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The association of frailty with heart failure risk and the mediating effect of metabolomics
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Yong-hua YE, Huan XU, Pan CHENG, Xue-wei TANG, Huang-yi YANG, Wei LIAO, Ju-ying ZHANG, Xing ZHAO
Modern Preventive Medicine | 2025, 52(24) : 4431 - 4435
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Modern Preventive Medicine | 2025, 52(24): 4431-4435
• Epidemiology and Statistical Methods Advances •
The association of frailty with heart failure risk and the mediating effect of metabolomics
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Yong-hua YE, Huan XU, Pan CHENG, Xue-wei TANG, Huang-yi YANG, Wei LIAO, Ju-ying ZHANG, Xing ZHAO
Affiliations
  • Departmentof Epidemiology and Biostatistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan 610041, China
Published: 2025-12-25 doi: 10.20043/j.cnki.MPM.202506272
Outline
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Objective

To investigate the association between frailty and heart failure onset, and to identify the metabolomic features mediating the relationship between frailty and heart failure.

Methods

Based on the UK Biobank (UKB), 255 160 participants who underwent baseline testing for 168 metabolites were included. The Fried frailty phenotype assessment data were obtained and divided into three groups: non-frailty (0), pre-frailty (1-2), and frailty (≥3). The Cox proportional hazards model was used to analyze the relationship between frailty and the risk of heart failure. Additionally, a mediation analysis was conducted on metabolites to assess the mediating role of metabolic markers in the relationship between frailty and heart failure.

Results

Compared with non-frail participants, participants in the pre-frailty and frailty states had an increased risk of heart failure, with hazard ratios ( HR) of 1.441 (95% CI: 1.374–1.55) and 2.544 (95% CI: 2.323–2.785), respectively. Mediation analysis revealed that small high-density lipoprotein-related metabolites and low-density lipoprotein components played an important mediating role in the relationship between frailty and heart failure, with corresponding mediation proportions of 3.8%–5.5%.

Conclusion

Frailty is associated with an increased risk of heart failure, and plasma metabolites characterised by small high-density lipoproteins and low-density lipoproteins may be key biomarkers mediating the association between frailty and heart failure.

Frailty  /  Heart failure  /  Metabolomics  /  Mediation analysis
叶泳华, 许欢, 程盼, 唐雪薇, 杨黄毅, 廖伟, 张菊英, 赵星. 衰弱对心力衰竭风险的影响和代谢组学的中介效应分析. 现代预防医学, 2025 , 52 (24) : 4431 -4435 . DOI: 10.20043/j.cnki.MPM.202506272
Yong-hua YE, Huan XU, Pan CHENG, Xue-wei TANG, Huang-yi YANG, Wei LIAO, Ju-ying ZHANG, Xing ZHAO. The association of frailty with heart failure risk and the mediating effect of metabolomics[J]. Modern Preventive Medicine, 2025 , 52 (24) : 4431 -4435 . DOI: 10.20043/j.cnki.MPM.202506272
Year 2025 volume 52 Issue 24
25
12
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doi: 10.20043/j.cnki.MPM.202506272
  • Receive Date:2025-06-17
  • Online Date:2026-11-02
  • Published:2025-12-25
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  • Received:2025-06-17
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    Departmentof Epidemiology and Biostatistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan 610041, 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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