Association of distinct biomarker profiles with all-cause and cause-specific mortality in older adults: Prospective cohort study across 12 countries

IF 3.7 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Nutrition Metabolism and Cardiovascular Diseases Pub Date : 2025-01-29 DOI:10.1016/j.numecd.2025.103899
Lars Louis Andersen , Joaquín Calatayud , Rodrigo Núñez-Cortés , Luis Suso-Martí , Ana Polo-López , Rubén López-Bueno
{"title":"Association of distinct biomarker profiles with all-cause and cause-specific mortality in older adults: Prospective cohort study across 12 countries","authors":"Lars Louis Andersen ,&nbsp;Joaquín Calatayud ,&nbsp;Rodrigo Núñez-Cortés ,&nbsp;Luis Suso-Martí ,&nbsp;Ana Polo-López ,&nbsp;Rubén López-Bueno","doi":"10.1016/j.numecd.2025.103899","DOIUrl":null,"url":null,"abstract":"<div><h3>Background and aim</h3><div>Biomarkers may help predict mortality risk in older adults, yet their combined effects remain unclear. This study aims to identify distinct biomarker profiles in older adults and assess their association with all-cause and cause-specific mortality risk.</div></div><div><h3>Methods and results</h3><div>We analyzed data from 12,960 older adults (67.8 ± 9.4 years, 58 % women) from 11 European countries and Israel participating in Survey of Health, Ageing and Retirement in Europe. Seven biomarkers were assessed from dried blood spot samples. K-means cluster analysis identified nine distinct biomarker profiles. Cox regression and Fine and Gray subdistribution hazard models assessed the association between biomarker profiles and all-cause and cause-specific mortality, respectively, adjusting for relevant covariates. During a median follow-up of 6.3 years, 1270 (9.8 %) died. Compared to the largest cluster (n = 7005) with generally normal biomarker levels, clusters characterized by elevated C-reactive protein (CRP) and cystatin C showed increased risk of all-cause mortality, cardiovascular disease mortality and to some extent cancer mortality. A cluster with elevated glycated hemoglobin (HbA1c) (n = 1959) showed slightly increased mortality risk (HR 1.29, 95%CI 1.08–1.54). A cluster with high triglyceride and total cholesterol (n = 1622) showed decreased cancer mortality risk (SHR 0.60, 95 % CI: 0.38–0.96).</div></div><div><h3>Conclusions</h3><div>Biomarker profiles characterized by elevated inflammatory and renal function markers were strongly associated with increased mortality risk, even when other biomarkers were within normal ranges. Surprisingly, high levels of triglyceride and total cholesterol may be protective against cancer mortality. These findings highlight the importance of considering multiple biomarkers simultaneously in mortality risk stratification for older adults.</div></div>","PeriodicalId":49722,"journal":{"name":"Nutrition Metabolism and Cardiovascular Diseases","volume":"35 7","pages":"Article 103899"},"PeriodicalIF":3.7000,"publicationDate":"2025-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nutrition Metabolism and Cardiovascular Diseases","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0939475325000535","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
引用次数: 0

Abstract

Background and aim

Biomarkers may help predict mortality risk in older adults, yet their combined effects remain unclear. This study aims to identify distinct biomarker profiles in older adults and assess their association with all-cause and cause-specific mortality risk.

Methods and results

We analyzed data from 12,960 older adults (67.8 ± 9.4 years, 58 % women) from 11 European countries and Israel participating in Survey of Health, Ageing and Retirement in Europe. Seven biomarkers were assessed from dried blood spot samples. K-means cluster analysis identified nine distinct biomarker profiles. Cox regression and Fine and Gray subdistribution hazard models assessed the association between biomarker profiles and all-cause and cause-specific mortality, respectively, adjusting for relevant covariates. During a median follow-up of 6.3 years, 1270 (9.8 %) died. Compared to the largest cluster (n = 7005) with generally normal biomarker levels, clusters characterized by elevated C-reactive protein (CRP) and cystatin C showed increased risk of all-cause mortality, cardiovascular disease mortality and to some extent cancer mortality. A cluster with elevated glycated hemoglobin (HbA1c) (n = 1959) showed slightly increased mortality risk (HR 1.29, 95%CI 1.08–1.54). A cluster with high triglyceride and total cholesterol (n = 1622) showed decreased cancer mortality risk (SHR 0.60, 95 % CI: 0.38–0.96).

Conclusions

Biomarker profiles characterized by elevated inflammatory and renal function markers were strongly associated with increased mortality risk, even when other biomarkers were within normal ranges. Surprisingly, high levels of triglyceride and total cholesterol may be protective against cancer mortality. These findings highlight the importance of considering multiple biomarkers simultaneously in mortality risk stratification for older adults.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
不同生物标志物与老年人全因死亡率和病因特异性死亡率的关联:12个国家的前瞻性队列研究
背景和目的:生物标志物可能有助于预测老年人的死亡风险,但它们的综合作用尚不清楚。本研究旨在确定老年人中不同的生物标志物特征,并评估其与全因和病因特异性死亡风险的关系。方法与结果:我们分析了来自11个欧洲国家和以色列的12960名老年人(67.8±9.4岁,58%为女性)参与欧洲健康、老龄化和退休调查的数据。从干血斑样本中评估7种生物标志物。K-means聚类分析鉴定出9种不同的生物标志物谱。Cox回归和Fine和Gray亚分布风险模型分别评估了生物标志物概况与全因和病因特异性死亡率之间的关系,并对相关协变量进行了调整。在中位随访6.3年期间,1270例(9.8%)死亡。与生物标志物水平普遍正常的最大集群(n = 7005)相比,以C反应蛋白(CRP)和胱抑素C升高为特征的集群显示全因死亡率、心血管疾病死亡率和某种程度上的癌症死亡率的风险增加。糖化血红蛋白(HbA1c)升高的群集(n = 1959)显示死亡风险略有增加(HR 1.29, 95%CI 1.08-1.54)。甘油三酯和总胆固醇高的群集(n = 1622)显示癌症死亡风险降低(SHR 0.60, 95% CI: 0.38-0.96)。结论:以炎症和肾功能标志物升高为特征的生物标志物与死亡风险增加密切相关,即使其他生物标志物在正常范围内也是如此。令人惊讶的是,高水平的甘油三酯和总胆固醇可能对癌症死亡率有保护作用。这些发现强调了同时考虑多种生物标志物在老年人死亡风险分层中的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
6.80
自引率
2.60%
发文量
332
审稿时长
57 days
期刊介绍: Nutrition, Metabolism & Cardiovascular Diseases is a forum designed to focus on the powerful interplay between nutritional and metabolic alterations, and cardiovascular disorders. It aims to be a highly qualified tool to help refine strategies against the nutrition-related epidemics of metabolic and cardiovascular diseases. By presenting original clinical and experimental findings, it introduces readers and authors into a rapidly developing area of clinical and preventive medicine, including also vascular biology. Of particular concern are the origins, the mechanisms and the means to prevent and control diabetes, atherosclerosis, hypertension, and other nutrition-related diseases.
期刊最新文献
Toward a comprehensive definition of diet quality: perspectives from the Italian Society of Human Nutrition (SINU). Dynamic FIB-4 trajectory and a multi-state Markov model analysis reveal fibrosis progression and cardiovascular-cerebrovascular risk in MAFLD patients. Editorial Board A critical evaluation of the 2025-2030 Dietary Guidelines for Americans. Interactive and joint associations of C-reactive protein-triglyceride glucose index and body roundness index on incident cardiovascular diseases: a nationwide prospective cohort study.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1