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Li L, Ringeval M, Wagner G, Paré G, Ozemek C, Kitsiou S. Effectiveness of home-based cardiac rehabilitation interventions delivered via mHealth technologies: a systematic review and meta-analysis. Lancet Digit Health 2025:S2589-7500(25)00012-3. [PMID: 40023729 DOI: 10.1016/j.landig.2025.01.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Revised: 01/09/2025] [Accepted: 01/16/2025] [Indexed: 03/04/2025]
Abstract
BACKGROUND Centre-based cardiac rehabilitation (CBCR) is underused due to low referral rates, accessibility barriers, and socioeconomic constraints. mHealth technologies have the potential to address some of these challenges through remote delivery of home-based cardiac rehabilitation (HBCR). This study aims to assess the effects of mHealth HBCR interventions compared with usual care and CBCR in patients with heart disease. METHODS We conducted a systematic review and meta-analysis of randomised controlled trials of mHealth HBCR interventions. Four electronic databases (MEDLINE, CENTRAL, CINAHL, and Embase) were searched from inception to March 31, 2023, with no restrictions on language or publication type. Eligible studies were randomised controlled trials of adult patients (age ≥18 years) with heart disease, comparing mHealth interventions with usual care or CBCR. The primary outcome of interest was aerobic exercise capacity, assessed with VO2 peak or 6-min walk test (6MWT). Quality of evidence was assessed using the GRADE system. This review was registered with PROSPERO, CRD42024544087. FINDINGS Our search yielded 9164 references, of which 135 were retained for full-text review. 13 randomised controlled trials met eligibility criteria and were included in the systematic review, involving 1508 adults with myocardial infarction, angina pectoris, or heart failure, or who had undergone revascularisation. Intervention duration ranged from 6 weeks to 24 weeks. Random-effects meta-analysis showed that, compared with usual care, mHealth HBCR significantly improved 6MWT (mean difference 24·74, 95% CI 9·88-39·60; 532 patients) and VO2 peak (1·77, 1·19-2·35; 359 patients). No significant differences were found between mHealth HBCR and CBCR. Quality of evidence ranged from low to very low across outcomes due to risk of bias and imprecision (small sample size). INTERPRETATION mHealth HBCR could improve access and health outcomes in patients who are unable to attend CBCR. Further research is needed to build a robust evidence base on the clinical effectiveness and cost-effectiveness of mHealth HBCR, particularly in comparison with CBCR, to inform clinical practice and policy. FUNDING None.
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Affiliation(s)
- Leah Li
- Department of Biomedical and Health Information Sciences, College of Applied Health Sciences, University of Illinois at Chicago, Chicago, IL, USA
| | - Mickaël Ringeval
- Department of Information Technologies, HEC Montréal, Montréal, QC, Canada
| | - Gerit Wagner
- Faculty of Information Systems and Applied Computer Science, Otto-Friedrich-Universität Bamberg, Bamberg, Germany
| | - Guy Paré
- Department of Information Technologies, HEC Montréal, Montréal, QC, Canada
| | - Cemal Ozemek
- Department of Physical Therapy, College of Applied Health Sciences, University of Illinois at Chicago, Chicago, IL, USA
| | - Spyros Kitsiou
- Department of Biomedical and Health Information Sciences, College of Applied Health Sciences, University of Illinois at Chicago, Chicago, IL, USA.
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Yang Z, Huang H, Xu L, Gao Y, Zhang C, Wang A. From need to action: decoding the role of motivation in adherence to home-based cardiac rehabilitation exercise in chronic heart failure patients. BMC Nurs 2024; 23:913. [PMID: 39695568 DOI: 10.1186/s12912-024-02617-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Accepted: 12/12/2024] [Indexed: 12/20/2024] Open
Abstract
BACKGROUND Adherence to home-based cardiac rehabilitation exercise remains suboptimal, and motivation may be the intrinsic driving force. This study aimed to explore the role of exercise regulatory motivation in mediating the relationship between psychological needs and exercise adherence among chronic heart failure patients, and to develop a mechanism model. METHODS This study adopted an explanatory sequential mixed-methods design. A hypothesized model of adherence behavior was developed. A survey was used to test the theory-driven model. A semi-structured interview delved deeper into chronic heart failure patients' experiences with HBCR exercise, identifying reasons behind significant mediation effects and refining the mechanism model. RESULTS A total of 248 eligible chronic heart failure patients participated in the quantitative study. Exercise regulatory motivation partially mediated the relationship between psychological needs and exercise adherence. In the qualitative study, 18 chronic heart failure patients from the quantitative sample were purposefully selected. Five sub-themes emerged from the textual data, which were distilled into two overarching themes: "Specific Functions of Pathway Variables" and "Reasons for Mediation Path Significance." Integrating the qualitative and quantitative results, it was found that satisfying patients' psychological needs for exercise activates regulatory motivation, which in turn triggers sustained exercise behavior. As motivation becomes increasingly internalized, patients are able to set clear goals and maintain or adjust their home-based cardiac rehabilitation exercise over the long term. CONCLUSION From a health psychology perspective, this study is the first to reveal the role of exercise regulatory motivation in linking psychological needs and exercise adherence among chronic heart failure patients, ultimately developing a mechanism model. CLINICAL TRIAL NUMBER Not applicable.
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Affiliation(s)
- Zhen Yang
- The First Affiliated Hospital of China Medical University, No.155, Nanjing North Street, Heping District, Shenyang, Liaoning Province, China
| | - Hao Huang
- West China Hospital, Sichuan University, No.37, Guoxue Lane, Wuhou District, Chengdu, Sichuan Province, China
| | - Linyu Xu
- The First Affiliated Hospital of China Medical University, No.155, Nanjing North Street, Heping District, Shenyang, Liaoning Province, China
| | - Yu Gao
- The First Affiliated Hospital of Jinzhou Medical University, No.2, Section 5, Renmin Street, Guta District, Jinzhou, Liaoning Province, China
| | - Chunqi Zhang
- The First Affiliated Hospital of Jinzhou Medical University, No.2, Section 5, Renmin Street, Guta District, Jinzhou, Liaoning Province, China
| | - Aiping Wang
- The First Affiliated Hospital of China Medical University, No.155, Nanjing North Street, Heping District, Shenyang, Liaoning Province, China.
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Zhang S, Zhou L, Yi L, Chen X, Zhang Y, Li J, Zhang Y, Hu X. Comparative efficacy of telehealth interventions on promoting cancer screening: A network meta-analysis of randomized controlled trials. J Nurs Scholarsh 2024; 56:585-598. [PMID: 38691056 DOI: 10.1111/jnu.12974] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Revised: 03/30/2024] [Accepted: 04/08/2024] [Indexed: 05/03/2024]
Abstract
BACKGROUND Cancer screening is a pivotal method for reducing mortality from disease, but the screening coverage is still lower than expected. Telehealth interventions demonstrated significant benefits in cancer care, yet there is currently no consensus on their impact on facilitating cancer screening or on the most effective remote technology. DESIGN A network meta-analysis was conducted to detect the impact of telehealth interventions on cancer screening and to identify the most effective teletechnologies. METHODS Six English databases were searched from inception until July 2023 to yield relevant randomized controlled trials (RCTs). Two individual authors completed the literature selection, data extraction, and methodological evaluations using the Cochrane Risk of Bias tool. Traditional pairwise analysis and network meta-analysis were performed to identify the overall effects and compare different teletechnologies. RESULTS Thirty-four eligible RCTs involving 131,644 participants were enrolled. Overall, telehealth interventions showed statistically significant effects on the improvement of cancer screening. Subgroup analyses revealed that telehealth interventions were most effective for breast and cervical cancer screening, and rural populations also experienced benefits, but there was no improvement in screening for older adults. The network meta-analysis indicated that mobile applications, video plus telephone, and text message plus telephone were associated with more obvious improvements in screening than other teletechnologies. CONCLUSION Our study identified that telehealth interventions were effective for the completion of cancer screening and clarified the exact impact of telehealth on different cancer types, ages, and rural populations. Mobile applications, video plus telephone, and text message plus telephone are the three forms of teletechnologies most likely to improve cancer screening. More well-designed RCTs involving direct comparisons of different teletechnologies are needed in the future. CLINICAL RELEVANCE Telehealth interventions should be encouraged to facilitate cancer screening, and the selection of the optimal teletechnology based on the characteristics of the population is also necessary.
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Affiliation(s)
- Shu Zhang
- Department of Nursing, West China Hospital, Sichuan University/ West China School of Nursing, Sichuan University, Chengdu, Sichuan, China
| | - Lin Zhou
- Department of Nursing, West China Hospital, Sichuan University/ West China School of Nursing, Sichuan University, Chengdu, Sichuan, China
| | - Li Yi
- Information and Software Engineering College, University of Electronic Science and Technology of China, Chengdu, China
| | - Xiaoli Chen
- Department of Nursing, West China Hospital, Sichuan University/ West China School of Nursing, Sichuan University, Chengdu, Sichuan, China
| | - Yun Zhang
- Department of Nursing, West China Hospital, Sichuan University/ West China School of Nursing, Sichuan University, Chengdu, Sichuan, China
| | - Juejin Li
- Department of Nursing, West China Hospital, Sichuan University/ West China School of Nursing, Sichuan University, Chengdu, Sichuan, China
| | - Yalin Zhang
- Department of Nursing, West China Hospital, Sichuan University/ West China School of Nursing, Sichuan University, Chengdu, Sichuan, China
| | - Xiaolin Hu
- Department of Nursing, West China Hospital, Sichuan University/ West China School of Nursing, Sichuan University, Chengdu, Sichuan, China
- Tianfu Jincheng Laboratory, City of Future Medicine, Chengdu, Sichuan, China
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Khan MN, Altalbe A, Naseer F, Awais Q. Telehealth-Enabled In-Home Elbow Rehabilitation for Brachial Plexus Injuries Using Deep-Reinforcement-Learning-Assisted Telepresence Robots. SENSORS (BASEL, SWITZERLAND) 2024; 24:1273. [PMID: 38400431 PMCID: PMC10892919 DOI: 10.3390/s24041273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 02/11/2024] [Accepted: 02/15/2024] [Indexed: 02/25/2024]
Abstract
Due to damage to the network of nerves that regulate the muscles and feeling in the shoulder, arm, and forearm, brachial plexus injuries (BPIs) are known to significantly reduce the function and quality of life of affected persons. According to the World Health Organization (WHO), a considerable share of global disability-adjusted life years (DALYs) is attributable to upper limb injuries, including BPIs. Telehealth can improve access concerns for patients with BPIs, particularly in lower-middle-income nations. This study used deep reinforcement learning (DRL)-assisted telepresence robots, specifically the deep deterministic policy gradient (DDPG) algorithm, to provide in-home elbow rehabilitation with elbow flexion exercises for BPI patients. The telepresence robots were used for a six-month deployment period, and DDPG drove the DRL architecture to maximize patient-centric exercises with its robotic arm. Compared to conventional rehabilitation techniques, patients demonstrated an average increase of 4.7% in force exertion and a 5.2% improvement in range of motion (ROM) with the assistance of the telepresence robot arm. According to the findings of this study, telepresence robots are a valuable and practical method for BPI patients' at-home rehabilitation. This technology paves the way for further research and development in telerehabilitation and can be crucial in addressing broader physical rehabilitation challenges.
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Affiliation(s)
- Muhammad Nasir Khan
- Electrical Engineering Department, Government College University Lahore, Lahore 54000, Pakistan
| | - Ali Altalbe
- Department of Computer Engineering, Prince Sattam bin Abdulaziz University, Alkharj 11942, Saudi Arabia
- Faculty of Computing and Information Technology, King Abdulaziz University, P.O. Box 80210, Jeddah 21589, Saudi Arabia
| | - Fawad Naseer
- Computer Science and Software Engineering Department, Beaconhouse International College, Faisalabad 38000, Pakistan;
| | - Qasim Awais
- Electrical Engineering Department, Fatima Jinnah Women University, Rawalpindi 46000, Pakistan;
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Yang Z, Jia H, Zhang F, Huang H, Hao X, Wang A. A behavioural driving model of adherence to home-based cardiac rehabilitation exercise among patients with chronic heart failure: A mixed-methods study. J Clin Nurs 2024; 33:531-542. [PMID: 37881110 DOI: 10.1111/jocn.16901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 08/27/2023] [Accepted: 09/25/2023] [Indexed: 10/27/2023]
Abstract
AIMS AND OBJECTIVES To develop and validate a behavioural driving model for adherence to home-based cardiac rehabilitation exercise in patients with chronic heart failure, and to explain the potential driving mechanism of social support on exercise adherence. BACKGROUND Despite the benefits of home-based cardiac rehabilitation exercise, adherence among patients with chronic heart failure remains suboptimal. Several factors contributing to adherence have been confirmed; however, the specific pathway mechanisms by which these factors impact exercise adherence have not been thoroughly explored. DESIGN An exploratory sequential mixed-methods study was conducted in this study. METHODS A total of 226 patients with chronic heart failure were recruited using convenience sampling. Quantitative data were collected using a series of self-report questionnaires. Hierarchical regression analysis was performed to verify multiple pathways. Subsequently, 12 patients with chronic heart failure were drawn from the quantitative stage. The interview data were thematically analysed. This study followed the Good Reporting of a Mixed Methods Study (GRAMMS) guidelines (Appendix S1). RESULTS Perceived social support had a direct positive predictive effect on exercise adherence. Importantly, exercise self-efficacy and exercise fear played a chain-mediating role between perceived social support and exercise adherence. As a result of the qualitative phase, scale, tightness and homogeneity of social support networks emerged as potential drivers of the effectiveness of social support on exercise adherence. CONCLUSIONS This study reveals a potential pathway mechanism for social support to improve adherence to home-based cardiac rehabilitation exercises. Social support network plays a crucial role in the effect of social support on exercise adherence. RELEVANCE TO CLINICAL PRACTICE To enhance exercise adherence in home-based cardiac rehabilitation for patients with chronic heart failure, establishing a social support network is recommended. This strategy has the potential to promote exercise self-efficacy and alleviate exercise fear. PATIENT OR PUBLIC CONTRIBUTION None.
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Affiliation(s)
- Zhen Yang
- Department of Public Service, The First Affiliated Hospital of China Medical University, Shenyang, China
| | - Honghong Jia
- School of Nursing, Harbin Medical University, Harbin, China
| | - Fengpei Zhang
- Department of Public Service, The First Affiliated Hospital of China Medical University, Shenyang, China
| | - Hao Huang
- Department of Public Service, The First Affiliated Hospital of China Medical University, Shenyang, China
| | - Xinyi Hao
- Department of Public Service, The First Affiliated Hospital of China Medical University, Shenyang, China
| | - Aiping Wang
- Department of Public Service, The First Affiliated Hospital of China Medical University, Shenyang, China
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