{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:42:57Z","timestamp":1785544977016,"version":"3.56.0"},"reference-count":44,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Mhealth Uhealth"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Structured exercise is a key component of cardiac rehabilitation (CR) for patients with heart failure (HF), but access to center-based cardiac rehabilitation (CBCR) is often limited. Mobile health (mHealth) platforms enable remote, virtual, or hybrid cardiac rehabilitation (RVH-CR) delivery.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>This study aimed to evaluate the effectiveness and safety of structured, exercise-focused RVH-CR supported by mHealth compared with usual care or CBCR in patients with heart failure with reduced ejection fraction (HFrEF) or in HF populations predominantly comprising patients with HFrEF.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      We searched PubMed, Web of Science, MEDLINE via Ovid, Cochrane CENTRAL, and CINAHL Complete from inception to April 27, 2026. Randomized controlled trials comparing mHealth-supported RVH-CR with usual care or CBCR were included. The primary outcome was exercise capacity, assessed by peak oxygen uptake (VO\n                      <jats:sub>2<\/jats:sub>\n                      peak) and 6-minute walk distance (6MWD). Secondary outcomes included health-related quality of life and safety. Data were pooled using random-effects meta-analysis stratified by comparator. Risk of bias was assessed with the Cochrane Risk of Bias Tool version 2, and evidence certainty was evaluated using GRADE (Grading of Recommendations Assessment, Development, and Evaluation).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Eight randomized controlled trials with 1368 patients were included. In the CBCR comparison, mHealth-supported RVH-CR showed a statistically significant greater improvement in VO\n                      <jats:sub>2<\/jats:sub>\n                      peak than CBCR (mean difference [MD] 0.82, 95% CI 0.06-1.57;\n                      <jats:italic>P<\/jats:italic>\n                      =.03), although this finding was based on a limited number of trials. Compared with usual care, mHealth-supported RVH-CR was associated with improved 6MWD (MD 22.99, 95% CI 1.15-44.82;\n                      <jats:italic>P<\/jats:italic>\n                      =.04). Single-trial estimates suggested improvements in VO\n                      <jats:sub>2<\/jats:sub>\n                      peak (MD 2.50, 95% CI 0.88-4.12) and Minnesota Living with Heart Failure Questionnaire scores (standardized MD \u22120.57, 95% CI \u22120.98 to \u22120.17;\n                      <jats:italic>P<\/jats:italic>\n                      &lt;.01) versus usual care. The certainty of evidence ranged from low to moderate. No intervention-related deaths or serious adverse events were reported, but sparse events and short follow-up limited conclusions regarding safety.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>\n                      The effects of structured RVH-CR supported by mHealth differed according to comparator type, but the certainty of evidence ranged from low to moderate. Compared with usual care, mHealth-supported RVH-CR was associated with improved 6MWD. Compared with CBCR, mHealth-supported RVH-CR showed a significantly greater improvement in VO\n                      <jats:sub>2<\/jats:sub>\n                      peak in a limited number of trials, but superiority, equivalence, or noninferiority to CBCR cannot be concluded. Because usual care and CBCR are clinically distinct comparators, no single overall effect across comparator types should be inferred. Future studies should assess long-term outcomes and standardize structured exercise protocols across RVH-CR models.\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/90422","type":"journal-article","created":{"date-parts":[[2026,6,18]],"date-time":"2026-06-18T14:05:09Z","timestamp":1781791509000},"page":"e90422-e90422","source":"Crossref","is-referenced-by-count":0,"title":["Effects of Remote, Virtual, or Hybrid Cardiac Rehabilitation Supported by mHealth in Patients With Heart Failure: Systematic Review and Meta-Analysis"],"prefix":"10.2196","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-6356-8602","authenticated-orcid":false,"given":"Kaidong","family":"Shao","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-8042-7817","authenticated-orcid":false,"given":"Chunqiu","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-3693-1165","authenticated-orcid":false,"given":"Tianshu","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-7348-1241","authenticated-orcid":false,"given":"Huiyan","family":"Qu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6508-7942","authenticated-orcid":false,"given":"Hua","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2026,7,21]]},"reference":[{"issue":"9","key":"R1","doi-asserted-by":"publisher","first-page":"1137","DOI":"10.1136\/hrt.2003.025270","article-title":"Clinical epidemiology of heart failure","volume":"93","author":"Mosterd","journal-title":"Heart"},{"issue":"1","key":"R2","doi-asserted-by":"publisher","DOI":"10.1186\/s40364-025-00728-8","article-title":"Global, regional, and national burden of heart failure and its underlying causes, 1990-2021: results from the global burden of disease study 2021","volume":"13","author":"Ran","journal-title":"Biomark Res"},{"issue":"4","key":"R3","doi-asserted-by":"publisher","first-page":"347","DOI":"10.1093\/eurjhf\/hfr017","article-title":"Exercise training in heart failure: from theory to practice. a consensus document of the Heart Failure Association and the European Association for Cardiovascular Prevention and Rehabilitation","volume":"13","author":"Piepoli","journal-title":"Eur J Heart Fail"},{"issue":"18","key":"R4","doi-asserted-by":"publisher","first-page":"e328","DOI":"10.1161\/CIR.0000000000001289","article-title":"Core components of cardiac rehabilitation programs: 2024 update: a scientific statement from the American Heart Association and the American Association of Cardiovascular and Pulmonary Rehabilitation","volume":"150","author":"Brown","journal-title":"Circulation"},{"issue":"5","key":"R5","doi-asserted-by":"publisher","first-page":"831","DOI":"10.1016\/j.cardfail.2022.03.346","article-title":"A clinician\u2019s guide to the 2022 ACC\/AHA\/HFSA guideline for the management of heart failure","volume":"28","author":"Kittleson","journal-title":"J Card Fail"},{"issue":"5","key":"R6","doi-asserted-by":"publisher","first-page":"488","DOI":"10.1001\/jama.2020.10262","article-title":"Heart failure with reduced ejection fraction: a review","volume":"324","author":"Murphy","journal-title":"JAMA"},{"issue":"3","key":"R7","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1038\/s41569-021-00611-7","article-title":"The role of cardiac rehabilitation in improving cardiovascular outcomes","volume":"19","author":"Taylor","journal-title":"Nat Rev Cardiol"},{"issue":"19","key":"R8","doi-asserted-by":"publisher","first-page":"e351","DOI":"10.1161\/CIR.0000000000001285","article-title":"2024 AHA\/ACC\/ACS\/ASNC\/HRS\/SCA\/SCCT\/SCMR\/SVM guideline for perioperative cardiovascular management for noncardiac surgery: a report of the American College of Cardiology\/American Heart Association Joint Committee on Clinical Practice Guidelines","volume":"150","author":"Thompson","journal-title":"Circulation"},{"issue":"1","key":"R9","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1016\/j.jacc.2019.03.008","article-title":"Home-based cardiac rehabilitation: a scientific statement from the American Association of Cardiovascular and Pulmonary Rehabilitation, the American Heart Association, and the American College of Cardiology","volume":"74","author":"Thomas","journal-title":"J Am Coll Cardiol"},{"issue":"1","key":"R10","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1161\/CIR.0000000000001150","article-title":"Digital technologies in cardiac rehabilitation: a science advisory from the American Heart Association","volume":"148","author":"Golbus","journal-title":"Circulation"},{"issue":"1","key":"R11","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.CD003331.pub5","article-title":"Exercise-based cardiac rehabilitation for adults with heart failure","volume":"1","author":"Long","journal-title":"Cochrane Database Syst Rev"},{"issue":"1","key":"R12","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1111\/j.1520-037x.2005.3703.x","article-title":"Ethnic differences in barriers and referral to cardiac rehabilitation among women hospitalized with coronary heart disease","volume":"9","author":"Mochari","journal-title":"Prev Cardiol"},{"key":"R13","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijcard.2016.08.120","article-title":"Participation and adherence to cardiac rehabilitation programs. A systematic review","volume":"223","author":"Ruano-Ravina","journal-title":"Int J Cardiol"},{"issue":"3","key":"R14","doi-asserted-by":"publisher","first-page":"254","DOI":"10.1161\/CIRCULATIONAHA.122.061046","article-title":"A new era in cardiac rehabilitation delivery: research gaps, questions, strategies, and priorities","volume":"147","author":"Beatty","journal-title":"Circulation"},{"key":"R15","doi-asserted-by":"publisher","DOI":"10.1016\/j.hrtlng.2022.04.016","article-title":"Safety of home-based cardiac rehabilitation: a systematic review","volume":"55","author":"Stefanakis","journal-title":"Heart Lung"},{"issue":"6","key":"R16","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1097\/HCR.0000000000001002","article-title":"Consensus statement on the virtual and remote delivery of cardiac and pulmonary rehabilitation and their components","volume":"45","author":"Hughes","journal-title":"J Cardiopulm Rehabil Prev"},{"issue":"10","key":"R17","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCOUTCOMES.121.008215","article-title":"Million Hearts cardiac rehabilitation think tank: accelerating new care models","volume":"14","author":"Beatty","journal-title":"Circ Cardiovasc Qual Outcomes"},{"issue":"20-4","key":"R18","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1016\/j.pcad.2023.01.001","article-title":"What has cardiac rehabilitation looked like in the COVID-19 pandemic: lessons learned for the future","volume":"76","author":"Ozemek","journal-title":"Prog Cardiovasc Dis"},{"issue":"2","key":"R19","doi-asserted-by":"publisher","DOI":"10.2196\/18773","article-title":"Digital health interventions for cardiac rehabilitation: systematic literature review","volume":"23","author":"Wongvibulsin","journal-title":"J Med Internet Res"},{"issue":"6","key":"R20","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.113.000568","article-title":"Using mobile technology for cardiac rehabilitation: a review and framework for development and evaluation","volume":"2","author":"Beatty","journal-title":"J Am Heart Assoc"},{"issue":"4","key":"R21","doi-asserted-by":"publisher","first-page":"e238","DOI":"10.1016\/j.landig.2025.01.011","article-title":"Effectiveness of home-based cardiac rehabilitation interventions delivered via mHealth technologies: a systematic review and meta-analysis","volume":"7","author":"Li","journal-title":"Lancet Digit Health"},{"issue":"12","key":"R22","doi-asserted-by":"publisher","first-page":"2263","DOI":"10.1002\/ejhf.3046","article-title":"Exercise-based cardiac rehabilitation for adults with heart failure\u20142023 Cochrane systematic review and meta-analysis","volume":"25","author":"Molloy","journal-title":"Eur J Heart Fail"},{"issue":"9","key":"R23","doi-asserted-by":"publisher","first-page":"1360","DOI":"10.1253\/circj.CJ-23-0820","article-title":"Impact of long-term exercise-based cardiac rehabilitation in patients with chronic heart failure\u2014a systematic review and meta-analysis","volume":"88","author":"Yamamoto","journal-title":"Circ J"},{"issue":"1","key":"R24","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-82608-z","article-title":"Effects of exercise based cardiac rehabilitation delivery modes on chronic heart failure: a systematic review and network meta-analysis","volume":"14","author":"Hua","journal-title":"Sci Rep"},{"issue":"12","key":"R25","doi-asserted-by":"publisher","first-page":"1430","DOI":"10.1016\/j.jacc.2018.12.072","article-title":"Impact of exercise rehabilitation on exercise capacity and quality-of-life in heart failure: individual participant meta-analysis","volume":"73","author":"Taylor","journal-title":"J Am Coll Cardiol"},{"issue":"7","key":"R26","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pmed.1000100","article-title":"The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration","volume":"6","author":"Liberati","journal-title":"PLoS Med"},{"issue":"2","key":"R27","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1016\/j.jphys.2017.02.017","article-title":"Home-based telerehabilitation is not inferior to a centre-based program in patients with chronic heart failure: a randomised trial","volume":"63","author":"Hwang","journal-title":"J Physiother"},{"issue":"4","key":"R28","doi-asserted-by":"publisher","first-page":"2407","DOI":"10.1002\/ehf2.13934","article-title":"Home-based cardiac rehabilitation using information and communication technology for heart failure patients with frailty","volume":"9","author":"Nagatomi","journal-title":"ESC Heart Fail"},{"issue":"35","key":"R29","doi-asserted-by":"publisher","DOI":"10.1097\/MD.0000000000012069","article-title":"Home-based telehealth exercise training program in Chinese patients with heart failure: a randomized controlled trial","volume":"97","author":"Peng","journal-title":"Medicine (Baltimore)"},{"issue":"2","key":"R30","doi-asserted-by":"publisher","first-page":"164","DOI":"10.1093\/eurjhf\/hfp181","article-title":"A new model of home-based telemonitored cardiac rehabilitation in patients with heart failure: effectiveness, quality of life, and adherence","volume":"12","author":"Piotrowicz","journal-title":"Eur J Heart Fail"},{"issue":"6","key":"R31","doi-asserted-by":"publisher","first-page":"1599","DOI":"10.5114\/aoms.2020.98350","article-title":"Quality of life in heart failure patients undergoing hybrid comprehensive telerehabilitation versus usual care\u2014results of the Telerehabilitation in Heart Failure Patients (TELEREH-HF) randomized clinical trial","volume":"17","author":"Piotrowicz","journal-title":"Arch Med Sci"},{"issue":"11","key":"R32","doi-asserted-by":"publisher","first-page":"1368","DOI":"10.1177\/2047487314551537","article-title":"Home-based telemonitored Nordic walking training is well accepted, safe, effective and has high adherence among heart failure patients, including those with cardiovascular implantable electronic devices: a randomised controlled study","volume":"22","author":"Piotrowicz","journal-title":"Eur J Prev Cardiol"},{"issue":"5","key":"R33","doi-asserted-by":"publisher","first-page":"695","DOI":"10.1016\/j.jchf.2024.09.024","article-title":"Center- vs home-based cardiac rehabilitation in patients with heart failure: EXIT-HF randomized controlled trial","volume":"13","author":"Schmidt","journal-title":"JACC Heart Fail"},{"issue":"4","key":"R34","doi-asserted-by":"publisher","first-page":"2406","DOI":"10.1002\/ehf2.14405","article-title":"Feasibility of telerehabilitation for heart failure patients inaccessible for outpatient rehabilitation","volume":"10","author":"Lundgren","journal-title":"ESC Heart Fail"},{"issue":"3","key":"R35","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1097\/01823246-201324030-00004","volume":"24","author":"Shoemaker","journal-title":"Cardiopulm Phys Ther J"},{"issue":"3","key":"R36","doi-asserted-by":"publisher","DOI":"10.7759\/cureus.23485","article-title":"Comparative assessment of the long-term efficacy of home-based versus center-based cardiac rehabilitation","volume":"14","author":"Nso","journal-title":"Cureus"},{"issue":"1","key":"R37","doi-asserted-by":"publisher","DOI":"10.3390\/medicina62010025","article-title":"Telehealth-based cardiac rehabilitation for heart failure: a systematic review of effectiveness, access, and patient-centred outcome","volume":"62","author":"Alqahtani","journal-title":"Medicina (Kaunas)"},{"issue":"1","key":"R38","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1016\/j.jjcc.2021.01.010","article-title":"Feasibility of home-based cardiac rehabilitation using an integrated telerehabilitation platform in elderly patients with heart failure: a pilot study","volume":"78","author":"Kikuchi","journal-title":"J Cardiol"},{"key":"R39","doi-asserted-by":"publisher","DOI":"10.2196\/59098","article-title":"A dual-modality home-based cardiac rehabilitation program for adults with cardiovascular disease: single-arm remote clinical trial","volume":"12","author":"Bilbrey","journal-title":"JMIR mHealth uHealth"},{"issue":"3","key":"R40","doi-asserted-by":"publisher","DOI":"10.3390\/jcm15031193","article-title":"Digital technologies in cardiac rehabilitation for high-risk cardiovascular patients: a narrative review of mobile health, virtual reality, exergaming and virtual education","volume":"15","author":"Rechci\u0144ska","journal-title":"J Clin Med"},{"issue":"2","key":"R41","doi-asserted-by":"publisher","first-page":"35","DOI":"10.17925\/HI.2025.19.2.6","article-title":"eHealth-supported self-management and telemonitoring in heart failure: a systematic review and meta-analysis of randomized controlled trials","volume":"19","author":"Rampengan","journal-title":"Heart Int"},{"issue":"21-22","key":"R42","doi-asserted-by":"publisher","first-page":"7661","DOI":"10.1111\/jocn.16726","article-title":"Effectiveness of home-based cardiac telerehabilitation in patients with heart failure: a systematic review and meta-analysis of randomised controlled trials","volume":"32","author":"Gao","journal-title":"J Clin Nurs"},{"key":"R43","doi-asserted-by":"publisher","DOI":"10.1177\/11786329211021668","article-title":"Effectiveness of tele-rehabilitation programs in heart failure: a systematic review and meta-analysis","volume":"14","author":"Cavalheiro","journal-title":"Health Serv Insights"},{"issue":"4","key":"R44","doi-asserted-by":"publisher","first-page":"653","DOI":"10.1016\/j.jchf.2024.10.024","article-title":"m-Health based cardiac rehabilitation program for management of older patients with HFpEF: a pilot RCT","volume":"13","author":"Subramanian","journal-title":"JACC Heart Fail"}],"container-title":["JMIR mHealth and uHealth"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/mhealth.jmir.org\/2026\/1\/e90422","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T22:24:25Z","timestamp":1785536665000},"score":1,"resource":{"primary":{"URL":"https:\/\/mhealth.jmir.org\/2026\/1\/e90422"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,21]]},"references-count":44,"URL":"https:\/\/doi.org\/10.2196\/90422","relation":{},"ISSN":["2291-5222"],"issn-type":[{"value":"2291-5222","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,21]]},"article-number":"v14i9e90422"}}