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Park SY, Byun SH, Yang BE, Kim D, Kim B, Lee JH, Kim YK. Randomized controlled trial of digital therapeutics for temporomandibular disorder: A pilot study. J Dent 2024; 147:105030. [PMID: 38685341 DOI: 10.1016/j.jdent.2024.105030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Revised: 04/24/2024] [Accepted: 04/26/2024] [Indexed: 05/02/2024] Open
Abstract
OBJECTIVES Temporomandibular disorder (TMD) is a common condition that affects the temporomandibular joint (TMJ) and the muscles of the jaw, resulting in pain and dysfunction. TMD is affected by both behavioral and psychological factors. Digital therapeutics (DTx) can exert therapeutic effects by controlling behavioral factors through the delivery of appropriate interventions. Here, we report an open-label randomized control trial to evaluate the efficacy of DTx for TMD. METHODS We recruited 40 participants diagnosed with TMD. Participants were randomly divided into an intervention group (DTx use, n = 20) and a control group (n = 20). The intervention group received the usual treatment process for TMD in addition to the use of the DTx. The control group received the usual treatments only. Patients in both groups were followed up for 3-4 weeks, and outcome data were collected and analyzed. RESULT The intervention group showed a significant reduction in pain scores as measured by the numerical rating scale (NRS) (p = 0.016). Additionally, the intervention group showed a statistically significant increase in maximal mouth opening compared to the control group (p = 0.0079). However, there were no significant differences in improvement in the Jaw Functional Limitation Scale, Oral Behavior Checklist, and Patient Health Questionnaire-4 between the two groups (p = 0503, = 0.820, and = 0.943, respectively). CONCLUSION This RCT reveals DTx potential in TMD, showing pain and mouth opening improvements with conventional treatment. But no significant changes were noted in other outcomes. The findings advocate for more extensive, long-term research to solidify DTx's role in TMD management. CLINICAL SIGNIFICANCE This research underlines DTx potential to improve pain outcomes in TMD therapy, reinforcing its value as a complementary treatment modality.
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Affiliation(s)
- Sang-Yoon Park
- Department of Oral and Maxillofacial Surgery, School of Dentistry and Dental Research Institute, Seoul National University, Seoul, South Korea; Department of Oral and Maxillofacial Surgery, Hallym University Sacred Heart Hospital, Anyang 14066, South Korea; Graduate School of Clinical Dentistry, Hallym University, Chuncheon 24252, South Korea; Institute of Clinical Dentistry, Hallym University, Chuncheon 24252, South Korea; Dental AI‑Robotics Center, Hallym University Sacred Heart Hospital, Anyang 14066, South Korea
| | - Soo-Hwan Byun
- Department of Oral and Maxillofacial Surgery, Hallym University Sacred Heart Hospital, Anyang 14066, South Korea; Graduate School of Clinical Dentistry, Hallym University, Chuncheon 24252, South Korea; Institute of Clinical Dentistry, Hallym University, Chuncheon 24252, South Korea; Dental AI‑Robotics Center, Hallym University Sacred Heart Hospital, Anyang 14066, South Korea
| | - Byoung-Eun Yang
- Department of Oral and Maxillofacial Surgery, Hallym University Sacred Heart Hospital, Anyang 14066, South Korea; Graduate School of Clinical Dentistry, Hallym University, Chuncheon 24252, South Korea; Institute of Clinical Dentistry, Hallym University, Chuncheon 24252, South Korea; Dental AI‑Robotics Center, Hallym University Sacred Heart Hospital, Anyang 14066, South Korea
| | - Daehyun Kim
- Department of Periodontology, College of Dentistry, Yonsei University, Seoul, South Korea; Beyondmedicine, Inc. Research institute, South Korea
| | - Bongju Kim
- Innovation Research & Support Center for Dental Science, Seoul National University Dental Hospital, Seoul, South Korea
| | - Jong-Ho Lee
- Department of Oral and Maxillofacial Surgery, School of Dentistry and Dental Research Institute, Seoul National University, Seoul, South Korea; Innovation Research & Support Center for Dental Science, Seoul National University Dental Hospital, Seoul, South Korea; Oral Oncology Clinic, National Cancer Center, Ilsan, South Korea
| | - Young-Kyun Kim
- Department of Oral and Maxillofacial Surgery, School of Dentistry and Dental Research Institute, Seoul National University, Seoul, South Korea; Department of Oral and Maxillofacial Surgery, Section of Dentistry, Seoul National University Bundang Hospital, South Korea.
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Ajjan RA, Battelino T, Cos X, Del Prato S, Philips JC, Meyer L, Seufert J, Seidu S. Continuous glucose monitoring for the routine care of type 2 diabetes mellitus. Nat Rev Endocrinol 2024; 20:426-440. [PMID: 38589493 DOI: 10.1038/s41574-024-00973-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/29/2024] [Indexed: 04/10/2024]
Abstract
Although continuous glucose monitoring (CGM) devices are now considered the standard of care for people with type 1 diabetes mellitus, the uptake among people with type 2 diabetes mellitus (T2DM) has been slower and is focused on those receiving intensive insulin therapy. However, increasing evidence now supports the inclusion of CGM in the routine care of people with T2DM who are on basal insulin-only regimens or are managed with other medications. Expanding CGM to these groups could minimize hypoglycaemia while allowing efficient adaptation and escalation of therapies. Increasing evidence from randomized controlled trials and observational studies indicates that CGM is of clinical value in people with T2DM on non-intensive treatment regimens. If further studies confirm this finding, CGM could soon become a part of routine care for T2DM. In this Perspective we explore the potential benefits of widening the application of CGM in T2DM, along with the challenges that must be overcome for the evidence-based benefits of this technology to be delivered for all people with T2DM.
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Affiliation(s)
- Ramzi A Ajjan
- The LIGHT Laboratories, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
| | - Tadej Battelino
- Faculty of Medicine, University of Ljubljana Medical Centre, Ljubljana, Slovenia
| | - Xavier Cos
- DAP Cat Research Group, Foundation University Institute for Primary Health Care Research Jordi Gol i Gorina, Barcelona, Spain
| | - Stefano Del Prato
- Section of Diabetes and Metabolic Diseases, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | | | - Laurent Meyer
- Department of Endocrinology, Diabetes and Nutrition, University Hospital, Strasbourg, France
| | - Jochen Seufert
- Division of Endocrinology and Diabetology, Department of Medicine II, Medical Centre, University of Freiburg, Freiburg, Germany
| | - Samuel Seidu
- Leicester Real World Evidence Unit, Diabetes Research Centre, University of Leicester, Leicester, UK.
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Davison NJ, Guthrie NL, Medland S, Lupinacci P, Nordyke RJ, Berman MA. Cost-Effectiveness Analysis of a Prescription Digital Therapeutic in Type 2 Diabetes. Adv Ther 2024; 41:806-825. [PMID: 38170435 PMCID: PMC10838832 DOI: 10.1007/s12325-023-02752-2] [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: 10/31/2023] [Accepted: 11/24/2023] [Indexed: 01/05/2024]
Abstract
INTRODUCTION BT-001 (AspyreRx™) prescription digital therapy, a form of personalized cognitive behavioral therapy, has demonstrated clinically meaningful and durable hemoglobin A1c reductions in patients with type 2 diabetes (T2D). The current study examined the cost-effectiveness of BT-001 plus standard of care (SoC) versus SoC alone in T2D over a lifetime horizon from a healthcare payer perspective. METHODS We modeled the T2D pathway using an individual patient-level simulation; clinical data were sourced from the intention-to-treat subset of the BT-001 randomized clinical trial (RCT). SoC across both arms included the composition of oral and injectable treatments for T2D. Events were simulated using the United Kingdom Prospective Diabetes Study Outcomes Model 2 risk equation. A 3-month model cycle length was used in the first year, then annual model cycles were used in line with the original risk engine specifications. Patient characteristics informed event equations and Monte Carlo random sampling was used to assess the occurrence of events within each model cycle. Incidence of hypoglycemic events, drug discontinuation, costs, and health utilities and disutility values were sourced from the literature. RESULTS From a payer perspective, BT-001 plus SoC versus SoC alone was dominant with a gain in quality-adjusted life years (QALYs) of 0.101 and cost savings of $7343 per patient over the lifetime horizon (i.e., more effective and less costly). BT-001 plus SoC was cost-effective at a willingness-to-pay of $100,000 per QALY (incremental net monetary benefit was $17,443). Savings with BT-001 were primarily driven by a reduction in drug acquisition costs. The reduction in hemoglobin A1c with BT-001 was associated with fewer T2D complications. CONCLUSIONS BT-001 plus SoC was estimated to dominate SoC alone over the lifetime horizon from a payer perspective, suggesting that using BT-001 can empower patients to better manage their diabetes with the potential for lifelong advantages.
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Affiliation(s)
| | - Nicole L Guthrie
- Better Therapeutics, 548 Market St, San Francisco, CA, 49404, USA
| | | | - Paul Lupinacci
- Villanova University, 800 Lancaster Ave, Villanova, PA, USA
| | | | - Mark A Berman
- Better Therapeutics, 548 Market St, San Francisco, CA, 49404, USA
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Gellert GA, Rasławska-Socha J, Marcjasz N, Price T, Kuszczyński K, Młodawska A, Jędruch A, Orzechowski PM. How Virtual Triage Can Improve Patient Experience and Satisfaction: A Narrative Review and Look Forward. TELEMEDICINE REPORTS 2023; 4:292-306. [PMID: 37817871 PMCID: PMC10561746 DOI: 10.1089/tmr.2023.0037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 08/21/2023] [Indexed: 10/12/2023]
Abstract
Objective To complete a review of the literature on patient experience and satisfaction as relates to the potential for virtual triage (VT) or symptom checkers to enhance and enable improvements in these important health care delivery objectives. Methods Review and synthesis of the literature on patient experience and satisfaction as informed by emerging evidence, indicating potential for VT to favorably impact these clinical care objectives and outcomes. Results/Conclusions VT enhances potential clinical effectiveness through early detection and referral, can reduce avoidable care delivery due to late clinical presentation, and can divert primary care needs to more clinically appropriate outpatient settings rather than high-acuity emergency departments. Delivery of earlier and faster, more acuity level-appropriate care, as well as patient avoidance of excess care acuity (and associated cost), offer promise as contributors to improved patient experience and satisfaction. The application of digital triage as a front door to health care delivery organizations offers care engagement that can help reduce patient need to visit a medical facility for low-acuity conditions more suitable for self-care, thus avoiding unpleasant queues and reducing microbiological and other patient risks associated with visits to medical facilities. VT also offers an opportunity for providers to make patient health care experiences more personalized.
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Sapanel Y, Tadeo X, Brenna CTA, Remus A, Koerber F, Cloutier LM, Tremblay G, Blasiak A, Hardesty CL, Yoong J, Ho D. Economic Evaluation Associated With Clinical-Grade Mobile App-Based Digital Therapeutic Interventions: Systematic Review. J Med Internet Res 2023; 25:e47094. [PMID: 37526973 PMCID: PMC10427932 DOI: 10.2196/47094] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 06/14/2023] [Accepted: 06/28/2023] [Indexed: 08/02/2023] Open
Abstract
BACKGROUND Digital therapeutics (DTx), a class of software-based clinical interventions, are promising new technologies that can potentially prevent, manage, or treat a spectrum of medical disorders and diseases as well as deliver unprecedented portability for patients and scalability for health care providers. Their adoption and implementation were accelerated by the need for remote care during the COVID-19 pandemic, and awareness about their utility has rapidly grown among providers, payers, and regulators. Despite this, relatively little is known about the capacity of DTx to provide economic value in care. OBJECTIVE This study aimed to systematically review and summarize the published evidence regarding the cost-effectiveness of clinical-grade mobile app-based DTx and explore the factors affecting such evaluations. METHODS A systematic review of economic evaluations of clinical-grade mobile app-based DTx was conducted following the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 guidelines. Major electronic databases, including PubMed, Cochrane Library, and Web of Science, were searched for eligible studies published from inception to October 28, 2022. Two independent reviewers evaluated the eligibility of all the retrieved articles for inclusion in the review. Methodological quality and risk of bias were assessed for each included study. RESULTS A total of 18 studies were included in this review. Of the 18 studies, 7 (39%) were nonrandomized study-based economic evaluations, 6 (33%) were model-based evaluations, and 5 (28%) were randomized clinical trial-based evaluations. The DTx intervention subject to assessment was found to be cost-effective in 12 (67%) studies, cost saving in 5 (28%) studies, and cost-effective in 1 (6%) study in only 1 of the 3 countries where it was being deployed in the final study. Qualitative deficiencies in methodology and substantial potential for bias, including risks of performance bias and selection bias in participant recruitment, were identified in several included studies. CONCLUSIONS This systematic review supports the thesis that DTx interventions offer potential economic benefits. However, DTx economic analyses conducted to date exhibit important methodological shortcomings that must be addressed in future evaluations to reduce the uncertainty surrounding the widespread adoption of DTx interventions. TRIAL REGISTRATION PROSPERO International Prospective Register of Systematic Reviews CRD42022358616; https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42022358616.
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Affiliation(s)
- Yoann Sapanel
- The Institute for Digital Medicine WisDM, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Xavier Tadeo
- The Institute for Digital Medicine WisDM, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- The N.1 Institute for Health, National University of Singapore, Singapore, Singapore
| | - Connor T A Brenna
- Department of Anesthesiology & Pain Medicine, University of Toronto, Toronto, ON, Canada
| | - Alexandria Remus
- The Institute for Digital Medicine WisDM, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- The N.1 Institute for Health, National University of Singapore, Singapore, Singapore
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore, Singapore
- Heat Resilience and Performance Centre, Yong Loo Lin School of Medicine, National University of Singapore , Singapore, Singapore
| | - Florian Koerber
- IU Internationale Hochschule GmbH, Bad Honnef, Germany
- Flying Health GmbH, Berlin, Germany
| | - L Martin Cloutier
- Department of Analytics, Operations, and Information Technologies, University of Quebec at Montreal, Montreal, QC, Canada
| | | | - Agata Blasiak
- The Institute for Digital Medicine WisDM, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- The N.1 Institute for Health, National University of Singapore, Singapore, Singapore
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore, Singapore
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | | | - Joanne Yoong
- Research For Impact, Singapore, Singapore
- Behavioural and Implementation Science Interventions, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Dean Ho
- The Institute for Digital Medicine WisDM, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- The N.1 Institute for Health, National University of Singapore, Singapore, Singapore
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore, Singapore
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
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Tornvall I, Kenny D, Wubishet BL, Russell A, Menon A, Comans T. Economic Evaluations of mHealth Interventions for the Management of Type 2 Diabetes: A Scoping Review. J Diabetes Sci Technol 2023:19322968231183956. [PMID: 37395212 DOI: 10.1177/19322968231183956] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
BACKGROUND There is plenty of evidence supporting the clinical benefits of mHealth interventions for type 2 diabetes, but despite often being promoted as cost-effective or cost-saving, there is still limited research to support such claims. The objective of this review was to summarize and critically analyze the current body of economic evaluation (EE) studies for mHealth interventions for type 2 diabetes. METHODS Using a comprehensive search strategy, five databases were searched for full and partial EE studies for mHealth interventions for type 2 diabetes from January 2007 to March 2022. "mHealth" was defined as any intervention that used a mobile device with cellular technology to collect and/or provide data or information for the management of type 2 diabetes. The CHEERS 2022 checklist was used to appraise the reporting of the full EEs. RESULTS Twelve studies were included in the review; nine full and three partial evaluations. Text messages smartphone applications were the most common mHealth features. The majority of interventions also included a Bluetooth-connected medical device, eg, glucose or blood pressure monitors. All studies reported their intervention to be cost-effective or cost-saving, however, most studies' reporting were of moderate quality with a median CHEERS score of 59%. CONCLUSION The current literature indicates that mHealth interventions for type 2 diabetes can be cost-saving or cost-effective, however, the quality of the reporting can be substantially improved. Heterogeneity makes it difficult to compare study outcomes, and the failure to report on key items leaves insufficient information for decision-makers to consider.
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Affiliation(s)
- Ida Tornvall
- Centre for Health Services Research, The University of Queensland, Brisbane, QLD, Australia
- Centre for Health Services Research, Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
| | - Danelle Kenny
- Centre for Health Services Research, The University of Queensland, Brisbane, QLD, Australia
| | - Befikadu Legesse Wubishet
- Centre for Economic Impacts of Genomic Medicine, Macquarie Business School, Macquarie University, Sydney, NSW, Australia
| | - Anthony Russell
- Centre for Health Services Research, The University of Queensland, Brisbane, QLD, Australia
- Department of Endocrinology, Alfred Health, Melbourne, VIC, Australia
- School of Public and Preventive Health, Monash University, Melbourne, VIC, Australia
| | - Anish Menon
- Centre for Health Services Research, The University of Queensland, Brisbane, QLD, Australia
- Department of Endocrinology, Metro South Health, Brisbane, QLD, Australia
| | - Tracy Comans
- Centre for Health Services Research, The University of Queensland, Brisbane, QLD, Australia
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Phan P, Mitragotri S, Zhao Z. Digital therapeutics in the clinic. Bioeng Transl Med 2023; 8:e10536. [PMID: 37476062 PMCID: PMC10354777 DOI: 10.1002/btm2.10536] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 04/05/2023] [Accepted: 04/12/2023] [Indexed: 07/22/2023] Open
Abstract
Digital therapeutics are emerging as a new form of therapeutic interventions. Unlike conventional therapeutics, digital therapeutics deliver interventions directly to patients using an evidence-based, clinically evaluated software to treat, manage, or prevent diseases. Digital therapeutics manifest in diverse forms such as web-based applications, mobile applications on smart devices, virtual reality, and video games. As its own product category for FDA approval, digital therapeutics can function as stand-alone treatments or in combination with conventional therapeutics to improve adherence and/or efficacy. Here, we review the clinical landscape of digital therapeutics. We summarize FDA-approved products and their clinical use, overview >300 ongoing clinical trials, and discuss challenges for their clinical translation and strategies to overcome the same.
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Affiliation(s)
- Philana Phan
- Department of Pharmaceutical Sciences, College of PharmacyUniversity of Illinois ChicagoChicagoIllinoisUSA
| | - Samir Mitragotri
- John A. Paulson School of Engineering and Applied SciencesHarvard UniversityCambridgeMassachusettsUSA
- Wyss Institute for Biologically Inspired Engineering at Harvard UniversityBostonMassachusettsUSA
| | - Zongmin Zhao
- Department of Pharmaceutical Sciences, College of PharmacyUniversity of Illinois ChicagoChicagoIllinoisUSA
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Verma R, Bhardwaj S, Lathia T, Kalra S, Ranadive R, Tanna S, Padsalge M, Juneja A, Samundra K, Thakkar PB, Jain V, Kini V, Kothari S, Guntur S, Joshi S, Singal A. Personalized glycemic response led digital therapeutics program improves time in range in a period of 14 days. Int J Diabetes Dev Ctries 2023; 43:425-432. [PMID: 35892065 PMCID: PMC9303844 DOI: 10.1007/s13410-022-01111-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Accepted: 06/29/2022] [Indexed: 11/30/2022] Open
Abstract
Background Lifestyle modification is an integral aspect for the management of type 2 diabetes (T2D). However, it is difficult to ensure the accuracy of personalized lifestyle advice. The study aims to analyse the real-world effectiveness of personalized glycemic response based Diabefly-Pro digital therapeutics for better glycemic control. Methods Data from continuous glucose monitoring (CGM) of 64 participants with T2D was analysed. All participants were provided with modified lifestyle plan based on their personalized glycemic response. The CGM data was analysed for a period of 7 days, before and after the introduction of modified lifestyle plan. Primary outcome of the study was change in time in range (TIR). Secondary outcomes of the study were change in mean blood glucose, time above range (TAR), time below range (TBR) and glucose management indicator (GMI). Results Significant improvement in glycemic control was observed after the introduction of personalized lifestyle plan. Median reduction in mean blood glucose was from 139.5 (118.3 to 169.3) mg/dL to 122.0 (101.5 to 148.8) mg/dL (p < 0.0001). TIR and GMI improved from 70.50 (50.75 to 83.50) % to 75.00 (58.25 to 89.00) % (p = 0.0001) and 6.64 (6.13 to 7.35) % to 6.23 (5.74 to 6.86) % (p < 0.0001) respectively. TAR reduced significantly from 17.00 (4.25 to 38.0) % to 6.00 (1.25 to 26.0) % (p < 0.0001). No significant increase in TBR was observed (p = 0.198). Conclusion Personalized glycemic response-based Diabefly-Pro digital therapeutics program was effective in achieving better glycemic control in people with T2D.
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Affiliation(s)
- Ritika Verma
- Fitterfly Healthtech Pvt Ltd, Akshar Blue Chip Corporate Park Turbhe MIDC, Navi Mumbai, 400705 India
| | - Shefali Bhardwaj
- Fitterfly Healthtech Pvt Ltd, Akshar Blue Chip Corporate Park Turbhe MIDC, Navi Mumbai, 400705 India
| | | | - Sanjay Kalra
- Bharti Research Institute of Diabetes & Endocrinology, Haryana, India
| | - Ruchira Ranadive
- Fitterfly Healthtech Pvt Ltd, Akshar Blue Chip Corporate Park Turbhe MIDC, Navi Mumbai, 400705 India
| | | | | | | | | | | | - Vandana Jain
- Advanced Eye Hospital and Institute, Navi Mumbai, India
| | - Vishal Kini
- Care n Cure Speciality Clinic, Navi Mumbai, India
| | | | - Saimala Guntur
- Fitterfly Healthtech Pvt Ltd, Akshar Blue Chip Corporate Park Turbhe MIDC, Navi Mumbai, 400705 India
| | - Shilpa Joshi
- Fitterfly Healthtech Pvt Ltd, Akshar Blue Chip Corporate Park Turbhe MIDC, Navi Mumbai, 400705 India
| | - Arbinder Singal
- Fitterfly Healthtech Pvt Ltd, Akshar Blue Chip Corporate Park Turbhe MIDC, Navi Mumbai, 400705 India
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Mavragani A, Ng N, Theocharaki M, Wennberg P, Sahlen KG. Cost-effectiveness of Digital Tools for Behavior Change Interventions Among People With Chronic Diseases: Systematic Review. Interact J Med Res 2023; 12:e42396. [PMID: 36795470 PMCID: PMC9982716 DOI: 10.2196/42396] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 01/11/2023] [Accepted: 01/12/2023] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Chronic diseases, including cardiovascular diseases, diabetes, chronic obstructive pulmonary disease, and cerebrovascular diseases, contribute to the most significant disease burden worldwide, negatively impacting patients and their family members. People with chronic diseases have common modifiable behavioral risk factors, including smoking, alcohol overconsumption, and unhealthy diets. Digital-based interventions for promoting and sustaining behavioral changes have flourished in recent years, although evidence of the cost-effectiveness of such interventions remains inconclusive. OBJECTIVE In this study, we aimed to investigate the cost-effectiveness of digital health interventions for behavioral changes among people with chronic diseases. METHODS This systematic review evaluated published studies focused on the economic evaluation of digital tools for behavioral change among adults with chronic diseases. We followed the Population, Intervention, Comparator, and Outcomes framework to retrieve relevant publications from 4 databases: PubMed, CINAHL, Scopus, and Web of Science. We used the Joanna Briggs Institute's criteria for economic evaluation and randomized controlled trials to assess the risk of bias in the studies. Two researchers independently screened, assessed the quality, and extracted data from the studies selected for the review. RESULTS In total, 20 studies published between 2003 and 2021 fulfilled our inclusion criteria. All the studies were conducted in high-income countries. These studies used telephones, SMS text messaging, mobile health apps, and websites as digital tools for behavior change communication. Most digital tools for interventions focused on diet and nutrition (17/20, 85%) and physical activity (16/20, 80%), and a few focused on smoking and tobacco control (8/20, 40%), alcohol reduction (6/20, 30%), and reduction of salt intake (3/20, 15%). Most studies (17/20, 85%) used the health care payer perspective for economic analysis, and only 15% (3/20) used the societal perspective. Only 45% (9/20) of studies conducted a full economic evaluation. Most studies (7/20, 35%) based on full economic evaluation and 30% (6/20) of studies based on partial economic evaluation found digital health interventions to be cost-effective and cost-saving. Most studies had short follow-ups and failed to include proper indicators for economic evaluation, such as quality-adjusted life-years, disability-adjusted life-years, lack of discounting, and sensitivity analysis. CONCLUSIONS Digital health interventions for behavioral change among people with chronic diseases are cost-effective in high-income settings and can therefore be scaled up. Similar evidence from low- and middle-income countries based on properly designed studies for cost-effectiveness evaluation is urgently required. A full economic evaluation is needed to provide robust evidence for the cost-effectiveness of digital health interventions and their potential for scaling up in a wider population. Future studies should follow the National Institute for Health and Clinical Excellence recommendations to take a societal perspective, apply discounting, address parameter uncertainty, and apply a lifelong time horizon.
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Affiliation(s)
| | - Nawi Ng
- Department of Epidemiology and Global Health, Faculty of Medicine, Umeå University, Umeå, Sweden.,School of Public Health and Community Medicine, Institution of Medicine, University of Gothenburg, Göteborg, Sweden
| | - Margarita Theocharaki
- School of Public Health and Community Medicine, Institution of Medicine, University of Gothenburg, Göteborg, Sweden
| | - Patrik Wennberg
- Department of Public Health and Clinical Medicine, Family Medicine, Umeå University, Umeå, Sweden
| | - Klas-Göran Sahlen
- Department of Epidemiology and Global Health, Faculty of Medicine, Umeå University, Umeå, Sweden
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10
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Caillat M, Degott J, Wuerzner A, Proençain M, Bonnier G, Knebel JF, Stoll C, Christen U, Durgnat V, Hofmann G, Burnier M, Wuerzner G, Schoettker P. Accuracy of blood pressure measurement across BMI categories using the OptiBP™ mobile application. Blood Press 2022; 31:288-296. [PMID: 36266938 DOI: 10.1080/08037051.2022.2132214] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
PURPOSE Obesity is a clear risk factor for hypertension. Blood pressure (BP) measurement in obese patients may be biased by cuff size and upper arm shape which may affect the accuracy of measurements. This study aimed to assess the accuracy of the OptiBP smartphone application for three different body mass index (BMI) categories (normal, overweight and obese). MATERIALS AND METHODS Participants with a wide range of BP and BMI were recruited at Lausanne University Hospital's hypertension clinic in Switzerland. OptiBP estimated BP by recording an optical signal reflecting light from the participants' fingertips into a smartphone camera. Age, sex and BP distribution were collected to fulfil the AAMI/ESH/ISO universal standards. Both auscultatory BP references and OptiBP BP were measured and compared using the simultaneous opposite arms method, as described in the 81060-2:2018 ISO norm. Subgroup analyses were performed for each BMI category. RESULTS We analyzed 414 recordings from 95 patients: 34 were overweight and 15 were obese. The OptiBP application had a performance acceptance rate of 82%. The mean and standard deviation (SD) differences between the optical BP estimations and the auscultatory reference rates (criterion 1) were respected in all subgroups: SBP mean value was 2.08 (SD 7.58); 1.32 (6.44); -2.29 (5.62) respectively in obese, overweight and normal weight subgroup. For criterion 2, which investigates the precision errors on an individual level, the threshold for systolic BP in the obese group was slightly above the requirement for this criterion. CONCLUSION This study demonstrated that the OptiBP application is easily applicable to overweight and obese participants. Differences between the reference measure and the OptiBP estimation were within ISO limits (criterion 1). In obese participants, the SD of mean error was outside criterion 2 limits. Whether auscultatory measurement, due to arm morphology or the OptiBP is associated with increasing bias in obese still needs to be studied.
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Affiliation(s)
- Mary Caillat
- Service of Anesthesiology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Jean Degott
- Service of Anesthesiology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Arlene Wuerzner
- Service of Nephrology and Hypertension, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Martin Proençain
- Swiss Center for Electronics and Microtechnology (CSEM), Neuchâtel, Switzerland
| | - Guillaume Bonnier
- Swiss Center for Electronics and Microtechnology (CSEM), Neuchâtel, Switzerland
| | | | | | | | - Virginie Durgnat
- Service of Nephrology and Hypertension, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Gregory Hofmann
- Service of Anesthesiology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Michel Burnier
- Service of Nephrology and Hypertension, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Grégoire Wuerzner
- Service of Nephrology and Hypertension, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Patrick Schoettker
- Service of Anesthesiology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
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11
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Zhang X, Luo Z, Yang M, Huang W, Yu P. Efficacy and safety of digital therapeutics-based cardiac rehabilitation in heart failure patients: a systematic review. ESC Heart Fail 2022; 9:3751-3760. [PMID: 36085358 PMCID: PMC9773765 DOI: 10.1002/ehf2.14145] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 08/08/2022] [Accepted: 08/29/2022] [Indexed: 01/19/2023] Open
Abstract
During the coronavirus disease 2019 (COVID-19) pandemic, it has become difficult to provide centre-based cardiac rehabilitation for heart failure patients. Digital therapeutics is a novel concept proposed in recent years that refers to the use of evidence-based therapeutic interventions driven by high-quality software programs to treat, manage, or prevent a medical condition. However, little is known about the use of this technology in heart failure patients. This study aims to explore the safety and efficacy of digital therapeutics-based cardiac rehabilitation in heart failure patients and to provide new insights into a new cardiac rehabilitation model during the COVID-19 era. To identify technologies related to digital therapeutics, such as the use of medical applications, wearable devices, and the Internet, all relevant studies published on PubMed, EMBASE, Cochrane database, and China National Knowledge Internet were searched from the time the database was established until October 2021. The PEDro was used to assess the quality of included studies. We ultimately identified five studies, which included 1119 patients. The mean age was 66.37, the mean BMI was 25.9, and the NYHA classification ranged from I to III (I = 232, II = 157, III = 209). The mean 6-min walk distance was 397.7 m. The PEDro scores included in the study ranged from 4 to 8, with a mean of 5.8. Exercise training was performed in four studies, and psychological interventions were conducted in three studies. No death or serious adverse events were observed. Adherence was reported in three studies, and all exceeded 85%. The results of most studies showed that digital therapeutics-based cardiac rehabilitation significantly increases exercise capacity and quality of life in heart failure patients. Overall, although this study suggests that digital therapeutics-based cardiac rehabilitation may be a viable intervention for heart failure patients during the COVID-19 era, the efficacy of this new model in routine clinical practice needs to be further validated in a large clinical trial.
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Affiliation(s)
- Xiu Zhang
- Rehabilitation Medicine CenterWest China Hospital, Sichuan UniversityChengduSichuan ProvinceChina
| | - Zeruxin Luo
- Rehabilitation Medicine CenterWest China Hospital, Sichuan UniversityChengduSichuan ProvinceChina
| | - Mengxuan Yang
- Rehabilitation Medicine CenterWest China Hospital, Sichuan UniversityChengduSichuan ProvinceChina
| | - Wei Huang
- Rehabilitation Medicine CenterWest China Hospital, Sichuan UniversityChengduSichuan ProvinceChina
| | - Pengming Yu
- Rehabilitation Medicine CenterWest China Hospital, Sichuan UniversityChengduSichuan ProvinceChina
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12
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New wave of digital hypertension management for clinical applications. Hypertens Res 2022; 45:1549-1551. [PMID: 35859024 DOI: 10.1038/s41440-022-00977-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 05/31/2022] [Accepted: 06/05/2022] [Indexed: 11/08/2022]
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13
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Huh KY, Oh J, Lee S, Yu KS. Clinical Evaluation of Digital Therapeutics: Present and Future. Healthc Inform Res 2022; 28:188-197. [PMID: 35982593 PMCID: PMC9388922 DOI: 10.4258/hir.2022.28.3.188] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 07/14/2022] [Indexed: 12/02/2022] Open
Abstract
Objectives Digital therapeutics (DTx) are software-based therapeutic interventions based on clinical evidence. Randomized clinical trials (RCTs) are often the source of clinical evidence, similar to conventional drugs or medical devices. However, novel approaches such as the use of real-world data or digital biomarkers are also utilized. This article aimed to review how DTx products have been clinically evaluated. Methods DTx products approved by the US Food and Drug Administration as of 2020 were reviewed and products with sufficient published information were selected. Pivotal clinical trials were analyzed according to the elements of the Consolidated Standards of Reporting Trials (CONSORT) guideline. Case reviews were presented for other clinical evaluation strategies, considering the small number of publications. Results Most approved DTx products used RCTs for clinical evaluations. Similar to conventional RCTs, parallel-group designs with statistical hypothesis testing were adopted. However, DTx trials were often not blinded due to practical issues and involved various comparator groups. In addition, DTx products could be readily evaluated in home-based settings and delivered through the internet. Other evaluation approaches included retrospective analyses using insurance claims data or usage data, which enabled long-term evaluations of effectiveness. Digital biomarkers obtained from real-time and continuous log data were also used to improve the objectiveness of endpoints. Conclusions RCTs accounted for the majority of DTx evaluations. The designs of DTx trials were comparable to those of drug or device trials, but blinding and comparator elements were often different. Furthermore, the use of real-world data and digital biomarkers are also being tried.
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Affiliation(s)
- Ki Young Huh
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, Korea
| | - Jaeseong Oh
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, Korea
| | - SeungHwan Lee
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, Korea
| | - Kyung-Sang Yu
- Department of Clinical Pharmacology and Therapeutics, Seoul National University College of Medicine and Hospital, Seoul, Korea
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14
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Ben-Assuli O. Measuring the cost-effectiveness of using telehealth for diabetes management: A narrative review of methods and findings. Int J Med Inform 2022; 163:104764. [DOI: 10.1016/j.ijmedinf.2022.104764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 04/07/2022] [Accepted: 04/10/2022] [Indexed: 10/18/2022]
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15
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Cost-effectiveness of digital therapeutics for essential hypertension. Hypertens Res 2022; 45:1538-1548. [PMID: 35726085 PMCID: PMC9474296 DOI: 10.1038/s41440-022-00952-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 04/19/2022] [Accepted: 04/26/2022] [Indexed: 11/08/2022]
Abstract
Hypertension increases the risk of cardiovascular and other diseases. Lifestyle modification is a significant component of nonpharmacological treatments for hypertension. We previously reported the clinical efficacy of digital therapeutics (DTx) in the HERB-DH1 trial. However, there is still a lack of cost-effectiveness assessments evaluating the impact of prescription DTx. This study aimed to analyze the cost-effectiveness of using prescription DTx in treating hypertension. We developed a monthly cycle Markov model and conducted Monte Carlo simulations using the HERB-DH1 trial data to investigate quality-adjusted life-years (QALYs) and the cost of DTx for hypertension plus guideline-based lifestyle modification consultation treatment as usual (TAU), comparing DTx + TAU and TAU-only groups with a lifetime horizon. The model inputs were obtained from the HERB-DH1 trial, published or publicly available data, and expert assumptions. The incremental cost-effectiveness ratio (ICER) per QALY was used as the benchmark for cost-effectiveness. We performed probabilistic sensitivity analyses (PSAs) using the Monte Carlo simulation with two million sets. The DTx + TAU strategy produced 18.778 QALYs and was associated with ¥3,924,075 ($34,122) expected costs, compared with 18.686 QALYs and ¥3,813,358 ($33,160) generated by the TAU-only strategy over a lifetime horizon, resulting in an ICER of ¥1,199,880 ($10,434)/QALY gained for DTx + TAU. The monthly cost and attrition rate of DTx for hypertension have a significant impact on ICERs. In the PSA, the probability of the DTx arm being a cost-effective option was 87.8% at a threshold value of ¥5 million ($43,478)/QALY gained. In conclusion, the DTx + TAU strategy was more cost-effective than the TAU-only strategy.
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16
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Dwibedi C, Mellergård E, Gyllensten AC, Nilsson K, Axelsson AS, Bäckman M, Sahlgren M, Friend SH, Persson S, Franzén S, Abrahamsson B, Carlsson KS, Rosengren AH. Effect of self-managed lifestyle treatment on glycemic control in patients with type 2 diabetes. NPJ Digit Med 2022; 5:60. [PMID: 35545657 PMCID: PMC9095642 DOI: 10.1038/s41746-022-00606-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Accepted: 04/18/2022] [Indexed: 12/22/2022] Open
Abstract
The lack of effective, scalable solutions for lifestyle treatment is a global clinical problem, causing severe morbidity and mortality. We developed a method for lifestyle treatment that promotes self-reflection and iterative behavioral change, provided as a digital tool, and evaluated its effect in 370 patients with type 2 diabetes (ClinicalTrials.gov identifier: NCT04691973). Users of the tool had reduced blood glucose, both compared with randomized and matched controls (involving 158 and 204 users, respectively), as well as improved systolic blood pressure, body weight and insulin resistance. The improvement was sustained during the entire follow-up (average 730 days). A pathophysiological subgroup of obese insulin-resistant individuals had a pronounced glycemic response, enabling identification of those who would benefit in particular from lifestyle treatment. Natural language processing showed that the metabolic improvement was coupled with the self-reflective element of the tool. The treatment is cost-saving because of improved risk factor control for cardiovascular complications. The findings open an avenue for self-managed lifestyle treatment with long-term metabolic efficacy that is cost-saving and can reach large numbers of people.
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Affiliation(s)
- Chinmay Dwibedi
- Department of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
| | | | | | | | - Annika S Axelsson
- Department of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
| | | | | | - Stephen H Friend
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
| | - Sofie Persson
- Swedish Institute for Health Economics, Lund, Sweden
| | - Stefan Franzén
- RegisterCentrum Västra Götaland, Göteborg, Sweden.,Health Metrics, Department of Public Health and Community Medicine, University of Gothenburg, Gothenburg, Sweden
| | - Birgitta Abrahamsson
- Department of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
| | | | - Anders H Rosengren
- Department of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden. .,Faculty of Medicine, Lund University, Lund, Sweden.
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17
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Chua V, Koh JH, Koh CHG, Tyagi S. The Willingness to Pay for Telemedicine Among Patients With Chronic Diseases: Systematic Review. J Med Internet Res 2022; 24:e33372. [PMID: 35416779 PMCID: PMC9047785 DOI: 10.2196/33372] [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: 09/04/2021] [Revised: 11/16/2021] [Accepted: 01/18/2022] [Indexed: 11/19/2022] Open
Abstract
Background Telemedicine is increasingly being leveraged, as the need for remote access to health care has been driven by the rising chronic disease incidence and the COVID-19 pandemic. It is also important to understand patients’ willingness to pay (WTP) for telemedicine and the factors contributing toward it, as this knowledge may inform health policy planning processes, such as resource allocation or the development of a pricing strategy for telemedicine services. Currently, most of the published literature is focused on cost-effectiveness analysis findings, which guide health care financing from the health system’s perspective. However, there is limited exploration of the WTP from a patient’s perspective, despite it being pertinent to the sustainability of telemedicine interventions. Objective To address this gap in research, this study aims to conduct a systematic review to describe the WTP for telemedicine interventions and to identify the factors influencing WTP among patients with chronic diseases in high-income settings. Methods We systematically searched 4 databases (PubMed, PsycINFO, Embase, and EconLit). A total of 2 authors were involved in the appraisal. Studies were included if they reported the WTP amounts or identified the factors associated with patients’ WTP, involved patients aged ≥18 years who were diagnosed with chronic diseases, and were from high-income settings. Results A total of 11 studies from 7 countries met this study’s inclusion criteria. The proportion of people willing to pay for telemedicine ranged from 19% to 70% across the studies, whereas the values for WTP amounts ranged from US $0.89 to US $821.25. We found a statistically significant correlation of age and distance to a preferred health facility with the WTP for telemedicine. Higher age was associated with a lower WTP, whereas longer travel distance was associated with a higher WTP. Conclusions On the basis of our findings, the following are recommendations that may enhance the WTP: exposure to the telemedicine intervention before assessing the WTP, the lowering of telemedicine costs, and the provision of patient education to raise awareness on telemedicine’s benefits and address patients’ concerns. In addition, we recommend that future research be directed at standardizing the reporting of WTP studies with the adoption of a common metric for WTP amounts, which may facilitate the generalization of findings and effect estimates.
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Affiliation(s)
- Valerie Chua
- Office of Healthcare Transformation, Ministry of Health, Singapore, Singapore
| | - Jin Hean Koh
- Office of Healthcare Transformation, Ministry of Health, Singapore, Singapore
| | | | - Shilpa Tyagi
- Office of Healthcare Transformation, Ministry of Health, Singapore, Singapore
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18
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Woo JH, Kim EC, Kim SM. The Current Status of Breakthrough Devices Designation in the United States and Innovative Medical Devices Designation in Korea for Digital Health Software. Expert Rev Med Devices 2022; 19:213-228. [PMID: 35255755 DOI: 10.1080/17434440.2022.2051479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Artificial Intelligence (AI) is becoming increasingly utilized in the medical device industry as it can address unmet demands in clinical sites and provide more patient treatment options. This study aims to analyze the FDA's Breakthrough Device Program and MFDS' Innovative Medical Device Program, which support regulatory science for innovative medical devices today. Through this study, it is intended to enable prediction of current development trends of Software as a Medical Device (SaMD) and Digital Therapeutics (DTx), which combine AI and technologies to be used in the clinical field soon. AREAS COVERED A systematic search was conducted on the broad topics of "FDA and MFDS Program's SaMD, DTx". A parallel review and update of PubMed, and the official websites were conducted to investigate the regulator's databases, review official press releases of regulatory agencies, and provide detailed descriptions of researchers. EXPERT OPINION The efforts of related stakeholders are needed to expand AI technology to diagnosis, prevention, and treatment technologies for diseases that are difficult to diagnose early or are classified as clinical challenges. It is important to prepare regulatory policies suitable for the rapid pace of technological development and to create an environment where regulatory science can be realized by developers.
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Affiliation(s)
- Jae Hyun Woo
- Research Institute for Commercialization of Biomedical Convergence Technology, Seoul, Republic of Korea.,Medical Device Industry Program in Graduate School, Dongguk University, Seoul, Republic of Korea.,National Institute of Medical Device Safety Information, Seoul, Republic of Korea.,Department of Medical Biotechnology, Dongguk University-Seoul, Seoul, Korea
| | - Eun Cheol Kim
- Research Institute for Commercialization of Biomedical Convergence Technology, Seoul, Republic of Korea.,Medical Device Industry Program in Graduate School, Dongguk University, Seoul, Republic of Korea.,National Institute of Medical Device Safety Information, Seoul, Republic of Korea.,Department of Medical Biotechnology, Dongguk University-Seoul, Seoul, Korea
| | - Sung Min Kim
- Research Institute for Commercialization of Biomedical Convergence Technology, Seoul, Republic of Korea.,Medical Device Industry Program in Graduate School, Dongguk University, Seoul, Republic of Korea.,National Institute of Medical Device Safety Information, Seoul, Republic of Korea.,Department of Medical Biotechnology, Dongguk University-Seoul, Seoul, Korea
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19
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Dwibedi C, Abrahamsson B, Rosengren AH. Effect of Digital Lifestyle Management on Metabolic Control and Quality of Life in Patients with Well-Controlled Type 2 Diabetes. Diabetes Ther 2022; 13:423-439. [PMID: 35150403 PMCID: PMC8934806 DOI: 10.1007/s13300-022-01214-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Accepted: 01/27/2022] [Indexed: 11/03/2022] Open
Abstract
INTRODUCTION The lack of effective, scalable solutions for lifestyle treatment is a global clinical problem, causing severe morbidity and mortality. Digital tools could enable broad utility, but long-term metabolic outcomes and the influence on quality of life are unclear. METHODS We developed a new method for lifestyle treatment that promotes self-reflection and iterative behavioural change, provided as a digital tool, and evaluated its effect on glycaemic control in patients with type 2 diabetes with HbA1c below 52 mmol/mol (n = 297). As a secondary analysis, its effect on quality of life (using SF-12) was examined in both participants with and without diabetes (total n = 1914). The tool was evaluated during a 12-week randomization period to assess the existence of effect, with a subsequent open-label follow-up to study long-term outcomes. RESULTS Participants were randomized to wait or access the intervention tool. The mean difference in HbA1c was 2 mmol/mol (95% CI - 4 to 0; P = 0.02) after 12 weeks in participants with type 2 diabetes. The groups were then merged to enable all participants to use the tool. The mean HbA1c reduction from baseline in patients with type 2 diabetes using the tool was 2 mmol/mol compared with matched controls (95% CI - 3 to 0; P = 0.005). In users with HbA1c above 45 mmol/mol, the mean difference between the groups was 4 mmol/mol (95% CI - 7 to - 2). The improvements were sustained during the follow-up of 1 year on average. Users of the tool also had improved quality of life from baseline to 6 months, mainly observed in non-diabetic participants. CONCLUSION The tool does not require in-person reinforcement or increased healthcare resources, and the marginal cost is fundamentally lower than pharmacological treatment and most existing lifestyle interventions. The results therefore open a new means for self-managed lifestyle treatment with long-term metabolic efficacy that can benefit large numbers of people. TRIAL REGISTRATION ClinicalTrials.gov NCT04624321 and NCT05006508.
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Affiliation(s)
- Chinmay Dwibedi
- Department of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Medicinaregatan 11, 40530, Gothenburg, Sweden
- Wallenberg Centre for Molecular and Translational Medicine, University of Gothenburg, Gothenburg, Sweden
| | - Birgitta Abrahamsson
- Department of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Medicinaregatan 11, 40530, Gothenburg, Sweden
- Wallenberg Centre for Molecular and Translational Medicine, University of Gothenburg, Gothenburg, Sweden
| | - Anders H Rosengren
- Department of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Medicinaregatan 11, 40530, Gothenburg, Sweden.
- Wallenberg Centre for Molecular and Translational Medicine, University of Gothenburg, Gothenburg, Sweden.
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20
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AIM in Endocrinology. Artif Intell Med 2022. [DOI: 10.1007/978-3-030-64573-1_328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2022]
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21
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Bulaj G, Clark J, Ebrahimi M, Bald E. From Precision Metapharmacology to Patient Empowerment: Delivery of Self-Care Practices for Epilepsy, Pain, Depression and Cancer Using Digital Health Technologies. Front Pharmacol 2021; 12:612602. [PMID: 33972825 PMCID: PMC8105510 DOI: 10.3389/fphar.2021.612602] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 02/22/2021] [Indexed: 12/15/2022] Open
Abstract
To improve long-term outcomes of therapies for chronic diseases, health promotion and lifestyle modifications are the most promising and sustainable strategies. In addition, advances in digital technologies provide new opportunities to address limitations of drug-based treatments, such as medication non-adherence, adverse effects, toxicity, drug resistance, drug shortages, affordability, and accessibility. Pharmaceutical drugs and biologics can be combined with digital health technologies, including mobile medical apps (digital therapeutics), which offer additional clinical benefits and cost-effectiveness. Promises of drug+digital combination therapies are recognized by pharmaceutical and digital health companies, opening opportunities for integrating pharmacotherapies with non-pharmacological interventions (metapharmacology). Herein we present unique features of digital health technologies which can deliver personalized self-care modalities such as breathing exercises, mindfulness meditation, yoga, physical activity, adequate sleep, listening to preferred music, forgiveness and gratitude. Clinical studies reveal how aforementioned complimentary practices may support treatments of epilepsy, chronic pain, depression, cancer, and other chronic diseases. This article also describes how digital therapies delivering “medicinal” self-care and other non-pharmacological interventions can also be personalized by accounting for: 1) genetic risks for comorbidities, 2) adverse childhood experiences, 3) increased risks for viral infections such as seasonal influenza, or COVID-19, and 4) just-in-time stressful and traumatic circumstances. Development and implementation of personalized pharmacological-behavioral combination therapies (precision metapharmacology) require aligning priorities of key stakeholders including patients, research communities, healthcare industry, regulatory and funding agencies. In conclusion, digital technologies enable integration of pharmacotherapies with self-care, lifestyle interventions and patient empowerment, while concurrently advancing patient-centered care, integrative medicine and digital health ecosystems.
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Affiliation(s)
- Grzegorz Bulaj
- Department of Medicinal Chemistry, Skaggs Pharmacy Institute, University of Utah, Salt Lake City, UT, United States
| | - Jacqueline Clark
- College of Pharmacy, University of Utah, Salt Lake City, UT, United States
| | - Maryam Ebrahimi
- College of Pharmacy, University of Utah, Salt Lake City, UT, United States
| | - Elizabeth Bald
- Department of Pharmacotherapy, Skaggs Pharmacy Institute, University of Utah, Salt Lake City, UT, United States
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22
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Hong N, Park Y, You SC, Rhee Y. AIM in Endocrinology. Artif Intell Med 2021. [DOI: 10.1007/978-3-030-58080-3_328-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2022]
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23
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Padwal R, Wood PW. Digital Health Approaches for the Assessment and Optimisation of Hypertension Care Provision. Can J Cardiol 2020; 37:711-721. [PMID: 33340672 DOI: 10.1016/j.cjca.2020.12.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Revised: 11/19/2020] [Accepted: 12/10/2020] [Indexed: 12/20/2022] Open
Abstract
Although many aspects of our lives have been transformed by digital innovation, widespread adoption of digital health advancements within the health care sector in general, and for hypertension care specifically, has been limited. However, it is likely that, over the next decade, material increases in the uptake of digital health innovations for hypertension care delivery will be seen. In this narrative review, we summarise those innovations thought to have the greatest chance for impact in the next decade. These include provision of virtual care combined with home blood pressure (BP) telemonitoring, use of digital registries and protocolised care, leveraging continuous BP measurement to collect vast amounts of individual and population-based BP data, and adoption of digital therapeutics to provide low-cost scalable interventions for patients with or at risk for hypertension. Of these, home BP telemonitoring is likely the most ready for implementation, but it needs to be done in a way that enables efficient guideline-concordant care in a cost-effective manner. In addition, efforts must be focused on implementing digital health solutions in a manner that addresses the major challenges to digital adoption. This entails ensuring that innovations are accessible, usable, secure, validated, evidence based, cost-effective, and integrated into the electronic systems that are already used by patients or providers. Increasing the use of broader digital innovations such as artificial/augmented intelligence, data analytics, and interactive voice response is also critically important. The digital revolution holds substantial promise, but success will depend on the ability of collaborative stakeholders to adopt and implement innovative, usable solutions.
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Affiliation(s)
- Raj Padwal
- Department of Medicine, University of Alberta, Edmonton, Alberta, Canada.
| | - Peter W Wood
- Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
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24
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Kim HS. Apprehensions about Excessive Belief in Digital Therapeutics: Points of Concern Excluding Merits. J Korean Med Sci 2020; 35:e373. [PMID: 33230984 PMCID: PMC7683239 DOI: 10.3346/jkms.2020.35.e373] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 09/08/2020] [Indexed: 12/26/2022] Open
Abstract
Digital therapeutics (DTx), like drugs or medical devices, 1) must prove their effectiveness and safety through clinical trials; 2) are provided to patients through prescriptions from doctors; and 3) may require the approval of regulatory agencies, though this might not be mandatory. Although DTx will play an important role in the medical field in the near future, some merits of DTx have been exaggerated at this crucial juncture. In the medical field, where safety and effectiveness are important, merely reducing the development time and costs of DTx is not advantageous. The adverse effects of DTx are not yet well-known, and will be identified eventually, with the passage of time. DTx is beneficial for the collection and analysis of real-world data (RWD); however, they require new and distinct work to collect and analyze high-quality RWD. Naturally, whether this is possible must be independently ascertained through scientific methods. Depending on the type of disease, it is not recommended that DTx be prescribed, even if the patient rejects conventional treatment. Prescription of conventional pharmacotherapy is often necessary, and if the prescription of DTx is inadequate, the critical time for initial treatment may be missed. There is no basis for continuing DTx use by patients. Rather, the rate of continuity of DTx use is extremely low. While many conventional pharmacotherapies have undergone numerous verification and safety tests over a long time, barriers to the application of DTx in the medical field are lower than those for conventional pharmacotherapies. Considering these reasons, except for certain special cases, an approach to DTx is needed that complements the prescription of conventional pharmacotherapy by the medical staff. When DTx are prescribed by doctors who clearly know their advantages and disadvantages, the doctors' expertise may undergo further refinement, and the quality of medical care is expected to improve.
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Affiliation(s)
- Hun Sung Kim
- Department of Medical Informatics, College of Medicine, The Catholic University of Korea, Seoul, Korea
- Department of Endocrinology and Metabolism, College of Medicine, The Catholic University of Korea, Seoul, Korea.
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25
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Wechkunanukul K, Parajuli DR, Hamiduzzaman M. Utilising digital health to improve medication-related quality of care for hypertensive patients: An integrative literature review. World J Clin Cases 2020; 8:2266-2279. [PMID: 32548157 PMCID: PMC7281038 DOI: 10.12998/wjcc.v8.i11.2266] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Revised: 04/01/2020] [Accepted: 05/27/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Hypertension or high blood pressure is considered as a significant contributor and risk factor to many serious conditions, approximately 1.13 billion people have hypertension globally. However, the integrated technologies can upscale health provisions and improve the effectiveness of the healthcare system. WHO has recommended that the digital health interventions (DHIs) and the Health System Challenges should be used in tandem in addressing health.
AIM To summarise the outcomes from a range of research which investigated the use of DHI to improve the medication-related quality of care (MRQOC) for hypertensive patients.
METHODS An integrative literature review was undertaken in October 2019 using the Medline, Cumulative Index of Nursing and Allied Health Literature, and Scopus databases for publications in English with no date limit.
RESULTS In total, 18433 participants were included in this review from 28 studies meeting the eligibility criteria. There were 19 DHI identified within eight countries: Australia, Canada, India, South Korea, Lebanon, Pakistan, the United Kingdom, and the United States of America. The DHI were provided as community-based, clinical-based and home-based program through mobile phone, mobile health system, short message service, and telehealth, digital medicine, and online healthcare (web-based). The mean age of participants was 59 ranging from 42 to 81 years with an average mean systolic blood pressure of 143.3 mmHg at baseline, ranging from 129.0 mmHg to 159.0 mmHg. The proportion of male participants ranged from 13.9% to 92.0%. Eighteen interventions showed evidence of reduction in blood pressure and improvement of self-management in relation to medication adherence and blood pressure control. The reduction of systolic blood pressure ranged between 1.9 mmHg and 26.0 mmHg, with a mean of 10.8 mmHg. The digital health was found positively associated with the MRQOC for hypertensive patients such as improvement in medication adherence and medication management; better blood pressure control; maintaining follow-ups appointment and self-management; increasing access to healthcare particularly among patients living in rural area; and reducing adverse events. However, some interventions found no significant effect on hypertensive care. The follow up duration varied between 2 mo and 18 mo with an average attrition rate of 10.1%, ranging from 0.0% to 17.4%.
CONCLUSION Utilising digital health innovation for hypertensive care in different settings with tailored interventions positively impacted on MRQOC leading to an improvement of patient outcomes and their quality of life. Nevertheless, inconclusive findings were found in some interventions, and inconsistent outcomes between DHI were noted. A future research and evidence-based DHI for hypertension or chronic diseases should be developed through the evidence-to-decision framework and guidelines.
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Affiliation(s)
- Kannikar Wechkunanukul
- College of Nursing and Health Sciences, Flinders University, Bedford Park 5042, Australia
| | - Daya Ram Parajuli
- Flinders University Rural Health SA, College of Medicine and Public Health, Flinders University, Renmark 5341, Australia
| | - Mohammad Hamiduzzaman
- Flinders University Rural Health SA, College of Medicine and Public Health, Flinders University, Renmark 5341, Australia
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Wolff J, Pauling J, Keck A, Baumbach J. The Economic Impact of Artificial Intelligence in Health Care: Systematic Review. J Med Internet Res 2020; 22:e16866. [PMID: 32130134 PMCID: PMC7059082 DOI: 10.2196/16866] [Citation(s) in RCA: 89] [Impact Index Per Article: 22.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Revised: 12/18/2019] [Accepted: 12/19/2019] [Indexed: 01/20/2023] Open
Abstract
Background Positive economic impact is a key decision factor in making the case for or against investing in an artificial intelligence (AI) solution in the health care industry. It is most relevant for the care provider and insurer as well as for the pharmaceutical and medical technology sectors. Although the broad economic impact of digital health solutions in general has been assessed many times in literature and the benefit for patients and society has also been analyzed, the specific economic impact of AI in health care has been addressed only sporadically. Objective This study aimed to systematically review and summarize the cost-effectiveness studies dedicated to AI in health care and to assess whether they meet the established quality criteria. Methods In a first step, the quality criteria for economic impact studies were defined based on the established and adapted criteria schemes for cost impact assessments. In a second step, a systematic literature review based on qualitative and quantitative inclusion and exclusion criteria was conducted to identify relevant publications for an in-depth analysis of the economic impact assessment. In a final step, the quality of the identified economic impact studies was evaluated based on the defined quality criteria for cost-effectiveness studies. Results Very few publications have thoroughly addressed the economic impact assessment, and the economic assessment quality of the reviewed publications on AI shows severe methodological deficits. Only 6 out of 66 publications could be included in the second step of the analysis based on the inclusion criteria. Out of these 6 studies, none comprised a methodologically complete cost impact analysis. There are two areas for improvement in future studies. First, the initial investment and operational costs for the AI infrastructure and service need to be included. Second, alternatives to achieve similar impact must be evaluated to provide a comprehensive comparison. Conclusions This systematic literature analysis proved that the existing impact assessments show methodological deficits and that upcoming evaluations require more comprehensive economic analyses to enable economic decisions for or against implementing AI technology in health care.
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Affiliation(s)
- Justus Wolff
- TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany.,Strategy Institute for Digital Health, Hamburg, Germany
| | - Josch Pauling
- TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany
| | - Andreas Keck
- Strategy Institute for Digital Health, Hamburg, Germany
| | - Jan Baumbach
- TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany
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