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

IF 3.3 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, Joaquín Calatayud, Rodrigo Núñez-Cortés, Luis Suso-Martí, Ana Polo-López, Rubén López-Bueno","doi":"10.1016/j.numecd.2025.103899","DOIUrl":null,"url":null,"abstract":"<p><strong>Background and aim: </strong>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.</p><p><strong>Methods and results: </strong>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).</p><p><strong>Conclusions: </strong>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.</p>","PeriodicalId":49722,"journal":{"name":"Nutrition Metabolism and Cardiovascular Diseases","volume":" ","pages":"103899"},"PeriodicalIF":3.3000,"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://doi.org/10.1016/j.numecd.2025.103899","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
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
Editorial Board Long-term impact of socioeconomic status after acute myocardial infarction in Korea Novel metabolic indicators and the risk of cardiovascular disease in patients with hypertension: A primary-care cohort study Sleep: The silent hero in cardiometabolic health Association between brachial-ankle pulse wave velocity, obesity-related indices, and the 10-year incident risk score of atherosclerotic cardiovascular disease: The rural Chinese 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:481959085
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