Impact of Patient Engagement on Blood Pressure Control Among Older Individuals With Hypertension in a Mobile Health Intervention: Longitudinal Analysis Using Latent Growth Curve Modeling

Abstract BackgroundLimited research has investigated the influence of patient engagement on the long-term effects of mobile health (mHealth) interventions, particularly among older adults. ObjectiveThis study aimed to examine the long-term impact of a social media–...

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Main Authors: Nanxiang Zhang, Hai Lin, Xichun Wu, Yongjun Zheng, Jianan Yin, Chonglong Ding, Qi Pan, Shuo Yang, Hao Luo, Xinyan Zou, Yingfeng Ge, Jinxin Zhang
Format: Article
Language:English
Published: JMIR Publications 2025-07-01
Series:Journal of Medical Internet Research
Online Access:https://www.jmir.org/2025/1/e71668
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author Nanxiang Zhang
Hai Lin
Xichun Wu
Yongjun Zheng
Jianan Yin
Chonglong Ding
Qi Pan
Shuo Yang
Hao Luo
Xinyan Zou
Yingfeng Ge
Jinxin Zhang
author_facet Nanxiang Zhang
Hai Lin
Xichun Wu
Yongjun Zheng
Jianan Yin
Chonglong Ding
Qi Pan
Shuo Yang
Hao Luo
Xinyan Zou
Yingfeng Ge
Jinxin Zhang
author_sort Nanxiang Zhang
collection DOAJ
description Abstract BackgroundLimited research has investigated the influence of patient engagement on the long-term effects of mobile health (mHealth) interventions, particularly among older adults. ObjectiveThis study aimed to examine the long-term impact of a social media–driven mHealth intervention on blood pressure control among older Chinese individuals with hypertension, through repeated measurements of patient engagement and outcomes at 5 preset time points. MethodsThe study included older Chinese individuals with hypertension between 2017 and 2022. Participants received a hypertension self-management program via the WeChat social media app (Tencent Holdings Ltd), which provided clinically based digital coaching. Blood pressure measurements were taken repeatedly using a home blood pressure monitor (HBPM) connected to the app at baseline, 3, 6, 9, and 12 months. Patient engagement was evaluated based on the frequency of completed measurements at corresponding follow-ups. Latent growth curve models (LGCMs) served to assess the impact of patient engagement on blood pressure among older individuals with hypertension across preset points. ResultsA total of 1723 patients completed the 12-month follow-up (average age 70.1, SD 6.8 years; 890/1723, 51.7% female; and baseline systolic blood pressure 137.2 mm Hg). LGCMs revealed systolic blood pressure decreased significantly over 1 year, notably at 9 months (131 mm Hg, β9P12P3P6P9P12P ConclusionsThis study, using LGCMs and repeated measures data, revealed a significant positive impact of patient engagement on long-term blood pressure control in mHealth interventions targeting older individuals with hypertension. These findings stress the importance of integration of patient-centered engagement approach into mHealth programs designed for chronic disease management in aging populations.
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spelling doaj-art-4a2035ce08564299a62edd12b8beeeaa2025-08-20T03:41:01ZengJMIR PublicationsJournal of Medical Internet Research1438-88712025-07-0127e71668e7166810.2196/71668Impact of Patient Engagement on Blood Pressure Control Among Older Individuals With Hypertension in a Mobile Health Intervention: Longitudinal Analysis Using Latent Growth Curve ModelingNanxiang Zhanghttp://orcid.org/0000-0002-7920-588XHai Linhttp://orcid.org/0009-0004-9439-1758Xichun Wuhttp://orcid.org/0009-0001-0595-3981Yongjun Zhenghttp://orcid.org/0009-0001-0942-5318Jianan Yinhttp://orcid.org/0009-0004-9043-4415Chonglong Dinghttp://orcid.org/0009-0002-3799-0135Qi Panhttp://orcid.org/0009-0007-9602-0776Shuo Yanghttp://orcid.org/0009-0006-0898-9361Hao Luohttp://orcid.org/0000-0002-2036-8123Xinyan Zouhttp://orcid.org/0009-0005-2235-7638Yingfeng Gehttp://orcid.org/0009-0007-9105-669XJinxin Zhanghttp://orcid.org/0000-0002-1123-5556 Abstract BackgroundLimited research has investigated the influence of patient engagement on the long-term effects of mobile health (mHealth) interventions, particularly among older adults. ObjectiveThis study aimed to examine the long-term impact of a social media–driven mHealth intervention on blood pressure control among older Chinese individuals with hypertension, through repeated measurements of patient engagement and outcomes at 5 preset time points. MethodsThe study included older Chinese individuals with hypertension between 2017 and 2022. Participants received a hypertension self-management program via the WeChat social media app (Tencent Holdings Ltd), which provided clinically based digital coaching. Blood pressure measurements were taken repeatedly using a home blood pressure monitor (HBPM) connected to the app at baseline, 3, 6, 9, and 12 months. Patient engagement was evaluated based on the frequency of completed measurements at corresponding follow-ups. Latent growth curve models (LGCMs) served to assess the impact of patient engagement on blood pressure among older individuals with hypertension across preset points. ResultsA total of 1723 patients completed the 12-month follow-up (average age 70.1, SD 6.8 years; 890/1723, 51.7% female; and baseline systolic blood pressure 137.2 mm Hg). LGCMs revealed systolic blood pressure decreased significantly over 1 year, notably at 9 months (131 mm Hg, β9P12P3P6P9P12P ConclusionsThis study, using LGCMs and repeated measures data, revealed a significant positive impact of patient engagement on long-term blood pressure control in mHealth interventions targeting older individuals with hypertension. These findings stress the importance of integration of patient-centered engagement approach into mHealth programs designed for chronic disease management in aging populations.https://www.jmir.org/2025/1/e71668
spellingShingle Nanxiang Zhang
Hai Lin
Xichun Wu
Yongjun Zheng
Jianan Yin
Chonglong Ding
Qi Pan
Shuo Yang
Hao Luo
Xinyan Zou
Yingfeng Ge
Jinxin Zhang
Impact of Patient Engagement on Blood Pressure Control Among Older Individuals With Hypertension in a Mobile Health Intervention: Longitudinal Analysis Using Latent Growth Curve Modeling
Journal of Medical Internet Research
title Impact of Patient Engagement on Blood Pressure Control Among Older Individuals With Hypertension in a Mobile Health Intervention: Longitudinal Analysis Using Latent Growth Curve Modeling
title_full Impact of Patient Engagement on Blood Pressure Control Among Older Individuals With Hypertension in a Mobile Health Intervention: Longitudinal Analysis Using Latent Growth Curve Modeling
title_fullStr Impact of Patient Engagement on Blood Pressure Control Among Older Individuals With Hypertension in a Mobile Health Intervention: Longitudinal Analysis Using Latent Growth Curve Modeling
title_full_unstemmed Impact of Patient Engagement on Blood Pressure Control Among Older Individuals With Hypertension in a Mobile Health Intervention: Longitudinal Analysis Using Latent Growth Curve Modeling
title_short Impact of Patient Engagement on Blood Pressure Control Among Older Individuals With Hypertension in a Mobile Health Intervention: Longitudinal Analysis Using Latent Growth Curve Modeling
title_sort impact of patient engagement on blood pressure control among older individuals with hypertension in a mobile health intervention longitudinal analysis using latent growth curve modeling
url https://www.jmir.org/2025/1/e71668
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