• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

利用数据挖掘算法研究伊朗人群样本中人体测量指数与高血压之间的关系。

The relationship between anthropometric indices and the presence of hypertension in an Iranian population sample using data mining algorithms.

机构信息

International UNESCO center for Health-Related Basic Sciences and Human Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran.

Department of Biostatistics, School of Health, Mashhad University of Medical Sciences, Mashhad, Iran.

出版信息

J Hum Hypertens. 2024 Mar;38(3):277-285. doi: 10.1038/s41371-023-00877-z. Epub 2023 Dec 1.

DOI:10.1038/s41371-023-00877-z
PMID:38040904
Abstract

Hypertension (HTN) is a common chronic condition associated with increased morbidity and mortality. Anthropometric indices of adiposity are known to be associated with a risk of HTN. The aim of this study was to identify the anthropometric indices that best associate with HTN in an Iranian population. 9704 individuals aged 35-65 years were recruited as part of the Mashhad Stroke and Heart Atherosclerotic Disorder (MASHAD) study. Demographic and anthropometric data of all participants were recorded. HTN was defined as a systolic blood pressure (SBP) ≥ 140 mmHg, and/ or a diastolic blood pressure (DBP) ≥ 90 mmHg on two subsequent measurements, or being treated with oral drug therapy for BP. Data mining methods including Logistic Regression (LR), Decision Tree (DT), and Bootstrap Forest (BF) were applied. Of 9704 participants, 3070 had HTN, and 6634 were normotensive. LR showed that body roundness index (BRI), body mass index (BMI) and visceral adiposity index (VAI) were significantly associated with HTN in both genders (P < 0.0001). BRI showed the greatest association with HTN (OR = 1.276, 95%CI = (1.224, 1.330)). For BMI we had OR = 1.063, 95%CI = (1.047, 1.080), for VAI we had OR = 1.029, 95%CI = (1.020, 1.038). An age < 47 years and BRI < 4.04 was associated with a 90% probability of being normotensive. The BF indicated that age, sex and BRI had the most important role in HTN. In summary, among anthropometric indices the most powerful indicator for discriminating hypertensive from normotensive patients was BRI.

摘要

高血压(HTN)是一种常见的慢性疾病,与发病率和死亡率的增加有关。肥胖的人体测量学指标与 HTN 的风险相关。本研究的目的是确定在伊朗人群中与 HTN 关联最好的人体测量学指标。9704 名年龄在 35-65 岁的人作为马什哈德中风和心脏动脉粥样硬化疾病(MASHAD)研究的一部分被招募。所有参与者的人口统计学和人体测量学数据均被记录。HTN 的定义为两次连续测量收缩压(SBP)≥140mmHg,或舒张压(DBP)≥90mmHg,或正在服用口服降压药物治疗。应用了数据挖掘方法,包括逻辑回归(LR)、决策树(DT)和自举森林(BF)。在 9704 名参与者中,有 3070 人患有 HTN,6634 人血压正常。LR 显示,在男女两性中,体圆指数(BRI)、体重指数(BMI)和内脏脂肪指数(VAI)均与 HTN 显著相关(P<0.0001)。BRI 与 HTN 的相关性最强(OR=1.276,95%CI=(1.224,1.330))。对于 BMI,我们有 OR=1.063,95%CI=(1.047,1.080),对于 VAI,我们有 OR=1.029,95%CI=(1.020,1.038)。年龄<47 岁和 BRI<4.04 与血压正常的概率为 90%相关。BF 表明,年龄、性别和 BRI 在 HTN 中起最重要的作用。总之,在人体测量学指标中,区分高血压和血压正常患者的最强指标是 BRI。

相似文献

1
The relationship between anthropometric indices and the presence of hypertension in an Iranian population sample using data mining algorithms.利用数据挖掘算法研究伊朗人群样本中人体测量指数与高血压之间的关系。
J Hum Hypertens. 2024 Mar;38(3):277-285. doi: 10.1038/s41371-023-00877-z. Epub 2023 Dec 1.
2
[Different anthropometric indices and incident risk of hypertension in elderly population: a prospective cohort study].[不同人体测量指标与老年人群高血压发病风险:一项前瞻性队列研究]
Zhonghua Yu Fang Yi Xue Za Zhi. 2019 Mar 6;53(3):272-278. doi: 10.3760/cma.j.issn.0253-9624.2019.03.007.
3
Predicting the 10-year incidence of dyslipidemia based on novel anthropometric indices, using data mining.基于新型人体测量学指标,使用数据挖掘预测血脂异常的 10 年发生率。
Lipids Health Dis. 2024 Jan 31;23(1):33. doi: 10.1186/s12944-024-02006-2.
4
Prediction of the 10-year incidence of type 2 diabetes mellitus based on advanced anthropometric indices using machine learning methods in the Iranian population.基于先进人体测量指标的机器学习方法对伊朗人群 2 型糖尿病 10 年发病风险的预测。
Diabetes Res Clin Pract. 2024 Aug;214:111755. doi: 10.1016/j.diabres.2024.111755. Epub 2024 Jun 25.
5
Comparison of seven anthropometric indexes to predict hypertension plus hyperuricemia among U.S. adults.比较七种人体测量指标预测美国成年人高血压合并高尿酸血症的情况。
Front Endocrinol (Lausanne). 2024 Mar 8;15:1301543. doi: 10.3389/fendo.2024.1301543. eCollection 2024.
6
Development of Data Mining Algorithms for Identifying the Best Anthropometric Predictors for Cardiovascular Disease: MASHAD Cohort Study.挖掘数据算法以识别心血管疾病最佳人体测量预测因子的发展:MASHAD 队列研究。
High Blood Press Cardiovasc Prev. 2023 May;30(3):243-253. doi: 10.1007/s40292-023-00577-2. Epub 2023 May 19.
7
Association between Lifelines Diet Score (LLDS) and some novel anthropometric indices, including Body Roundness Index (BRI), A Body Shape Index (ABSI), Visceral Adiposity Index (VAI), and Body Adiposity Index (BAI), in Iranian women: a cross-sectional study.生命线饮食评分(LLDS)与一些新的人体测量学指数(包括体圆度指数(BRI)、身体形状指数(ABSI)、内脏脂肪指数(VAI)和身体脂肪指数(BAI))在伊朗女性中的关联:一项横断面研究。
BMC Womens Health. 2024 Mar 12;24(1):172. doi: 10.1186/s12905-024-03013-2.
8
Predicting hypertension by obesity- and lipid-related indices in mid-aged and elderly Chinese: a nationwide cohort study from the China Health and Retirement Longitudinal Study.利用与肥胖和血脂相关的指标预测中国中老年人的高血压:来自中国健康与养老追踪调查的全国性队列研究。
BMC Cardiovasc Disord. 2023 Apr 20;23(1):201. doi: 10.1186/s12872-023-03232-9.
9
Evaluating the discriminatory capacity of traditional and novel anthropometric indices in cardiovascular disease risk factors, considering sex differences.评估传统和新型人体测量指标在心血管疾病风险因素方面的鉴别能力,并考虑性别差异。
J Health Popul Nutr. 2025 Feb 13;44(1):41. doi: 10.1186/s41043-025-00763-z.
10
Relationship of a Body Shape Index and Body Roundness Index with carotid atherosclerosis in arterial hypertension.体质量指数与体躯指数与动脉高血压颈动脉粥样硬化的关系。
Nutr Metab Cardiovasc Dis. 2019 Aug;29(8):822-829. doi: 10.1016/j.numecd.2019.04.013. Epub 2019 May 7.

引用本文的文献

1
Comparative analysis of adiposity indices for predicting 2-year hypertension incidence in children and adolescents: a retrospective study.用于预测儿童和青少年2年高血压发病率的肥胖指数比较分析:一项回顾性研究。
Pediatr Res. 2025 Jun 10. doi: 10.1038/s41390-025-04155-1.

本文引用的文献

1
Development of Data Mining Algorithms for Identifying the Best Anthropometric Predictors for Cardiovascular Disease: MASHAD Cohort Study.挖掘数据算法以识别心血管疾病最佳人体测量预测因子的发展:MASHAD 队列研究。
High Blood Press Cardiovasc Prev. 2023 May;30(3):243-253. doi: 10.1007/s40292-023-00577-2. Epub 2023 May 19.
2
Data mining approaches for type 2 diabetes mellitus prediction using anthropometric measurements.基于人体测量学数据的 2 型糖尿病预测的数据挖掘方法。
J Clin Lab Anal. 2023 Jan;37(1):e24798. doi: 10.1002/jcla.24798. Epub 2022 Dec 12.
3
Predicted Fat Mass, Lean Body Mass, and Risk of Hypertension: Results from a Chinese Male Cohort Study.
预测脂肪量、去脂体重与高血压风险:来自中国男性队列研究的结果。
Obes Facts. 2022;15(5):638-647. doi: 10.1159/000524653. Epub 2022 May 18.
4
Which anthropometric and metabolic index is superior in hypertension prediction among overweight/obese adults?在超重/肥胖成年人中,哪种人体测量和代谢指标在预测高血压方面更具优势?
Integr Blood Press Control. 2021 Nov 8;14:153-161. doi: 10.2147/IBPC.S340664. eCollection 2021.
5
Effectiveness of Body Roundness Index (BRI) and a Body Shape Index (ABSI) in Predicting Hypertension: A Systematic Review and Meta-Analysis of Observational Studies.体圆度指数(BRI)和身体形状指数(ABSI)预测高血压的有效性:观察性研究的系统评价和荟萃分析。
Int J Environ Res Public Health. 2021 Nov 4;18(21):11607. doi: 10.3390/ijerph182111607.
6
Waist-To-Height Ratio Is a More Accurate Tool for Predicting Hypertension Than Waist-To-Hip Circumference and BMI in Patients With Type 2 Diabetes: A Prospective Study.腰高比是预测 2 型糖尿病患者高血压的一种更准确的工具,优于腰臀比和 BMI:一项前瞻性研究。
Front Public Health. 2021 Oct 7;9:726288. doi: 10.3389/fpubh.2021.726288. eCollection 2021.
7
Predicting the Risk of Hypertension Based on Several Easy-to-Collect Risk Factors: A Machine Learning Method.基于若干易于收集的风险因素预测高血压风险:一种机器学习方法。
Front Public Health. 2021 Sep 24;9:619429. doi: 10.3389/fpubh.2021.619429. eCollection 2021.
8
A pilot study of the effects of crocin on high-density lipoprotein cholesterol uptake capacity in patients with metabolic syndrome: A randomized clinical trial.一项关于西红花酸对代谢综合征患者高密度脂蛋白胆固醇摄取能力影响的初步研究:一项随机临床试验。
Biofactors. 2021 Nov;47(6):1032-1041. doi: 10.1002/biof.1783. Epub 2021 Oct 5.
9
Prevalence of Hypertension in a Community.高血压在社区中的患病率。
JNMA J Nepal Med Assoc. 2020 Oct 2;58(232):1011-1017. doi: 10.31729/jnma.5316.
10
Artificial neural network and logistic regression modelling to characterize COVID-19 infected patients in local areas of Iran.应用人工神经网络和逻辑回归模型对伊朗局部地区的 COVID-19 感染患者进行特征分析。
Biomed J. 2021 Jun;44(3):304-316. doi: 10.1016/j.bj.2021.02.006. Epub 2021 Feb 25.