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Jiang N, Yu X, Yang Y, Li G, He C, Wang MP, Tham YC, Wong TY, Rao K. Digital Therapeutics in China: Comprehensive Review. J Med Internet Res 2025; 27:e70955. [PMID: 40424619 DOI: 10.2196/70955] [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: 01/09/2025] [Revised: 03/11/2025] [Accepted: 04/13/2025] [Indexed: 05/29/2025] Open
Abstract
BACKGROUND Digital therapeutics (DTx) are software-driven interventions that provide personalized, evidence-based treatments for various medical conditions. China's rapid technological adoption, large population, and supportive government policies position it as a potential global leader in DTx. However, challenges remain in clinical trial standardization, regulatory approval, product development, and reimbursement models. A comprehensive assessment of clinical evidence, commercialization trends, and regulatory frameworks is essential for understanding China's evolving DTx ecosystem and its global implications. OBJECTIVE This study systematically reviews and analyzes the DTx landscape in China, focusing on clinical trials, commercial products, regulatory frameworks, and pricing and reimbursement models. The findings provide insights for countries aiming to develop, regulate, and integrate DTx solutions into health care systems. METHODS This comprehensive review integrates multiple methodological approaches to examine different aspects of the DTx ecosystem in China. We conducted a systematic review and meta-analysis to evaluate clinical trials, searching PubMed, Google Scholar, IEEE, Web of Science, and ScienceDirect until July 2024. Meta-analyses used random-effects models, reporting results as standardized mean differences (SMDs) and 95% CIs. For commercial products, a scoping review using the National Medical Products Administration database was performed. Regulatory policies were systematically identified through a manual review of official government sources, while pricing and reimbursement models were analyzed through a comprehensive assessment of public and private insurance policies, government initiatives, and commercial pathways. RESULTS : A total of 96 clinical trials on DTx in China were identified, with cognitive disorders (n=21, 22%) and diabetes (n=20, 21%) being the most frequently studied, followed by cardiovascular diseases (n=8, 8%), sleeping disorders (n=6, 6%), and smoking cessation (n=6, 6%). Meta-analysis for diabetes DTx showed a trend toward improved hemoglobin A1c levels in digital intervention groups compared to controls (SMD -0.96, 95% CI -2.03 to 0.11) but did not reach statistical significance (I²=97%). Meta-analysis for cognitive disorder DTx showed significant improvement in global cognitive function in DTx-treated participants (SMD 0.65, 95% CI 0.37-0.94), despite notable heterogeneity (I²=71.7%). The commercial landscape analysis identified 97 active DTx solutions, primarily targeting cognitive impairment (38 companies), ophthalmic diseases (30 companies), and respiratory diseases (5 companies). The regulatory review highlighted China's reliance on general medical device policies under the National Medical Products Administration rather than DTx-specific regulations, with emerging regional innovation policies supporting industry growth. Pricing analysis revealed diverse reimbursement models, including value-based pricing, private insurance partnerships, and government-facilitated programs. CONCLUSIONS China has made substantial progress in DTx development but still faces challenges in clinical trial standardization, regulatory approval, and reimbursement. Key factors driving DTx adoption include targeted indications, standardized clinical trials, streamlined regulation, and diversified pricing models. China's experience provides valuable lessons for other countries with emerging digital health ecosystems as they develop DTx research, regulations, and integration strategies. TRIAL REGISTRATION PROSPERO CRD42024615584; https://www.crd.york.ac.uk/PROSPERO/view/CRD42024615584.
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Affiliation(s)
- Nan Jiang
- School of Healthcare Management, Tsinghua University, Beijing, China
- Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing, China
- Institute for Hospital Management, Tsinghua University, Beijing, China
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
- School of Basic Medical Sciences, Tsinghua University, Beijing, China
| | - Xiru Yu
- School of Biomedical Engineering, Tsinghua University, Beijing, China
- Shanghai Institute of Medical Quality, Shanghai, China
| | - Yuxi Yang
- National Medical Products Administration, Beijing, China
| | - Guanqiao Li
- Vanke School of Public Health, Tsinghua University, Beijing, China
| | - Chanchan He
- School of Biomedical Engineering, Tsinghua University, Beijing, China
| | - Man Ping Wang
- School of Nursing, University of Hong Kong, Hong Kong, China (Hong Kong)
| | - Yih Chung Tham
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Tien Yin Wong
- Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing, China
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Tsinghua Medicine, Tsinghua University, Beijing, China
| | - Keqin Rao
- Institute for Hospital Management, Tsinghua University, Beijing, China
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Wang XJ, Philpot L, Ebbert J, Dilmaghani S, Loftus C, Fox J, Palsson O. Digital Therapeutic Combining Hypnosis and Diaphragmatic Breathing Intervention for Functional Abdominal Bloating: A Feasibility Study. Clin Transl Gastroenterol 2025; 16:e00811. [PMID: 39835688 PMCID: PMC12020682 DOI: 10.14309/ctg.0000000000000811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2024] [Accepted: 01/07/2025] [Indexed: 01/22/2025] Open
Abstract
INTRODUCTION Abdominal bloating is a difficult symptom to treat. Hypnotherapy and diaphragmatic intervention have separately shown benefit on bloating in prior work but have not been united into a single intervention. We aimed to obtain data on the potential therapeutic impact of a novel audio-recorded bloating treatment for bloating integrating hypnosis and diaphragmatic breathing, with proposed synergistic effect. METHODS Patients with nonorganic bowel disorders with predominant bloating symptoms completed a digitally delivered 7-session audio-recorded hypnotherapy program without clinician involvement. The intervention combined bloating-targeted hypnotic suggestions and guided diaphragmatic breathing delivered under hypnosis, and was supplemented with interval self-guided breathing exercises. Participants completed online REDCap assessments at baseline, midtreatment, at end of treatment, and 3-month follow-up, evaluating symptom severity, gastrointestinal symptom-specific anxiety, overall anxiety/depression, and quality of life. Outcomes were assessed in an intention-to-treat manner with repeated measures analysis of variances (ANOVAs) with Bonferroni-adjusted pairwise post hoc tests. RESULTS Of 23 patients who started treatment, 22 (95.6%) completed follow-up. Bloating severity on Irritable Bowel Syndrome-Symptom Severity Scale and Patient Assessment of Upper Gastrointestinal Symptom Severity Index showed reduction in bloating with large effect sizes (Cohen d of ∼0.8) at the end of treatment, as did Visceral Sensitivity Index bloating-related anxiety. At the end of treatment, 16 patients (69.6%) were Irritable Bowel Syndrome-Symptom Severity Scale treatment responders (≥30% symptom reduction) on bloating and 17 (73.9%) on overall bowel symptom severity. Anxiety, depression, and quality-of-life scores were unchanged. Outcome measures were fully maintained at the 3-month follow-up. DISCUSSION Results suggest the therapeutic utility of a new cost-effective self-administered bloating intervention. A randomized controlled trial is planned to confirm these therapeutic effects.
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Affiliation(s)
- Xiao Jing Wang
- Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Lindsey Philpot
- Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota, USA
- Community Internal Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - Jon Ebbert
- Community Internal Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - Saam Dilmaghani
- Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Conor Loftus
- Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Jean Fox
- Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Olafur Palsson
- Gastroenterology and Hepatology, University of North Carolina, Chapel Hill, North Carolina, USA
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Macy R, Somanji F, Sverdlov O. Designing and developing a prescription digital therapeutic for at-home heart rate variability biofeedback to support and enhance patient outcomes in post-traumatic stress disorder treatment. Front Digit Health 2025; 7:1503361. [PMID: 40007643 PMCID: PMC11850387 DOI: 10.3389/fdgth.2025.1503361] [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: 10/03/2024] [Accepted: 01/23/2025] [Indexed: 02/27/2025] Open
Abstract
Post-traumatic stress disorder (PTSD) is a psychiatric condition producing considerable distress, dysfunction, and impairment in affected individuals. While various forms of psychotherapy are commonly utilized in PTSD treatment, the known neurological pathologies associated with PTSD are insufficiently addressed by these conventional approaches. Heart rate variability biofeedback (HRV-BFB) is a promising tool for correcting autonomic dysfunction in PTSD, with subsequent changes in clinically significant outcome measures. This paper outlines a systematic approach for the development, distribution, and implementation of a prescription at-home HRV-BFB digital therapeutic. We provide recommendations for evidence-generation strategies and propose appropriate regulatory pathways within existing frameworks. Widespread access to HRV-BFB could potentially reduce the distress, disability, and healthcare burden associated with PTSD. Promoting HRV-BFB as a primary intervention could also serve to reduce the stigma associated with "mental" illness and increase health literacy regarding the neuroimmune impacts of psychosocial factors. These processes might in turn improve treatment-seeking, adherence, and supported self-management of these conditions.
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Affiliation(s)
- Rebecca Macy
- School of Arts and Sciences, Massachusetts College of Pharmacy and Health Sciences, Boston, MA, United States
| | - Flavio Somanji
- School of Healthcare Business and Technology, Massachusetts College of Pharmacy and Health Sciences, Boston, MA, United States
- Biomedical Research, Novartis, Cambridge, MA, United States
| | - Oleksandr Sverdlov
- Early Development Analytics, Novartis Pharmaceutical Corporation, East Hanover, NJ, United States
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Fassbender A, Donde S, Silva M, Friganovic A, Stievano A, Costa E, Winders T, van Vugt J. Adoption of Digital Therapeutics in Europe. Ther Clin Risk Manag 2024; 20:939-954. [PMID: 39741688 PMCID: PMC11687304 DOI: 10.2147/tcrm.s489873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Accepted: 11/25/2024] [Indexed: 01/03/2025] Open
Abstract
Digital therapeutics (DTx) are an emerging medical therapy comprising evidence-based interventions that are regulatory approved for patient use, or are under development, for a variety of medical conditions, including hypertension, cancer, substance use disorders and mental disorders. DTx have significant potential to reduce the overall burden on healthcare systems and offer potential economic benefits. There is currently no specific legal regulation on DTx in the EU. Although European countries have similar approaches to digital health solutions, the adoption of DTx varies across the continent. The aim of this narrative review is to discuss the levels of adoption of DTx in Europe, and to explore possible strategies to improve adoption, with the goal of higher rates of adoption, and more consistent use of DTx across the continent. The article discusses the regulatory and reimbursement landscape across Europe; validation requirements for DTx, and the importance of co-design and an ecosystem-centric approach in the development of DTx. Also considered are drivers of adoption and prescription practices for DTx, as well as patient perspectives on these therapeutics. The article explores potential factors that may contribute to low rates of DTx adoption in Europe, including lack of harmonisation in regulatory requirements and reimbursement; sociodemographic factors; health status; ethical concerns; challenges surrounding the use and validation of AI; knowledge and awareness among healthcare professionals (HCPs) and patients, and data standards and interoperability. Efforts to improve rates of access to DTx and adoption of these therapeutics across Europe are described. Finally, a framework for improved uptake of DTx in Europe is proposed.
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Affiliation(s)
| | | | | | - Adriano Friganovic
- University Hospital Centre, Zagreb, Croatia
- University of Applied Health Sciences, Zagreb, Croatia
- Faculty of Health Studies, University of Rijeka, Rijeka, Croatia
| | - Alessandro Stievano
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
| | - Elisio Costa
- Faculty of Pharmacy, CINTESIS@RISE, Competence Center on Active and Healthy Ageing (Porto4Ageing), University of Porto, Porto, Portugal
| | - Tonya Winders
- Board of Directors, Global Allergy & Airways Patient Platform, Vienna, Austria
| | - Joris van Vugt
- Medical Affairs, DM&JANZ, Viatris, Amstelveen, the Netherlands
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Mimoso I, Figueiredo T, Midão L, Carrilho J, Henriques DV, Alves S, Duarte N, Bessa MJ, Facal D, Felpete A, Fidalgo JM, Costa E. Co-Creation in the Development of Digital Therapeutics: A Narrative Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2024; 21:1589. [PMID: 39767430 PMCID: PMC11675753 DOI: 10.3390/ijerph21121589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Revised: 11/19/2024] [Accepted: 11/25/2024] [Indexed: 01/11/2025]
Abstract
Digital therapeutics (DTx) are transforming healthcare delivery through personalised, evidence-based interventions that offer a cost-effective approach to health management. However, their widespread adoption faces significant barriers including privacy concerns, usability issues, and integration challenges within healthcare systems. This review assesses the current evidence on DTx, with a particular focus on the role of co-creation in enhancing design and usability. A narrative review was conducted to identify studies exploring co-creation in DTx development. Three studies were selected for in-depth analysis, demonstrating that co-creation processes significantly improve the usability and effectiveness of DTx interventions. Findings underscore challenges in DTx implementation, including complex regulatory processes, digital inequality, high development costs, and difficulties in integrating with existing healthcare systems. Despite the existence of discrete examples of co-creation in DTx and its acknowledged value in the healthcare domain, systematic research in this field remains markedly limited. Future studies should prioritise establishing best practises for co-creation, with particular emphasis on methods to enhance data privacy and security, standardisation protocols, and patient engagement strategies to optimise DTx adoption and effectiveness. This review contributes to the growing body of literature on DTx by highlighting the potential of co-creation while also identifying critical areas for future research.
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Affiliation(s)
- Inês Mimoso
- CINTESIS@RISE, Biochemistry Lab, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal; (I.M.); (T.F.); (L.M.); (J.C.)
- Department of Biological Sciences, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
- Porto4Ageing—Competences Centre on Active and Healthy Ageing, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
| | - Teodora Figueiredo
- CINTESIS@RISE, Biochemistry Lab, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal; (I.M.); (T.F.); (L.M.); (J.C.)
- Department of Biological Sciences, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
- Porto4Ageing—Competences Centre on Active and Healthy Ageing, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
| | - Luís Midão
- CINTESIS@RISE, Biochemistry Lab, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal; (I.M.); (T.F.); (L.M.); (J.C.)
- Department of Biological Sciences, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
- Porto4Ageing—Competences Centre on Active and Healthy Ageing, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
| | - Joana Carrilho
- CINTESIS@RISE, Biochemistry Lab, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal; (I.M.); (T.F.); (L.M.); (J.C.)
- Department of Biological Sciences, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
- Porto4Ageing—Competences Centre on Active and Healthy Ageing, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
| | - Diogo Videira Henriques
- CINTESIS@RISE, Biochemistry Lab, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal; (I.M.); (T.F.); (L.M.); (J.C.)
- Department of Biological Sciences, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
- Porto4Ageing—Competences Centre on Active and Healthy Ageing, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
| | - Sara Alves
- CINTESIS@RISE, Instituto de Ciências Biomédicas Abel Salazar, University of Porto, 4050-313 Porto, Portugal
- Santa Casa da Misericórdia de Riba D’Ave/CIDIFAD—Centro de Investigação, Diagnóstico, Formação e Acompanhamento das Demências, 4765-220 Riba D’Ave, Portugal
| | - Natália Duarte
- CINTESIS@RISE, Instituto de Ciências Biomédicas Abel Salazar, University of Porto, 4050-313 Porto, Portugal
- Santa Casa da Misericórdia de Riba D’Ave/CIDIFAD—Centro de Investigação, Diagnóstico, Formação e Acompanhamento das Demências, 4765-220 Riba D’Ave, Portugal
| | - Maria João Bessa
- UPTEC-Science and Technology Park, University of Porto, 4200-135 Porto, Portugal
| | - David Facal
- Department of Developmental Psychology, University of Santiago de Compostela, 15705 Santiago de Compostela, Spain; (D.F.)
| | - Alba Felpete
- Department of Developmental Psychology, University of Santiago de Compostela, 15705 Santiago de Compostela, Spain; (D.F.)
| | - José María Fidalgo
- ACIS-Agencia Gallega para la Gestión del Conocimiento en Salud, 15707 Santiago de Compostela, Spain
| | - Elísio Costa
- CINTESIS@RISE, Biochemistry Lab, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal; (I.M.); (T.F.); (L.M.); (J.C.)
- Department of Biological Sciences, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
- Porto4Ageing—Competences Centre on Active and Healthy Ageing, Faculty of Pharmacy, University of Porto, 4050-313 Porto, Portugal
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Hosono T, Niwa Y, Kondoh M. Comparison of Product Features and Clinical Trial Designs for the DTx Products with the Indication of Insomnia Authorized by Regulatory Authorities. Ther Innov Regul Sci 2024; 58:1138-1147. [PMID: 39306603 PMCID: PMC11530488 DOI: 10.1007/s43441-024-00684-9] [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: 05/13/2024] [Accepted: 08/02/2024] [Indexed: 11/03/2024]
Abstract
BACKGROUND Digital therapeutics (DTx) have attracted attention as the substitutes or add-ons to conventional pharmacotherapy and the number of DTx products authorized with the regulatory reviews of the clinical evidence is increasing. Insomnia is one of the major targets of the DTx due to the benefit from cognitive behavioral interventions and several products have been launched in the market with regulatory reviews. However, common features of the products and the clinical evidence required by each regulatory agency have not been investigated. METHODS In this study, we identified the DTx products with the primary indication of insomnia authorized with regulatory reviews of clinical evidence by literature and website searches, and investigated the common features of the products and of the study designs for the pivotal clinical trials. RESULTS The total of 6 DTx products were identified. The components of cognitive behavioral therapy for insomnia (CBT-I) were identified as common features of the products. All the pivotal clinical trials were randomized, parallel-group, blind studies against insomnia patients. No products have been authorized in multiple countries regardless of the similarity of the features of the products and of the study designs for the pivotal clinical trials. CONCLUSIONS Our study revealed that the components of CBT-I and gold standard design in pivotal clinical trials were adopted in all the DTx products for insomnia authorized with reviews of clinical evidence. At the same time, our findings suggest the needs of internationally harmonized regulatory review and authorization system to facilitate the early patient access to the promising DTx products.
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Affiliation(s)
- Takashi Hosono
- Graduate School of Pharmaceutical Sciences, Osaka University, 1-6 Yamadaoka, Suita, 565-0871, Osaka, Japan.
- Clinical Research, R&D, NS Pharma Inc, Paramus, NJ, 07652, USA.
| | - Yuki Niwa
- Graduate School of Pharmaceutical Sciences, Osaka University, 1-6 Yamadaoka, Suita, 565-0871, Osaka, Japan
| | - Masuo Kondoh
- Graduate School of Pharmaceutical Sciences, Osaka University, 1-6 Yamadaoka, Suita, 565-0871, Osaka, Japan.
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Ferrante M, Esposito LE, Stoeckel LE. From palm to practice: prescription digital therapeutics for mental and brain health at the National Institutes of Health. Front Psychiatry 2024; 15:1433438. [PMID: 39319355 PMCID: PMC11420130 DOI: 10.3389/fpsyt.2024.1433438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 08/19/2024] [Indexed: 09/26/2024] Open
Abstract
Prescription Digital Therapeutics (PDTs) are emerging as promising tools for treating and managing mental and brain health conditions within the context of daily life. This commentary distinguishes PDTs from other Software as Medical Devices (SaMD) and explores their integration into mental and brain health treatments. We focus on research programs and support from the National Institutes of Health (NIH), discussing PDT research supported by the NIH's National Institute on Child Health and Development (NICHD), National Institute of Mental Health (NIMH), and National Institute on Aging (NIA). We present a hierarchical natural language processing topic analysis of NIH-funded digital therapeutics research projects. We delineate the PDT landscape across different mental and brain health disorders while highlighting opportunities and challenges. Additionally, we discuss the research foundation for PDTs, the unique therapeutic approaches they employ, and potential strategies to improve their validity, reliability, safety, and effectiveness. Finally, we address the research and collaborations necessary to propel the field forward, ultimately enhancing patient care through innovative digital health solutions.
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Affiliation(s)
- Michele Ferrante
- Division of Translational Research, National Institute of Mental Health, Bethesda, MD, United States
| | - Layla E. Esposito
- Division of Behavioral and Social Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, MD, United States
| | - Luke E. Stoeckel
- Division of Extramural Research, National Institute on Aging, Bethesda, MD, United States
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Tak YW, Lee JW, Kim J, Lee Y. Predicting Long-Term Engagement in mHealth Apps: Comparative Study of Engagement Indices. J Med Internet Res 2024; 26:e59444. [PMID: 39250192 PMCID: PMC11420572 DOI: 10.2196/59444] [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: 04/12/2024] [Revised: 07/02/2024] [Accepted: 07/30/2024] [Indexed: 09/10/2024] Open
Abstract
BACKGROUND Digital health care apps, including digital therapeutics, have the potential to increase accessibility and improve patient engagement by overcoming the limitations of traditional facility-based medical treatments. However, there are no established tools capable of quantitatively measuring long-term engagement at present. OBJECTIVE This study aimed to evaluate an existing engagement index (EI) in a commercial health management app for long-term use and compare it with a newly developed EI. METHODS Participants were recruited from cancer survivors enrolled in a randomized controlled trial that evaluated the impact of mobile health apps on recovery. Of these patients, 240 were included in the study and randomly assigned to the Noom app (Noom Inc). The newly developed EI was compared with the existing EI, and a long-term use analysis was conducted. Furthermore, the new EI was evaluated based on adapted measurements from the Web Matrix Visitor Index, focusing on click depth, recency, and loyalty indices. RESULTS The newly developed EI model outperformed the existing EI model in terms of predicting EI of a 6- to 9-month period based on the EI of a 3- to 6-month period. The existing model had a mean squared error of 0.096, a root mean squared error of 0.310, and an R2 of 0.053. Meanwhile, the newly developed EI models showed improved performance, with the best one achieving a mean squared error of 0.025, root mean squared error of 0.157, and R2 of 0.610. The existing EI exhibited significant associations: the click depth index (hazard ratio [HR] 0.49, 95% CI 0.29-0.84; P<.001) and loyalty index (HR 0.17, 95% CI 0.09-0.31; P<.001) were significantly associated with improved survival, whereas the recency index exhibited no significant association (HR 1.30, 95% CI 1.70-2.42; P=.41). Among the new EI models, the EI with a menu combination of menus available in the app's free version yielded the most promising result. Furthermore, it exhibited significant associations with the loyalty index (HR 0.32, 95% CI 0.16-0.62; P<.001) and the recency index (HR 0.47, 95% CI 0.30-0.75; P<.001). CONCLUSIONS The newly developed EI model outperformed the existing model in terms of the prediction of long-term user engagement and compliance in a mobile health app context. We emphasized the importance of log data and suggested avenues for future research to address the subjectivity of the EI and incorporate a broader range of indices for comprehensive evaluation.
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Affiliation(s)
- Yae Won Tak
- Department of Information Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Jong Won Lee
- Division of Breast Surgery, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Junetae Kim
- Graduate School of Cancer Science and Policy, National Cancer Center, Goyang-si, Republic of Korea
| | - Yura Lee
- Department of Information Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
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Rajendran A, Kella A, Narayanasamy D. The Revolution of Digital Therapeutics (DTx) in the Pharmaceutical Industry and Their Quality Impacts. Cureus 2024; 16:e66792. [PMID: 39268306 PMCID: PMC11392520 DOI: 10.7759/cureus.66792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Accepted: 08/13/2024] [Indexed: 09/15/2024] Open
Abstract
An increasing number of developments and trends are driving the expansion of the digital therapeutics (DTx) market in the pharmaceutical industry. Digital therapeutics are therapies intended to treat, diagnose, and prevent diseases by using patient-directed clinically assessed software applications, which can optimize the effectiveness and delivery of healthcare. These digital innovations became important as the world changed, particularly during the coronavirus pandemic. Nowadays pharma companies are getting more comfortable with the idea of digital therapies. The majority of pharmaceutical companies are examining how to incorporate pharmaceuticals and digital therapies into their treatment regimens, leveraging digital tools to enhance patient outcomes and streamline healthcare delivery. A thorough overview of the most recent technological advancements in the creation of digital therapies shows particular technologies that are essential to the market's future growth. Moreover, the evaluation of digital therapeutics by clinical trial and real-world data is outlined. The critical quality attributes of DTx products and the challenges, including data management issues and regulatory obstacles, which make the creation, approval, and marketing of customized medicines more difficult, are covered in this review article. Overall, pharma companies are venturing into the world of digital therapeutics while acknowledging the limitations of the emerging field.
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Affiliation(s)
- Anuciya Rajendran
- Department of Pharmaceutical Quality Assurance, SRM College of Pharmacy, Faculty of Medicine and Health Science, SRM Institute of Science and Technology, Chengalpattu, IND
| | - Alekhya Kella
- Department of Pharmaceutical Quality Assurance, SRM College of Pharmacy, Faculty of Medicine and Health Science, SRM Institute of Science and Technology, Chengalpattu, IND
| | - Damodharan Narayanasamy
- Department of Pharmaceutical Quality Assurance, SRM College of Pharmacy, Faculty of Medicine and Health Science, SRM Institute of Science and Technology, Chengalpattu, IND
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Moravcová K, Sovová M, Ožana J, Karbanová M, Klásek J, Kolasińska AB, Sovová E. Comparing the Efficacy of Digital and In-Person Weight Loss Interventions for Patients with Obesity and Glycemic Disorders: Evidence from a Randomized Non-Inferiority Trial. Nutrients 2024; 16:1510. [PMID: 38794747 PMCID: PMC11123733 DOI: 10.3390/nu16101510] [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: 04/15/2024] [Revised: 05/13/2024] [Accepted: 05/15/2024] [Indexed: 05/26/2024] Open
Abstract
Digital weight loss interventions present a viable and cost-effective alternative to traditional therapy. However, further evidence is needed to establish the equal effectiveness of both approaches. This randomized controlled non-inferiority trial aimed to compare the effects of an intensive in-person weight loss intervention program with Vitadio digital therapy. One hundred patients with obesity and diagnosed with type 2 diabetes, prediabetes, or insulin resistance were enrolled and randomly assigned to one of the two treatment groups. Over a 6-month period, the control group received five in-person consultations with a physician who specialized in obesity treatment, a dietitian and/or a nutrition nurse, while the intervention group followed the digital program based on a multimodal therapeutic approach. The extent of weight loss was assessed and compared between the groups. Additionally, changes in body composition and metabolic parameters for the digital intervention group were analyzed. The study results demonstrated comparable effectiveness of both treatments for weight reduction. The positive effects of Vitadio were further evidenced by favorable changes in body composition and lipid metabolism and improved glycemic control in the intervention group. These findings suggest that Vitadio is an effective tool for assisting patients with managing obesity and preventing diabetes progression.
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Affiliation(s)
- Katarína Moravcová
- Department of Exercise Medicine and Cardiovascular Rehabilitation, University Hospital Olomouc, I. P. Pavlova 6, 779 00 Olomouc, Czech Republic; (M.S.); (J.O.); (E.S.)
- Faculty of Medicine, Palacký University Olomouc, Hněvotínská 3, 775 15 Olomouc, Czech Republic
| | - Markéta Sovová
- Department of Exercise Medicine and Cardiovascular Rehabilitation, University Hospital Olomouc, I. P. Pavlova 6, 779 00 Olomouc, Czech Republic; (M.S.); (J.O.); (E.S.)
| | - Jaromír Ožana
- Department of Exercise Medicine and Cardiovascular Rehabilitation, University Hospital Olomouc, I. P. Pavlova 6, 779 00 Olomouc, Czech Republic; (M.S.); (J.O.); (E.S.)
| | - Martina Karbanová
- Department of Public Health, Masaryk University, Kamenice 5, 625 00 Brno, Czech Republic;
- First Faculty of Medicine, Charles University in Prague, Kateřinská 32, 121 08 Prague, Czech Republic
- Vitadio s.r.o., Římská 678/26, 120 00 Prague, Czech Republic; (J.K.); (A.B.K.)
| | - Jan Klásek
- Vitadio s.r.o., Římská 678/26, 120 00 Prague, Czech Republic; (J.K.); (A.B.K.)
| | | | - Eliška Sovová
- Department of Exercise Medicine and Cardiovascular Rehabilitation, University Hospital Olomouc, I. P. Pavlova 6, 779 00 Olomouc, Czech Republic; (M.S.); (J.O.); (E.S.)
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11
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Vassallo M. The need for evidence-based mobile health technology. Age Ageing 2024; 53:afae034. [PMID: 38476103 DOI: 10.1093/ageing/afae034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2024] [Indexed: 03/14/2024] Open
Affiliation(s)
- Michael Vassallo
- University Hospitals Dorset NHS Foundation Trust -Older Person Medicine, Bournemouth BH7 7DW, UK
- Bournemouth University Faculty of Health and Social Sciences Royal London House, Bournemouth BH8 8GP, UK
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12
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Niiberg-Pikksööt T, Laas K, Aluoja A, Braschinsky M. Implementing a digital solution for patients with migraine-Developing a methodology for comparing digitally delivered treatment with conventional treatment: A study protocol. PLOS DIGITAL HEALTH 2024; 3:e0000295. [PMID: 38421955 PMCID: PMC10903846 DOI: 10.1371/journal.pdig.0000295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Accepted: 01/18/2024] [Indexed: 03/02/2024]
Abstract
Migraine is one of the most frequent and expensive neurological disease in the world. Non-pharmacological and digitally administered treatment options have long been used in the treatment of chronic pain and mental illness. Digital solutions increase the patients' possibilities of receiving evidence-based treatment even when conventional treatment options are limited. The main goal of the study is to assess the efficacy of interdisciplinary digital interventions compared to conventional treatment. The maximum number of participants in this multi-centre, open-label, prospective, randomized study is 600, divided into eight treatment groups. The participants will take part in either a conventional or a digital intervention, performing various tests and interdisciplinary tasks. The primary outcome is expected to be a reduction in the number of headache days. We also undertake to measure various other headache-related burdens as a secondary outcome. The sample size, digital interventions not conducted via video calls, the lack of human connection, limited intervention program, and the conducting of studies only in digitally sophisticated countries are all significant limitations. However, we believe that digitally mediated treatment options are at least as effective as traditional treatment options while also allowing for a significantly higher patient throughput. The future of chronic disease treatment is remote monitoring and high-quality digitally mediated interventions.The study is approved by the Ethics Committee of the University of Tartu for Human Research (Permission No. 315T-17, 10.08.2020) and is registered at ClinicalTrials.gov: NTC05458817 (14.07.2022).
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Affiliation(s)
- Triinu Niiberg-Pikksööt
- Neurosciences, Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, Tartu, Estonia
- Headache Clinic, Department of Neurology, Tartu University Hospital, Tartu, Estonia
- Migrevention OÜ, Tallinn, Estonia
| | - Kariina Laas
- Institute of Psychology, University of Tartu, Tartu, Estonia
| | - Anu Aluoja
- Department of Psychiatry, Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, Tartu, Estonia
- Psychiatry Clinic, Tartu University Hospital, Tartu, Estonia
| | - Mark Braschinsky
- Headache Clinic, Department of Neurology, Tartu University Hospital, Tartu, Estonia
- Migrevention OÜ, Tallinn, Estonia
- Neurology Clinic, University of Tartu, Tartu, Estonia
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13
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Armeni P, Polat I, De Rossi LM, Diaferia L, Meregalli S, Gatti A. Exploring the potential of digital therapeutics: An assessment of progress and promise. Digit Health 2024; 10:20552076241277441. [PMID: 39291152 PMCID: PMC11406628 DOI: 10.1177/20552076241277441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Accepted: 08/06/2024] [Indexed: 09/19/2024] Open
Abstract
Digital therapeutics (DTx), a burgeoning subset of digital health solutions, has garnered considerable attention in recent times. These cutting-edge therapeutic interventions employ diverse technologies, powered by software algorithms, to treat, manage, and prevent a wide array of diseases and disorders. Although DTx shows significant promise as an integral component of medical care, its widespread integration is still in the preliminary stages. This limited adoption can be largely attributed to the scarcity of comprehensive research that delves into DTx's scope, including its technological underpinnings, potential application areas, and challenges-namely, regulatory hurdles and modest physician uptake. This review aims to bridge this knowledge gap by offering an in-depth overview of DTx products' value to both patients and clinicians. It evaluates the current state of maturity of DTx applications driven by digital technologies and investigates the obstacles that developers and regulators encounter in the market introduction phase.
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Affiliation(s)
- Patrizio Armeni
- LIFT Lab, CERGAS GHNP Division, SDA Bocconi School of Management, Milano, Italy
| | - Irem Polat
- LIFT Lab, CERGAS GHNP Division, SDA Bocconi School of Management, Milano, Italy
| | - Leonardo Maria De Rossi
- LIFT Lab, CERGAS GHNP Division, and DEVO Lab, Claudio Demattè Research Division, SDA Bocconi School of Management, Milano, Italy
| | - Lorenzo Diaferia
- LIFT Lab, CERGAS GHNP Division, and DEVO Lab, Claudio Demattè Research Division, SDA Bocconi School of Management, Milano, Italy
| | - Severino Meregalli
- LIFT Lab, CERGAS GHNP Division, and DEVO Lab, Claudio Demattè Research Division, SDA Bocconi School of Management, Milano, Italy
| | - Anna Gatti
- LIFT Lab, CERGAS GHNP Division, SDA Bocconi School of Management, Milano, Italy
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14
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Lampreia F, Madeira C, Dores H. Digital health technologies and artificial intelligence in cardiovascular clinical trials: A landscape of the European space. Digit Health 2024; 10:20552076241277703. [PMID: 39291150 PMCID: PMC11406593 DOI: 10.1177/20552076241277703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 08/08/2024] [Indexed: 09/19/2024] Open
Abstract
The recent pandemic ushered in a marked surge in the adoption of digital health technologies (DHTs), necessitating remote approaches aiming to safeguard both patient and healthcare provider well-being. These technologies encompass an array of terms, including e-health, m-health, telemedicine, wearables, sensors, smartphone apps, digital therapeutics, virtual and augmented reality, and artificial intelligence (AI). Notably, some DHTs employed in critical healthcare decisions may transition into the realm of medical devices, subjecting them to more stringent regulatory scrutiny. Consequently, it is imperative to understand the validation processes of these technologies within clinical studies. Our study summarizes an extensive examination of clinical trials focusing on cardiovascular (CV) diseases and digital health (DH) interventions, with particular attention to those incorporating elements of AI. A dataset comprising 107 eligible trials, registered on clinicaltrials.gov and International Clinical Trials Registry Platform (ICTRP) databases until 19 June 2023, forms the basis of our investigation. We focused on clinical trials employing DHTs in the European context, revealing a diverse landscape of interventions. Devices constitute the predominant category (45.8%), followed by behavioral interventions (17.8%). Within the CV domain, trials predominantly span pivotal or confirmatory phases, with a notable presence of smaller feasibility and exploratory studies. Notably, a majority of trials exhibit randomized, parallel assignment designs. When analyzing the multifaceted landscape of trial outcomes, we identified various categories such as physiological and functional measures, diagnostic accuracy, CV events and mortality, patient outcomes, quality of life, treatment adherence and effectiveness, quality of hospital processes, and usability/feasibility measures. Furthermore, we delve into a subset of 15 studies employing AI and machine learning, describing various study design features, intended purposes and the validation strategies employed. In summary, we aimed to elucidate the diverse applications, study design features, and objectives of the evolving CV-related DHT clinical trials field.
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Affiliation(s)
| | - Catarina Madeira
- Associação CoLAB TRIALS, Évora, Portugal
- CHRC, NOVA Medical School, Lisboa, Portugal
| | - Hélder Dores
- Associação CoLAB TRIALS, Évora, Portugal
- CHRC, NOVA Medical School, Lisboa, Portugal
- Hospital da Luz, Lisboa, Portugal
- NOVA Medical School, Lisboa, Portugal
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15
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Chopra H, Annu, Shin DK, Munjal K, Priyanka, Dhama K, Emran TB. Revolutionizing clinical trials: the role of AI in accelerating medical breakthroughs. Int J Surg 2023; 109:4211-4220. [PMID: 38259001 PMCID: PMC10720846 DOI: 10.1097/js9.0000000000000705] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Accepted: 08/13/2023] [Indexed: 01/24/2024]
Abstract
Clinical trials are the essential assessment for safe, reliable, and effective drug development. Data-related limitations, extensive manual efforts, remote patient monitoring, and the complexity of traditional clinical trials on patients drive the application of Artificial Intelligence (AI) in medical and healthcare organisations. For expeditious and streamlined clinical trials, a personalised AI solution is the best utilisation. AI provides broad utility options through structured, standardised, and digitally driven elements in medical research. The clinical trials are a time-consuming process with patient recruitment, enrolment, frequent monitoring, and medical adherence and retention. With an AI-powered tool, the automated data can be generated and managed for the trial lifecycle with all the records of the medical history of the patient as patient-centric AI. AI can intelligently interpret the data, feed downstream systems, and automatically fill out the required analysis report. This article explains how AI has revolutionised innovative ways of collecting data, biosimulation, and early disease diagnosis for clinical trials and overcomes the challenges more precisely through cost and time reduction, improved efficiency, and improved drug development research with less need for rework. The future implications of AI to accelerate clinical trials are important in medical research because of its fast output and overall utility.
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Affiliation(s)
- Hitesh Chopra
- Department of Biosciences, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Chennai - 602105, Tamil Nadu, India
| | - Annu
- Thin Film and Materials Laboratory, School of Mechanical Engineering, Yeungnam University, Gyeongsan 38541, Republic of Korea
| | - Dong K. Shin
- Thin Film and Materials Laboratory, School of Mechanical Engineering, Yeungnam University, Gyeongsan 38541, Republic of Korea
| | - Kavita Munjal
- Department of Pharmacy, Amity Institute of Pharmacy, Amity University, Noida, Uttar Pradesh 201303, India
| | - Priyanka
- Department of Veterinary Microbiology, College of Veterinary Science, Guru Angad Dev Veterinary and Animal Sciences University (GADVASU), Rampura Phul, Bathinda, Punjab
| | - Kuldeep Dhama
- Indian Veterinary Research Institute (IVRI), Izatnagar, Bareilly, Uttar Pradesh
| | - Talha B. Emran
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong
- Department of Pharmacy, Faculty of Allied Health Sciences, Daffodil International niversity, Dhaka, Bangladesh
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16
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Denecke K, May R, Gabarron E, Lopez-Campos GH. Assessing the Potential Risks of Digital Therapeutics (DTX): The DTX Risk Assessment Canvas. J Pers Med 2023; 13:1523. [PMID: 37888134 PMCID: PMC10608744 DOI: 10.3390/jpm13101523] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 10/18/2023] [Accepted: 10/19/2023] [Indexed: 10/28/2023] Open
Abstract
MOTIVATION Digital therapeutics (DTX), i.e., health interventions that are provided through digital means, are increasingly available for use; in some countries, physicians can even prescribe selected DTX following a reimbursement by health insurances. This results in an increasing need for methodologies to consider and monitor DTX's negative consequences, their risks to patient safety, and possible adverse events. However, it is completely unknown which aspects should be subject to surveillance given the missing experiences with the tools and their negative impacts. OBJECTIVE Our aim is to develop a tool-the DTX Risk Assessment Canvas-that enables researchers, developers, and practitioners to reflect on the negative consequences of DTX in a participatory process. METHOD Taking the well-established business model canvas as a starting point, we identified relevant aspects to be considered in a risk assessment of a DTX. The aspects or building blocks of the canvas were constructed in a two-way process: first, we defined the aspects relevant for discussing and reflecting on how a DTX might bring negative consequences and risks for its users by considering ISO/TS 82304-2, the scientific literature, and by reviewing existing DTX and their listed adverse effects. The resulting aspects were grouped into thematic blocks and the canvas was created. Second, six experts in health informatics and mental health provided feedback and tested the understandability of the initial canvas by individually applying it to a DTX of their choice. Based on their feedback, the canvas was modified. RESULTS The DTX Risk Assessment Canvas is organized into 15 thematic blocks which are in turn grouped into three thematic groups considering the DTX itself, the users of the DTX, and the effects of the DTX. For each thematic block, questions have been formulated to guide the user of the canvas in reflecting on the single aspects. Conclusions: The DTX Risk Assessment Canvas is a tool to reflect the negative consequences and risks of a DTX by discussing different thematic blocks that together constitute a comprehensive interpretation of a DTX regarding possible risks. Applied during the DTX design and development phase, it can help in implementing countermeasures for mitigation or means for their monitoring.
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Affiliation(s)
- Kerstin Denecke
- Department Engineering and Computer Science, Institute Patient-Centered Digital Health, Bern University of Applied Sciences, 3012 Bern, Switzerland
| | - Richard May
- Department of Automation and Computer Science, Harz University of Applied Sciences, 38855 Wernigerode, Germany;
| | - Elia Gabarron
- Norwegian Centre for E-Health Research, University Hospital of North Norway, 9019 Tromsø, Norway;
- Department of Education, ICT and Learning, Østfold University College, 1757 Halden, Norway
| | - Guillermo H. Lopez-Campos
- Wellcome-Wolfson Institute for Experimental Medicine, Queen’s University Belfast, Belfast BT9 7BL, UK;
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17
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Ribba B, Peck R, Hutchinson L, Bousnina I, Motti D. Digital Therapeutics as a New Therapeutic Modality: A Review from the Perspective of Clinical Pharmacology. Clin Pharmacol Ther 2023; 114:578-590. [PMID: 37392464 DOI: 10.1002/cpt.2989] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 06/24/2023] [Indexed: 07/03/2023]
Abstract
The promise of transforming digital technologies into treatments is what drives the development of digital therapeutics (DTx), generally known as software applications embedded within accessible technologies-such as smartphones-to treat, manage, or prevent a pathological condition. Whereas DTx solutions that successfully demonstrate effectiveness and safety could drastically improve the life of patients in multiple therapeutic areas, there is a general consensus that generating therapeutic evidence for DTx presents challenges and open questions. We believe there are three main areas where the application of clinical pharmacology principles from the drug development field could benefit DTx development: the characterization of the mechanism of action, the optimization of the intervention, and, finally, its dosing. We reviewed DTx studies to explore how the field is approaching these topics and to better characterize the challenges associated with them. This leads us to emphasize the role that the application of clinical pharmacology principles could play in the development of DTx and to advocate for a development approach that merges such principles from development of traditional therapeutics with important considerations from the highly attractive and fast-paced world of digital solutions.
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Affiliation(s)
- Benjamin Ribba
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Richard Peck
- Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
- Department of Pharmacology and Therapeutics, University of Liverpool, Liverpool, UK
| | - Lucy Hutchinson
- Roche Information Solutions, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Imein Bousnina
- Genentech, A Member of the Roche Group, Washington, DC, USA
| | - Dario Motti
- Roche Information Solutions, F. Hoffmann-La Roche Ltd., Basel, Switzerland
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18
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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: 6] [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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19
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Sun TH, Yeom JW, Choi KY, Kim JL, Lee HJ, Kim HJ, Cho CH. Potential effectiveness of digital therapeutics specialized in executive functions as adjunctive treatment for clinical symptoms of attention-deficit/hyperactivity disorder: a feasibility study. Front Psychiatry 2023; 14:1169030. [PMID: 37547212 PMCID: PMC10397734 DOI: 10.3389/fpsyt.2023.1169030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Accepted: 07/04/2023] [Indexed: 08/08/2023] Open
Abstract
Introduction The role of digital therapeutics (DTx) in the effective management of attention deficit/hyperactivity disorder (ADHD) is beginning to gain clinical attention. Therefore, it is essential to verify their potential efficacy. Method We aimed to investigate the improvement in the clinical symptoms of ADHD by using DTx AimDT01 (NUROW) (AIMMED Co., Ltd., Seoul, Korea) specialized in executive functions. NUROW, which consists of Go/No-go Task- and N-Back/Updating-based training modules and a personalized adaptive algorithm system that adjusts the difficulty level according to the user's performance, was implemented on 30 Korean children with ADHD aged 6 to 12 years. The children were instructed to use the DTx for 15 min daily for 4 weeks. The Comprehensive attention test (CAT) and Childhood Behavior Checklist (CBCL) were used to assess the children at baseline and endpoint. In contrast, the ADHD-Rating Scale (ARS) and PsyToolkit were used weekly and followed up at 1 month, for any sustained effect. Repeated measures ANOVA was used to identify differences between the participants during visits, while t-tests and Wilcoxon signed-rank tests were used to identify changes before and after the DTx. Results We included 27 participants with ADHD in this analysis. The ARS inattention (F = 4.080, p = 0.010), hyperactivity (F = 5.998. p < 0.001), and sum (F = 5.902, p < 0.001) significantly improved. After applying NUROW, internalized (t = -3.557, p = 0.001, 95% CI = -3.682--0.985), other (Z = -3.434, p = 0.001, effect size = -0.661), and sum scores (t = -3.081, p = 0.005, 95% CI = -10.126--2.022) were significantly changed in the CBCL. The overall effect was confirmed in the ARS sustained effect analysis even after 1 month of discontinuing the DTx intervention. Discussion According to caregivers, the findings indicate that DTx holds potential effect as an adjunctive treatment in children with ADHD, especially in subjective clinical symptoms. Future studies will require detailed development and application targeting specific clinical domains using DTx with sufficient sample sizes.Clinical trial registration: KCT0007579.
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Affiliation(s)
- Tai Hui Sun
- Department of Psychiatry, Korea University Anam Hospital, Seoul, Republic of Korea
- Department of Psychiatry, Korea University College of Medicine, Seoul, Republic of Korea
| | - Ji Won Yeom
- Department of Psychiatry, Korea University Anam Hospital, Seoul, Republic of Korea
- Department of Psychiatry, Korea University College of Medicine, Seoul, Republic of Korea
| | - Kwang-Yeon Choi
- Department of Psychiatry, Chungnam National University College of Medicine, Daejeon, Republic of Korea
| | - Jeong-Lan Kim
- Department of Psychiatry, Chungnam National University College of Medicine, Daejeon, Republic of Korea
| | - Heon-Jeong Lee
- Department of Psychiatry, Korea University Anam Hospital, Seoul, Republic of Korea
- Department of Psychiatry, Korea University College of Medicine, Seoul, Republic of Korea
| | - Hyun-Jin Kim
- Department of Psychiatry, Chungnam National University College of Medicine, Daejeon, Republic of Korea
| | - Chul-Hyun Cho
- Department of Psychiatry, Korea University Anam Hospital, Seoul, Republic of Korea
- Department of Psychiatry, Korea University College of Medicine, Seoul, Republic of Korea
- Department of Biomedical Informatics, Korea University College of Medicine, Seoul, Republic of Korea
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20
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Abstract
As a new therapeutic technique based on digital technology, the commercialization and clinical application of digital therapeutics (DTx) are increasing, and the demand for expansion to new clinical fields is remarkably high. However, the use of DTx as a general medical component is still ambiguous, and this ambiguity may be owing to a lack of consensus on a definition, in addition to insufficiencies in research and development, clinical trials, standardization of regulatory frameworks, and technological maturity. In this study, we conduct an in-depth investigation and analysis of definitions, clinical trials, commercial products, and the regulatory status related to DTx using published literature, ClinicalTrials.gov, and web pages of regulatory and private organizations in several countries. Subsequently, we suggest the necessity and considerations for international agreements on the definition and characteristics of DTx, focusing on the commercialization characteristics. In addition, we discuss the status and considerations of clinical research, key technology factors, and the direction of regulatory developments. In conclusion, for the successful settlement of DTx, real-world evidence-based validation should be strengthened by establishing a cooperative system between researchers, manufacturers, and governments, and there should be effective technologies and regulatory systems for overcoming engagement barriers of DTx.
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Affiliation(s)
- Changwon Wang
- Biomedical Engineering Research Center, Asan Medical Center, Seoul, 05505, Republic of Korea
| | - Chungkeun Lee
- Digital Health Devices Division, Medical Device Evaluation Department, National Institute of Food and Drug Evaluation, Ministry of Food and Drug Safety, Osong, 28159, Republic of Korea
| | - Hangsik Shin
- Department of Digital Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, 05505, Republic of Korea.
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Manchanda N, Aggarwal A, Setya S, Talegaonkar S. Digital Intervention For The Management Of Alzheimer's Disease. Curr Alzheimer Res 2023; 19:CAR-EPUB-129308. [PMID: 36744687 DOI: 10.2174/1567205020666230206124155] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Revised: 01/08/2023] [Accepted: 01/12/2023] [Indexed: 02/07/2023]
Abstract
Alzheimer's disease (AD) is a progressive, multifactorial, chronic, neurodegenerative disease with high prevalence and limited therapeutic options, making it a global health crisis. Being the most common cause of dementia, AD erodes the cognitive, functional, and social abilities of the individual and causes escalating medical and psychosocial needs. As yet, this disorder has no cure and current treatment options are palliative in nature. There is an urgent need for novel therapy to address this pressing challenge. Digital therapeutics (Dtx) is one such novel therapy that is gaining popularity globally. Dtx provides evidence based therapeutic interventions driven by internet and software, employing tools such as mobile devices, computers, videogames, apps, sensors, virtual reality aiding in the prevention, management, and treatment of ailments like neurological abnormalities and chronic diseases. Dtx acts as a supportive tool for the optimization of patient care, individualized treatment and improved health outcomes. Dtx uses visual, sound and other non-invasive approaches for instance-consistent therapy, reminiscence therapy, computerised cognitive training, semantic and phonological assistance devices, wearables and computer-assisted rehabilitation environment to find applications in Alzheimer's disease for improving memory, cognition, functional abilities and managing motor symptom. A few of the Dtx-based tools employed in AD include "Memory Matters", "AlzSense", "Alzheimer Assistant", "smart robotic dog", "Immersive virtual reality (iVR)" and the most current gamma stimulation. The purpose of this review is to summarize the current trends in digital health in AD and explore the benefits, challenges, and impediments of using Dtx as an adjunctive therapy for the management of AD.
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Affiliation(s)
- Namish Manchanda
- School of Pharmaceutical Sciences, Delhi Pharmaceutical Sciences & Research University, Govt. of NCT of Delhi, New Delhi-110017, India
| | - Akanksha Aggarwal
- Delhi Institute of Pharmaceutical Sciences And Research, Delhi Pharmaceutical Sciences & Research University, Govt. of NCT of Delhi, New Delhi-110017, India
| | - Sonal Setya
- Department of Pharmacy Practice, SGT College of Pharmacy, SGT University, Gurugram, Haryana-122505, India
| | - Sushama Talegaonkar
- School of Pharmaceutical Sciences, Delhi Pharmaceutical Sciences & Research University, Govt. of NCT of Delhi, New Delhi-110017, India
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