic kidney disease in middle-aged and older Chinese adults
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Xin LI, Qian-qian MA, Ming-yu ZUO, Jun-ke FU, Han ZHANG, Guo-li YAN, De-chen LIU, Jin-jin WANG
Modern Preventive Medicine | 2026, 53(9) : 1723 - 1728
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Modern Preventive Medicine | 2026, 53(9): 1723-1728
• Clinical Medicine and Prevention •
Association between the high-density lipoprotein cholesterol to cystatin C ratio and chronic kidney disease in middle-aged and older Chinese adults
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Xin LI, Qian-qian MA, Ming-yu ZUO, Jun-ke FU, Han ZHANG, Guo-li YAN, De-chen LIU, Jin-jin WANG
Affiliations
  • College of Traditional Chinese Medicine, Henan University of Chinese Medicine, Zhengzhou, Henan 450000, China
Published: 2026-05-10 doi: 10.20043/j.cnki.MPM.202510159
Outline
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Objective

To investigate the association between the high-density lipoprotein cholesterol to cystatin C ratio (HDL-C/CysC) and the risk of chronic kidney disease (CKD) in middle-aged and older Chinese populations.

Methods

Utilizing demographic statistics, disease history, physical examination, and blood test data from the China Health and Retirement Longitudinal Study (CHARLS) between 2011 and 2020, we excluded individuals with missing key indicators, pre-existing CKD at baseline, or renal dysfunction. Participants were categorized into quartiles based on HDL-C/CysC ratios. A Cox proportional hazards regression model was employed to examine the relationship between HDL-C/CysC ratio levels and CKD risk, with subgroup analyses conducted by age, sex, and body mass index (BMI).

Results

The study included 6 429 subjects with an age distribution of 59.00 (53.00-66.00) and a 9-year follow-up period. During follow-up, 1 007 incident CKD cases were identified, yielding an incidence density of 20.46 per 1 000 person-years. After adjusting for potential confounding factors, using the lowest quartile (Q1) of HDL-C/CysC ratio as reference, the hazard ratios (HRs) and 95% confidence intervals (CIs) for CKD risk in Q2, Q3, and Q4 were 0.81 (0.68-0.97), 0.50 (0.41-0.61), and 0.22 (0.16-0.29), respectively. A significant inverse association was observed between increasing HDL-C/CysC quartiles and CKD risk (P<0.001).

Conclusion

In middle-aged and older Chinese adults, the HDL-C/CysC ratio is independently and significantly associated with CKD risk. A higher HDL-C/CysC ratio may be a protective factor for CKD.

High-density lipoprotein cholesterol  /  Cystatin C  /  Chronic kidney disease  /  Cohort study
李鑫, 马倩倩, 左铭钰, 符竣轲, 张涵, 闫国立, 刘德臣, 王瑾瑾. 中国中老年人高密度脂蛋白胆固醇与胱抑素C的比值与慢性肾病的关联研究. 现代预防医学, 2026 , 53 (9) : 1723 -1728 . DOI: 10.20043/j.cnki.MPM.202510159
Xin LI, Qian-qian MA, Ming-yu ZUO, Jun-ke FU, Han ZHANG, Guo-li YAN, De-chen LIU, Jin-jin WANG. Association between the high-density lipoprotein cholesterol to cystatin C ratio and chronic kidney disease in middle-aged and older Chinese adults[J]. Modern Preventive Medicine, 2026 , 53 (9) : 1723 -1728 . DOI: 10.20043/j.cnki.MPM.202510159
Year 2026 volume 53 Issue 9
39
20
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Article Info
doi: 10.20043/j.cnki.MPM.202510159
  • Receive Date:2025-10-13
  • Online Date:2026-11-02
  • Published:2026-05-10
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  • Received:2025-10-13
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    College of Traditional Chinese Medicine, Henan University of Chinese Medicine, Zhengzhou, Henan 450000, 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
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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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