Why digital health trials can fail: Lessons learned from a randomized trial of health coaching and virtual cardiac rehabilitation
Background: We performed a trial to evaluate the efficacy of a blended intervention with personalized health coaching and virtual cardiac rehabilitation to improve medication adherence and risk factors. The trial was terminated early. Here, we describe findings from a root cause analysis and lessons...
Main Authors: | , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Elsevier
2021-04-01
|
Series: | Cardiovascular Digital Health Journal |
Subjects: | |
Online Access: | http://www.sciencedirect.com/science/article/pii/S2666693621000165 |
id |
doaj-64e7bf8a4b2f41339dda5259bbe0e464 |
---|---|
record_format |
Article |
spelling |
doaj-64e7bf8a4b2f41339dda5259bbe0e4642021-06-08T04:44:14ZengElsevierCardiovascular Digital Health Journal2666-69362021-04-0122101108Why digital health trials can fail: Lessons learned from a randomized trial of health coaching and virtual cardiac rehabilitationChristoph B. Olivier, MD0Stephanie K. Middleton, BS1Natasha Purington, MS2Sumana Shashidhar, MS3Jody Hereford, BSN, MS4Kenneth W. Mahaffey, MD5Mintu P. Turakhia, MD, MAS, FHRS6Stanford Center for Clinical Research, Department of Medicine, Stanford University School of Medicine, Stanford, California; Center for Digital Health, Department of Medicine, Stanford University School of Medicine, Stanford, California; Department of Cardiology and Angiology I, Heart Center Freiburg University, Faculty of Medicine, University of Freiburg, Freiburg, GermanyStanford Center for Clinical Research, Department of Medicine, Stanford University School of Medicine, Stanford, CaliforniaQuantitative Sciences Unit, Department of Medicine, Stanford University School of Medicine, Stanford, CaliforniaStanford Center for Clinical Research, Department of Medicine, Stanford University School of Medicine, Stanford, CaliforniaHereford Consulting, Boulder, COStanford Center for Clinical Research, Department of Medicine, Stanford University School of Medicine, Stanford, CaliforniaCenter for Digital Health, Department of Medicine, Stanford University School of Medicine, Stanford, California; Department of Medicine, Stanford University School of Medicine, Stanford, California; Veterans Affairs Palo Alto Health Care System, Palo Alto, California; Address reprint requests and correspondence: Dr Mintu P. Turakhia, Center for Digital Health, Stanford University, 1701 Page Mill Rd, Stanford, CA 94304.Background: We performed a trial to evaluate the efficacy of a blended intervention with personalized health coaching and virtual cardiac rehabilitation to improve medication adherence and risk factors. The trial was terminated early. Here, we describe findings from a root cause analysis and lessons learned. Methods: SmartGUIDE was an open-label, single-center trial that randomized participants with coronary artery disease who were prescribed a statin and/or P2Y12 inhibitor 1:1 to either usual care or the added use of a mobile app with components of cardiac rehabilitation paired with personal virtual coaching. The primary outcome was medication adherence: proportion of days covered (PDC). The planned sample size was 132. We performed a root cause analysis to evaluate processes from study development to closure. Results: During trial conduct, the technology start-up withdrew the intervention. The study was terminated early with 63 participants randomized and data from 26 available for analysis. The median PDC was high in both groups (intervention group 94%, interquartile range [IQR] 88%–96%; control group: 99%, IQR 95%–100%). Root cause analysis identified factors for not achieving trial objectives: key factors that limited enrollment (inclusion criteria, low penetration of compatible smartphones), participant retention or engagement (poor app product, insufficient technology support), and suboptimal choice of a technology partner (technology start-up’s inexperience in health care, poor product design, inadequate fundraising). Conclusion: We identified important and preventable factors leading to trial failure. These factors may be common across digital health trials and may explain prior observations that many such trials are never completed. Careful vetting of technology partners and more pragmatic study designs may prevent these missteps.http://www.sciencedirect.com/science/article/pii/S2666693621000165AdherenceCardiovascular risk factorCoronary artery diseaseDigital healthDigital platformmHealth |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Christoph B. Olivier, MD Stephanie K. Middleton, BS Natasha Purington, MS Sumana Shashidhar, MS Jody Hereford, BSN, MS Kenneth W. Mahaffey, MD Mintu P. Turakhia, MD, MAS, FHRS |
spellingShingle |
Christoph B. Olivier, MD Stephanie K. Middleton, BS Natasha Purington, MS Sumana Shashidhar, MS Jody Hereford, BSN, MS Kenneth W. Mahaffey, MD Mintu P. Turakhia, MD, MAS, FHRS Why digital health trials can fail: Lessons learned from a randomized trial of health coaching and virtual cardiac rehabilitation Cardiovascular Digital Health Journal Adherence Cardiovascular risk factor Coronary artery disease Digital health Digital platform mHealth |
author_facet |
Christoph B. Olivier, MD Stephanie K. Middleton, BS Natasha Purington, MS Sumana Shashidhar, MS Jody Hereford, BSN, MS Kenneth W. Mahaffey, MD Mintu P. Turakhia, MD, MAS, FHRS |
author_sort |
Christoph B. Olivier, MD |
title |
Why digital health trials can fail: Lessons learned from a randomized trial of health coaching and virtual cardiac rehabilitation |
title_short |
Why digital health trials can fail: Lessons learned from a randomized trial of health coaching and virtual cardiac rehabilitation |
title_full |
Why digital health trials can fail: Lessons learned from a randomized trial of health coaching and virtual cardiac rehabilitation |
title_fullStr |
Why digital health trials can fail: Lessons learned from a randomized trial of health coaching and virtual cardiac rehabilitation |
title_full_unstemmed |
Why digital health trials can fail: Lessons learned from a randomized trial of health coaching and virtual cardiac rehabilitation |
title_sort |
why digital health trials can fail: lessons learned from a randomized trial of health coaching and virtual cardiac rehabilitation |
publisher |
Elsevier |
series |
Cardiovascular Digital Health Journal |
issn |
2666-6936 |
publishDate |
2021-04-01 |
description |
Background: We performed a trial to evaluate the efficacy of a blended intervention with personalized health coaching and virtual cardiac rehabilitation to improve medication adherence and risk factors. The trial was terminated early. Here, we describe findings from a root cause analysis and lessons learned. Methods: SmartGUIDE was an open-label, single-center trial that randomized participants with coronary artery disease who were prescribed a statin and/or P2Y12 inhibitor 1:1 to either usual care or the added use of a mobile app with components of cardiac rehabilitation paired with personal virtual coaching. The primary outcome was medication adherence: proportion of days covered (PDC). The planned sample size was 132. We performed a root cause analysis to evaluate processes from study development to closure. Results: During trial conduct, the technology start-up withdrew the intervention. The study was terminated early with 63 participants randomized and data from 26 available for analysis. The median PDC was high in both groups (intervention group 94%, interquartile range [IQR] 88%–96%; control group: 99%, IQR 95%–100%). Root cause analysis identified factors for not achieving trial objectives: key factors that limited enrollment (inclusion criteria, low penetration of compatible smartphones), participant retention or engagement (poor app product, insufficient technology support), and suboptimal choice of a technology partner (technology start-up’s inexperience in health care, poor product design, inadequate fundraising). Conclusion: We identified important and preventable factors leading to trial failure. These factors may be common across digital health trials and may explain prior observations that many such trials are never completed. Careful vetting of technology partners and more pragmatic study designs may prevent these missteps. |
topic |
Adherence Cardiovascular risk factor Coronary artery disease Digital health Digital platform mHealth |
url |
http://www.sciencedirect.com/science/article/pii/S2666693621000165 |
work_keys_str_mv |
AT christophboliviermd whydigitalhealthtrialscanfaillessonslearnedfromarandomizedtrialofhealthcoachingandvirtualcardiacrehabilitation AT stephaniekmiddletonbs whydigitalhealthtrialscanfaillessonslearnedfromarandomizedtrialofhealthcoachingandvirtualcardiacrehabilitation AT natashapuringtonms whydigitalhealthtrialscanfaillessonslearnedfromarandomizedtrialofhealthcoachingandvirtualcardiacrehabilitation AT sumanashashidharms whydigitalhealthtrialscanfaillessonslearnedfromarandomizedtrialofhealthcoachingandvirtualcardiacrehabilitation AT jodyherefordbsnms whydigitalhealthtrialscanfaillessonslearnedfromarandomizedtrialofhealthcoachingandvirtualcardiacrehabilitation AT kennethwmahaffeymd whydigitalhealthtrialscanfaillessonslearnedfromarandomizedtrialofhealthcoachingandvirtualcardiacrehabilitation AT mintupturakhiamdmasfhrs whydigitalhealthtrialscanfaillessonslearnedfromarandomizedtrialofhealthcoachingandvirtualcardiacrehabilitation |
_version_ |
1721390157668548608 |