Association between metabolic score for insulin resistance and hypertension in middle-aged and older adults: a nationwide cross-sectional and longitudinal study.

IF 3.4 3区 医学 Q2 GERIATRICS & GERONTOLOGY
Weicheng Lai, Lerui Wang, Xiao Chen, Shenshen Du, Yupeng Wu, Liangyan Wu, Huayang Qin, Xin Li, Liangxiu Wu, Boda Zhou
{"title":"Association between metabolic score for insulin resistance and hypertension in middle-aged and older adults: a nationwide cross-sectional and longitudinal study.","authors":"Weicheng Lai, Lerui Wang, Xiao Chen, Shenshen Du, Yupeng Wu, Liangyan Wu, Huayang Qin, Xin Li, Liangxiu Wu, Boda Zhou","doi":"10.1007/s40520-025-03099-0","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Metabolic score for insulin resistance (METS-IR) is a promising and reliable non-insulin-based method for assessing insulin resistance and cardiovascular disease risk. Through cross-sectional and longitudinal analyses, we evaluated the predictive ability of METS-IR for hypertension risk, aiming to provide a basis for early screening and intervention strategies to reduce hypertension-related complications.</p><p><strong>Methods: </strong>Data were utilized from the China Health and Retirement Longitudinal Study (CHARLS), involving participants aged 45 and above with complete METS-IR and self-reported hypertension records. A combination of cross-sectional (waves 1 and 3) and longitudinal designs was used to track hypertension incidence, with 10,738 participants in the cross-sectional analysis and 6,788 participants in the longitudinal analysis. Data collection included health behaviors, physical measurements, and blood tests. METS-IR was calculated using a standardized formula, and hypertension was defined according to established criteria. Statistical analyses assessed associations, with a significance level set at p < 0.05.</p><p><strong>Results: </strong>The cross-sectional analysis, after adjusting for confounders, showed that each unit increase in METS-IR was associated with a threefold increase in the risk of hypertension (adjusted OR = 3.48, 95% CI: 2.87, 4.21, P < 0.0001). A significant nonlinear relationship between METS-IR and hypertension risk was observed, particularly beyond a value of 2.0, where the risk significantly increased. Subgroup analysis revealed that smoking and sex significantly affected this association. Longitudinal analysis demonstrated that each unit increase in METS-IR was significantly associated with increased hypertension incidence at 2 years (OR = 1.54, 95% CI: 1.09, 2.18, P < 0.05), 5 years (OR = 1.52, 95% CI: 1.17, 1.97, P < 0.05), and 7 years (OR = 1.71, 95% CI: 1.38, 2.12,, P < 0.0001), respectively.</p><p><strong>Conclusion: </strong>Using CHARLS data, we found that higher METS-IR independently predicts hypertension incidence and prevalence in Chinese older adults.</p>","PeriodicalId":7720,"journal":{"name":"Aging Clinical and Experimental Research","volume":"37 1","pages":"187"},"PeriodicalIF":3.4000,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12166019/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Aging Clinical and Experimental Research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s40520-025-03099-0","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GERIATRICS & GERONTOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Introduction: Metabolic score for insulin resistance (METS-IR) is a promising and reliable non-insulin-based method for assessing insulin resistance and cardiovascular disease risk. Through cross-sectional and longitudinal analyses, we evaluated the predictive ability of METS-IR for hypertension risk, aiming to provide a basis for early screening and intervention strategies to reduce hypertension-related complications.

Methods: Data were utilized from the China Health and Retirement Longitudinal Study (CHARLS), involving participants aged 45 and above with complete METS-IR and self-reported hypertension records. A combination of cross-sectional (waves 1 and 3) and longitudinal designs was used to track hypertension incidence, with 10,738 participants in the cross-sectional analysis and 6,788 participants in the longitudinal analysis. Data collection included health behaviors, physical measurements, and blood tests. METS-IR was calculated using a standardized formula, and hypertension was defined according to established criteria. Statistical analyses assessed associations, with a significance level set at p < 0.05.

Results: The cross-sectional analysis, after adjusting for confounders, showed that each unit increase in METS-IR was associated with a threefold increase in the risk of hypertension (adjusted OR = 3.48, 95% CI: 2.87, 4.21, P < 0.0001). A significant nonlinear relationship between METS-IR and hypertension risk was observed, particularly beyond a value of 2.0, where the risk significantly increased. Subgroup analysis revealed that smoking and sex significantly affected this association. Longitudinal analysis demonstrated that each unit increase in METS-IR was significantly associated with increased hypertension incidence at 2 years (OR = 1.54, 95% CI: 1.09, 2.18, P < 0.05), 5 years (OR = 1.52, 95% CI: 1.17, 1.97, P < 0.05), and 7 years (OR = 1.71, 95% CI: 1.38, 2.12,, P < 0.0001), respectively.

Conclusion: Using CHARLS data, we found that higher METS-IR independently predicts hypertension incidence and prevalence in Chinese older adults.

中老年人胰岛素抵抗代谢评分与高血压之间的关系:一项全国性的横断面和纵向研究
胰岛素抵抗代谢评分(METS-IR)是评估胰岛素抵抗和心血管疾病风险的一种有前途和可靠的非胰岛素基础方法。通过横断面和纵向分析,我们评估met - ir对高血压风险的预测能力,旨在为早期筛查和干预策略提供依据,以减少高血压相关并发症。方法:数据来自中国健康与退休纵向研究(CHARLS),参与者年龄在45岁及以上,具有完整的met - ir和自我报告的高血压记录。采用横断面(波1和波3)和纵向设计相结合的方法跟踪高血压发病率,横断面分析中有10738名参与者,纵向分析中有6788名参与者。数据收集包括健康行为、身体测量和血液测试。使用标准化公式计算met - ir,并根据既定标准定义高血压。结果:在调整混杂因素后,横断面分析显示,met - ir每增加一个单位,高血压风险增加三倍(调整后OR = 3.48, 95% CI: 2.87, 4.21, p)。结论:使用CHARLS数据,我们发现met - ir较高独立预测中国老年人高血压发病率和患病率。
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 求助全文
来源期刊
CiteScore
7.90
自引率
5.00%
发文量
283
审稿时长
1 months
期刊介绍: Aging clinical and experimental research offers a multidisciplinary forum on the progressing field of gerontology and geriatrics. The areas covered by the journal include: biogerontology, neurosciences, epidemiology, clinical gerontology and geriatric assessment, social, economical and behavioral gerontology. “Aging clinical and experimental research” appears bimonthly and publishes review articles, original papers and case reports.
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信