H-type Hypertension Status and Influencing Factors of the Elderly People Over 80 Years Old Based on Random Forest Model.

IF 1.2 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS International heart journal Pub Date : 2024-03-30 Epub Date: 2024-03-12 DOI:10.1536/ihj.23-488
Xiaobo Zhang, Botang Guo, Hong Zhu, Dahe Li, Yuanyuan Zhao, Qi Liu, Jingbo Hou
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Abstract

Hypertension is a common chronic disease in elderly people over 80 years old. Clinically, H-type hypertension occurs when hypertension coexists with hyperhomocysteinemia level of ≥ 10 umol/L. Effective identification of risk factors for H-type hypertension in the elderly can greatly improve patient prognosis.Consecutively, 494 patients with hypertension admitted to the Fourth Affiliated Hospital of Harbin Medical University from January 2019 to December 2021 were selected as the study population. They were divided into H-type hypertension (n = 197) and non-H-type hypertension groups (n = 297). Patient data were collected, including basic information, history, and clinical data. The random forest model and LASSO analysis were used to screen the influencing factors for H-type hypertension. Multiple stepwise regression analysis was used to analyze the selected variables.A total of 197 elderly people over 80 years old suffered from H-type hypertension, with an incidence rate of 39.88%. The random forest model and LASSO analysis results showed that the top 8 independent variables in importance ranking were ejection fraction (EF), fibrinogen, glycated hemoglobin (HbA1c), B-type natriuretic peptide, creatinine, fasting blood glucose, uric acid, and serum triiodothyronine levels. The results of multivariate analysis showed that EF was the protective factor, while fibrinogen, HbA1c, and creatinine were the risk factors for H-type hypertension in elderly people over 80 years old (P < 0.05).Healthcare professionals can indirectly assess the prevalence of H-type hypertension by focusing on EF, fibrinogen, creatinine, and HbA1c in elderly hypertensive patients. This provided proactive intervention and medical services to improve prognosis outcomes.

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基于随机森林模型的 80 岁以上老年人的 H 型高血压状况及其影响因素
高血压是 80 岁以上老年人常见的慢性疾病。临床上,当高血压合并高同型半胱氨酸血症水平≥10 umol/L时,即为H型高血压。连续选取2019年1月至2021年12月哈尔滨医科大学附属第四医院收治的494例高血压患者作为研究对象。他们被分为H型高血压组(197人)和非H型高血压组(297人)。收集患者数据,包括基本信息、病史和临床数据。采用随机森林模型和 LASSO 分析筛选 H 型高血压的影响因素。共有 197 名 80 岁以上老人患有 H 型高血压,发病率为 39.88%。随机森林模型和 LASSO 分析结果显示,重要性排名前 8 位的自变量分别是射血分数(EF)、纤维蛋白原、糖化血红蛋白(HbA1c)、B 型钠尿肽、肌酐、空腹血糖、尿酸和血清三碘甲状腺原氨酸水平。多变量分析结果显示,EF 是 80 岁以上老年人 H 型高血压的保护因素,而纤维蛋白原、HbA1c 和肌酐则是 H 型高血压的危险因素(P < 0.05)。医护人员可通过关注老年高血压患者的EF、纤维蛋白原、肌酐和HbA1c,间接评估H型高血压的患病率,从而提供积极的干预和医疗服务,改善预后效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
International heart journal
International heart journal 医学-心血管系统
CiteScore
2.50
自引率
6.70%
发文量
148
审稿时长
6-12 weeks
期刊介绍: Authors of research articles should disclose at the time of submission any financial arrangement they may have with a company whose product figures prominently in the submitted manuscript or with a company making a competing product. Such information will be held in confidence while the paper is under review and will not influence the editorial decision, but if the article is accepted for publication, the editors will usually discuss with the authors the manner in which such information is to be communicated to the reader.
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