Group-Based Multitrajectory Modeling Analysis of Joint Trajectories of Blood Pressure and Heart Rate and Their Association With Relative Change in Relative Wall Thickness in Patients With Hypertension: Community-Based Longitudinal Cohort Study.

IF 2.4 Q2 Medicine
JMIR Cardio Pub Date : 2026-09-09 DOI:10.2196/87091
Qi Pan, Nanxiang Zhang, Shuo Yang, Chonglong Ding, Jianan Yin, Yi Fei, Xinyan Zou, Yongjun Zheng, Xiang Huang, Jiezhen Feng, Hai Lin, Jinxin Zhang
{"title":"Group-Based Multitrajectory Modeling Analysis of Joint Trajectories of Blood Pressure and Heart Rate and Their Association With Relative Change in Relative Wall Thickness in Patients With Hypertension: Community-Based Longitudinal Cohort Study.","authors":"Qi Pan, Nanxiang Zhang, Shuo Yang, Chonglong Ding, Jianan Yin, Yi Fei, Xinyan Zou, Yongjun Zheng, Xiang Huang, Jiezhen Feng, Hai Lin, Jinxin Zhang","doi":"10.2196/87091","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Ambulatory blood pressure monitoring objectively assesses circadian hemodynamic rhythms. However, the joint trajectories of longitudinal blood pressure (BP) and heart rate (HR), and their association with early hypertensive cardiac remodeling, remain incompletely characterized.</p><p><strong>Objective: </strong>This study aimed to identify joint trajectories of BP and HR using group-based multitrajectory modeling and examine their associations with relative changes in relative wall thickness (<i>Δ</i>RWT).</p><p><strong>Methods: </strong>This community-based longitudinal cohort study included 213 patients with hypertension, with data collected between November 2022 and January 2025. Participants underwent 4 ambulatory BP monitoring sessions over 6 months, and echocardiography was measured at 3 months and 9 months. Group-based multitrajectory modeling was used to identify joint trajectories of 24-hour mean systolic blood pressure, diastolic blood pressure, and HR. A full-model multiple linear regression estimated the associations between trajectory groups and <i>Δ</i>RWT. Sensitivity analyses were conducted by adjusting for age and sex, and by using complete-case data.</p><p><strong>Results: </strong>Four joint trajectory groups were identified: group 1 (lowest BP and HR, n=59), group 2 (normal BP, high HR, n=60), group 3 (stage 1 hypertension range, normal HR, n=54), and group 4 (stage 2 hypertension range, high HR, n=40). In the primary adjusted multiple linear regression model, compared with group 4, group 2 showed a significant inverse association with changes in <i>Δ</i>RWT (<i>b</i>=-0.059, 95% CI -0.112 to -0.007; <i>P</i>=.03). Antidiabetic medication use was significantly associated with a reduction in <i>Δ</i>RWT (<i>b</i>=-0.067, 95% CI -0.116 to -0.018; <i>P</i>=.008). Waking up before 7 AM was positively associated with an increase in <i>Δ</i>RWT (<i>b</i>=0.045, 95% CI 0.007-0.083; <i>P</i>=.02). Notably, the association for group 2 attenuated to marginal significance (<i>P</i>=.06) in the complete-case analysis, primarily due to the reduction in statistical power.</p><p><strong>Conclusions: </strong>Hypertensive cardiac remodeling exhibits significant heterogeneity across distinct joint systolic blood pressure, diastolic blood pressure, and HR trajectories. Stable BP control is associated with a potential attenuation of early cardiac remodeling even in the presence of an elevated HR; however, this beneficial association attenuated to marginal significance in the complete-case analysis. Concurrent antidiabetic medication use and waking after 7 AM showed a beneficial association with the relative change in <i>Δ</i>RWT.</p>","PeriodicalId":14706,"journal":{"name":"JMIR Cardio","volume":"10 ","pages":"e87091"},"PeriodicalIF":2.4000,"publicationDate":"2026-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13557322/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"JMIR Cardio","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2196/87091","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Medicine","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Ambulatory blood pressure monitoring objectively assesses circadian hemodynamic rhythms. However, the joint trajectories of longitudinal blood pressure (BP) and heart rate (HR), and their association with early hypertensive cardiac remodeling, remain incompletely characterized.

Objective: This study aimed to identify joint trajectories of BP and HR using group-based multitrajectory modeling and examine their associations with relative changes in relative wall thickness (ΔRWT).

Methods: This community-based longitudinal cohort study included 213 patients with hypertension, with data collected between November 2022 and January 2025. Participants underwent 4 ambulatory BP monitoring sessions over 6 months, and echocardiography was measured at 3 months and 9 months. Group-based multitrajectory modeling was used to identify joint trajectories of 24-hour mean systolic blood pressure, diastolic blood pressure, and HR. A full-model multiple linear regression estimated the associations between trajectory groups and ΔRWT. Sensitivity analyses were conducted by adjusting for age and sex, and by using complete-case data.

Results: Four joint trajectory groups were identified: group 1 (lowest BP and HR, n=59), group 2 (normal BP, high HR, n=60), group 3 (stage 1 hypertension range, normal HR, n=54), and group 4 (stage 2 hypertension range, high HR, n=40). In the primary adjusted multiple linear regression model, compared with group 4, group 2 showed a significant inverse association with changes in ΔRWT (b=-0.059, 95% CI -0.112 to -0.007; P=.03). Antidiabetic medication use was significantly associated with a reduction in ΔRWT (b=-0.067, 95% CI -0.116 to -0.018; P=.008). Waking up before 7 AM was positively associated with an increase in ΔRWT (b=0.045, 95% CI 0.007-0.083; P=.02). Notably, the association for group 2 attenuated to marginal significance (P=.06) in the complete-case analysis, primarily due to the reduction in statistical power.

Conclusions: Hypertensive cardiac remodeling exhibits significant heterogeneity across distinct joint systolic blood pressure, diastolic blood pressure, and HR trajectories. Stable BP control is associated with a potential attenuation of early cardiac remodeling even in the presence of an elevated HR; however, this beneficial association attenuated to marginal significance in the complete-case analysis. Concurrent antidiabetic medication use and waking after 7 AM showed a beneficial association with the relative change in ΔRWT.

高血压患者血压和心率联合轨迹的多轨迹建模分析及其与相对壁厚相对变化的关联:基于社区的纵向队列研究
背景:动态血压监测客观地评估昼夜血流动力学节律。然而,纵向血压(BP)和心率(HR)的联合轨迹及其与早期高血压心脏重构的关系仍不完全明确。目的:本研究旨在利用基于组的多轨迹模型确定BP和HR的联合轨迹,并研究它们与相对壁厚相对变化的关系(ΔRWT)。方法:这项以社区为基础的纵向队列研究纳入了213例高血压患者,数据收集于2022年11月至2025年1月。参与者在6个月内进行了4次动态血压监测,并在3个月和9个月时进行了超声心动图测量。采用基于组的多轨迹模型确定24小时平均收缩压、舒张压和HR的关节轨迹。全模型多元线性回归估计轨迹组与ΔRWT之间的关联。通过调整年龄和性别以及使用完整病例数据进行敏感性分析。结果:确定了4个关节轨迹组:1组(最低血压和HR, n=59)、2组(正常血压,高HR, n=60)、3组(1期高血压范围,正常HR, n=54)、4组(2期高血压范围,高HR, n=40)。在一次调整多元线性回归模型中,与第4组相比,第2组与ΔRWT的变化呈显著负相关(b=-0.059, 95% CI -0.112 ~ -0.007; P=.03)。降糖药物的使用与ΔRWT的降低显著相关(b=-0.067, 95% CI -0.116至-0.018;P= 0.008)。早上7点前起床与ΔRWT增加呈正相关(b=0.045, 95% CI 0.007-0.083; P= 0.02)。值得注意的是,在全病例分析中,第2组的关联减弱到边际显著性(P= 0.06),主要是由于统计能力的降低。结论:高血压心脏重构在不同的关节收缩压、舒张压和HR轨迹中表现出显著的异质性。稳定的血压控制与早期心脏重构的潜在衰减有关,即使在心率升高的情况下也是如此;然而,在完整的病例分析中,这种有益的关联减弱到边际意义。同时使用抗糖尿病药物和早上7点后醒来与ΔRWT的相对变化有有益的联系。
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
JMIR Cardio
JMIR Cardio Computer Science-Computer Science Applications
CiteScore
3.50
自引率
0.00%
发文量
25
审稿时长
12 weeks
×
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
小红书