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Ferreira J, Peixoto R, Lopes L, Beniczky S, Ryvlin P, Conde C, Claro J. User involvement in the design and development of medical devices in epilepsy: A systematic review. Epilepsia Open 2024; 9:2087-2100. [PMID: 39324505 PMCID: PMC11633715 DOI: 10.1002/epi4.13038] [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: 02/16/2024] [Revised: 07/27/2024] [Accepted: 08/13/2024] [Indexed: 09/27/2024] Open
Abstract
OBJECTIVE This systematic review aims to describe the involvement of persons with epilepsy (PWE), healthcare professionals (HP) and caregivers (CG) in the design and development of medical devices is epilepsy. METHODS A systematic review was conducted, adhering to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Eligibility criteria included peer-reviewed research focusing on medical devices for epilepsy management, involving users (PWE, CG, and HP) during the MDD process. Searches were performed on PubMed, Web of Science, and Scopus, and a total of 55 relevant articles were identified and reviewed. RESULTS From 1999 to 2023, there was a gradual increase in the number of publications related to user involvement in epilepsy medical device development (MDD), highlighting the growing interest in this field. The medical devices involved in these studies encompassed a range of seizure detection tools, healthcare information systems, vagus nerve stimulation (VNS) and electroencephalogram (EEG) technologies reflecting the emphasis on seizure detection, prediction, and prevention. PWE and CG were the primary users involved, underscoring the importance of their perspectives. Surveys, usability testing, interviews, and focus groups were the methods used for capturing user perspectives. User involvement occurs in four out of the five stages of MDD, with production being the exception. SIGNIFICANCE User involvement in the MDD process for epilepsy management is an emerging area of interest holding a significant promise for improving device quality and patient outcomes. This review highlights the need for broader and more effective user involvement, as it currently lags in the development of commercially available medical devices for epilepsy management. Future research should explore the benefits and barriers of user involvement to enhance medical device technologies for epilepsy. PLAIN LANGUAGE SUMMARY This review covers studies that have involved users in the development process of medical devices for epilepsy. The studies reported here have focused on getting input from people with epilepsy, their caregivers, and healthcare providers. These devices include tools for detecting seizures, stimulating nerves, and tracking brain activity. Most user feedback was gathered through surveys, usability tests, interviews, and focus groups. Users were involved in nearly every stage of device development except production. The review highlights that involving users can improve device quality and patient outcomes, but more effective involvement is needed in commercial device development. Future research should focus on the benefits and challenges of user involvement.
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Affiliation(s)
- João Ferreira
- Faculty of EngineeringUniversity of PortoPortoPortugal
- Biostrike Unipessoal LdaPortoPortugal
| | - Ricardo Peixoto
- Faculty of EngineeringUniversity of PortoPortoPortugal
- Biostrike Unipessoal LdaPortoPortugal
| | - Lígia Lopes
- Faculty of EngineeringUniversity of PortoPortoPortugal
- FBAUP—Faculty of Fine ArtsUniversity of PortoPortoPortugal
| | - Sándor Beniczky
- Department of Clinical NeurophysiologyAarhus University HospitalAarhusDenmark
- Department of Clinical MedicineAarhus UniversityAarhusDenmark
- Department of Clinical NeurophysiologyDanish Epilepsy CenterDianalundDenmark
| | - Philippe Ryvlin
- Department of Clinical NeurosciencesLausanne University HospitalLausanneSwitzerland
| | - Carlos Conde
- i3S, Instituto de Investigação e Inovação Em SaúdeUniversity of PortoPortoPortugal
- School of Medicine and Biomedical SciencesUniversity of PortoPortoPortugal
- Institute for Molecular and Cell BiologyUniversity of PortoPortoPortugal
| | - João Claro
- Faculty of EngineeringUniversity of PortoPortoPortugal
- INESC TECPortoPortugal
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Wang X, Xu H, Zhang Y, Zeng J, Liu C, Luo R, Zhong H, Cai W, Li L, Gu J. Exploring the relationship between illness perception, self-management and quality of life among HIV-positive men who have sex with men. J Adv Nurs 2024; 80:4963-4973. [PMID: 38712981 DOI: 10.1111/jan.16194] [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: 11/23/2023] [Revised: 03/15/2024] [Accepted: 04/06/2024] [Indexed: 05/08/2024]
Abstract
AIMS This study aimed to explore the mediating effect of self-management (SM) on the relationship between illness perception and quality of life (QOL) among Human immunodeficiency virus (HIV)-positive men who have sex with men (MSM). DESIGN A cross-sectional study. METHODS We explored the effect of illness perception and self-management on QOL using the multiple regression model. Moreover, we conducted a simple mediation analysis to examine the role of SM in the relationship between illness perception and QOL. In addition, a parallel mediation analysis was performed to investigate the differences in domains of SM on the relationship between illness perception and QOL. RESULTS Among 300 Chinese HIV-positive MSM, the mean score of SM was 39.9 ± 6.97, with a range of 14.0-54.0. The higher score in SM indicated a higher level of HIV SM. SM was negatively related to illness perception (r = -0.47) while positively related to QOL (r = 0.56). SM partially mediated the relationship between illness perception and QOL, accounting for 25.3% of the total effect. Specifically, both daily self-management health practices and the chronic nature of the self-management domain played a parallel role in mediating the relationship between illness perception and QOL. CONCLUSION Our study demonstrated that SM was a significant factor influencing QOL among HIV-positive MSM. Focusing on daily self-management health practices and the chronic nature of self-management could be the potential key targets for enhancing HIV self-management strategies. IMPLICATIONS FOR THE PROFESSION AND/OR PATIENT CARE This study emphasized the role of SM in the well-being of HIV-positive MSM and underscored the importance of developing interventions that integrate SM strategies to improve QOL in this population. PATIENT OR PUBLIC CONTRIBUTION No patient or public contribution.
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Affiliation(s)
- Xu Wang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - He Xu
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yao Zhang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Jing Zeng
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Cong Liu
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Rui Luo
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Haidan Zhong
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Weiping Cai
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Linghua Li
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Jing Gu
- School of Public Health, Sun Yat-sen University, Guangzhou, China
- Sun Yat-sen University Global Health Institute, School of Public Health, Institute of State Governance, Sun Yat-sen University, Guangzhou, China
- Center for Health Information Research, Sun Yat-sen University, Guangzhou, China
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Ferreira J, França M, Rei M, Peixoto R, Armand Larsen S, Bernini A, Lopes L, Conde C, Claro J. Towards user-centered design of medical devices for SUDEP prediction and prevention: Insights from persons with epilepsy and caregivers. Epilepsy Behav 2024; 161:110034. [PMID: 39306979 DOI: 10.1016/j.yebeh.2024.110034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 08/30/2024] [Accepted: 09/01/2024] [Indexed: 01/05/2025]
Abstract
OBJECTIVES As epilepsy management medical devices emerge as potential technological solutions for prediction and prevention of sudden death in epilepsy (SUDEP), there is a gap in understanding the features and priorities that should be included in the design of these devices. This study aims to bridge the gap between current technology and emerging needs by leveraging insights from persons with epilepsy (PWE) and caregivers (CG) on current epilepsy management devices and understanding how SUDEP awareness influences preferences and design considerations for potential future solutions. METHODS Two cross-sectional surveys were designed to survey PWE and CG on medical device design features, SUDEP awareness, and participation in medical device research. Data analysis included both qualitative thematic analysis and quantitative statistical analysis. RESULTS The survey revealed that among 284 responses, CG were more aware of SUDEP than PWE. Comfort was identified as the primary concern regarding wearable medical devices for epilepsy management with significant differences between PWE and CG regarding acceptance and continuous use preferences. The thematic analysis identified integration with daily life, aesthetic and emotional resonance, adaptability to seizure characteristics, and user-centric design specifications as crucial factors to be considered for enhanced medical device adoption. The integration of a companion app is seen as an important tool to enhance communication and data sharing. DISCUSSION This study reveals that while SUDEP awareness can promote the development of future SUDEP predictive and preventive medical devices, these should be designed to mitigate its impact on daily life and anxiety of both PWE and CG. Comfort and acceptance are seen as key priorities to support continuous use and are seen as a technical requirement of future medical devices for SUDEP prediction and prevention. Widespread adoption requires these technologies to be customizable to adapt to different lifestyles and social situations. A holistic approach should be used in the design of future medical devices to capture several dimensions of PWE and CG epilepsy management journey and uphold communication between healthcare professionals, PWE and CG. CONCLUSION Data from this study highlight the importance of considering user preferences and experiences in the design of epilepsy management medical devices with potential applicability for SUDEP prediction and prevention. By employing user-centered design methods this research provides valuable insights to inform the development of future SUDEP prediction and prevention devices.
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Affiliation(s)
- João Ferreira
- Faculty of Engineering, University of Porto, Porto, Portugal; Biostrike Unipessoal Lda, Porto, Portugal.
| | - Miguel França
- i3S - Instituto de Investigação e Inovação em Saúde, University of Porto, Porto, Portugal
| | - Mariana Rei
- Faculty of Nutrition and Food Sciences, University of Porto, Porto, Portugal; EPIUnit - Epidemiology Research Unit, Institute of Public Health, University of Porto, Porto, Portugal; ITR - Laboratory for Integrative and Translational Research in Population Health, University of Porto, Porto, Portugal
| | - Ricardo Peixoto
- Faculty of Engineering, University of Porto, Porto, Portugal; Biostrike Unipessoal Lda, Porto, Portugal
| | - Sidsel Armand Larsen
- Department of Clinical Neurophysiology, Danish Epilepsy Centre, Dianalund, Denmark
| | - Adriano Bernini
- Department of Clinical Neurosciences, Lausanne University Hospital (CHUV), University of Lausanne, Rue du Bugnon 46, 1005 Lausanne, Switzerland
| | - Lígia Lopes
- Faculty of Engineering, University of Porto, Porto, Portugal; FBAUP - Faculty of Fine Arts, University of Porto, Porto, Portugal
| | - Carlos Conde
- i3S - Instituto de Investigação e Inovação em Saúde, University of Porto, Porto, Portugal; ICBAS - School of Medicine and Biomedical Sciences, University of Porto, Porto, Portugal; Institute for Molecular and Cell Biology, University of Porto, Porto, Portugal.
| | - João Claro
- Faculty of Engineering, University of Porto, Porto, Portugal; INESC TEC, Porto, Portugal.
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Meyer B, Betz LT, Brückner K, Holtkamp M. Enhancing quality of life in epilepsy with a digital intervention (emyna): Results of the ELAINE randomized controlled trial. Epilepsia Open 2024; 9:1758-1771. [PMID: 39167060 PMCID: PMC11450619 DOI: 10.1002/epi4.13014] [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: 03/20/2024] [Revised: 05/23/2024] [Accepted: 06/17/2024] [Indexed: 08/23/2024] Open
Abstract
OBJECTIVE Despite the availability of pharmacological treatment for seizures, people with epilepsy (PwE) commonly experience impairments in quality of life (QoL). Given the limited access to psychosocial treatments for PwE, digital interventions could bridge treatment gaps and help improve QoL. The objective of this study was to examine the effectiveness of emyna, a fully automated digital intervention based on cognitive behavioral therapy (CBT) techniques, in improving health-related QoL among PwE who reported impairments in QoL. A previous trial showed that emyna was effective in improving depressive symptoms among PwE with a comorbid depressive disorder, but its effects on QoL among PwE without comorbid depression remain unknown. METHODS A pragmatic randomized controlled trial was conducted with N = 438 PwE (mean age = 37.5, 70.3% women, physician-verified diagnoses) who were assigned to the intervention group (n = 216), which used emyna alongside treatment as usual (TAU), or the control group (n = 222), which received TAU only. QoL and secondary outcomes such as general self-efficacy, medication adherence, general distress, and epilepsy-related work and social adjustment were assessed at baseline, 3 months, and 6 months. The primary outcome was QoL assessed with the Quality of Life in Epilepsy [QOLIE-31] total score at 3 months post-randomization. RESULTS Findings from the intent-to-treat analyses showed that after 3 months, participants in the intervention group experienced significant and clinically relevant improvements in health-related QoL compared to the control group (baseline-adjusted group difference = 4.5; 95% CI = [2.0, 6.9], p < 0.001; Cohen's d = 0.32). Effects on secondary outcomes did not reach statistical significance. SIGNIFICANCE This study extends previous research by demonstrating that emyna facilitates improvements in QoL in a diverse group of PwE treated in routine care settings. This CBT-based digital intervention therefore presents a convenient and cost-effective addition to healthcare providers' treatment repertoire. PLAIN LANGUAGE SUMMARY In our study, we tested a digital program called emyna, which conveys cognitive behavioral therapy (CBT) techniques to help improve the quality of life for people living with epilepsy. We found that those who used emyna alongside their usual treatments felt better about their quality of life compared to those who did not use the program. Emyna offers a new, convenient way for people with epilepsy to manage their condition, which can be used alongside currently available treatments.
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Affiliation(s)
- Björn Meyer
- Research & Development DepartmentGAIA GroupHamburgGermany
| | - Linda T. Betz
- Research & Development DepartmentGAIA GroupHamburgGermany
| | - Katja Brückner
- Department of Neurology and Epileptology, Epilepsy Center HamburgEvangelical Hospital AlsterdorfHamburgGermany
| | - Martin Holtkamp
- Department of Neurology, Epilepsy‐Center Berlin‐BrandenburgCharité‐Universitätsmedizin BerlinBerlinGermany
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Catania J, Beaver S, Kamath RS, Worthington E, Lu M, Gandhi H, Waters HC, Malone DC. Evaluation of Digital Mental Health Technologies in the United States: Systematic Literature Review and Framework Synthesis. JMIR Ment Health 2024; 11:e57401. [PMID: 39213023 PMCID: PMC11399741 DOI: 10.2196/57401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 06/20/2024] [Accepted: 06/21/2024] [Indexed: 09/04/2024] Open
Abstract
BACKGROUND Digital mental health technologies (DMHTs) have the potential to enhance mental health care delivery. However, there is little information on how DMHTs are evaluated and what factors influence their use. OBJECTIVE A systematic literature review was conducted to understand how DMHTs are valued in the United States from user, payer, and employer perspectives. METHODS Articles published after 2017 were identified from MEDLINE, Embase, PsycINFO, Cochrane Library, the Health Technology Assessment Database, and digital and mental health congresses. Each article was evaluated by 2 independent reviewers to identify US studies reporting on factors considered in the evaluation of DMHTs targeting mental health, Alzheimer disease, epilepsy, autism spectrum disorder, or attention-deficit/hyperactivity disorder. Study quality was assessed using the Critical Appraisal Skills Program Qualitative and Cohort Studies Checklists. Studies were coded and indexed using the American Psychiatric Association's Mental Health App Evaluation Framework to extract and synthesize relevant information, and novel themes were added iteratively as identified. RESULTS Of the 4353 articles screened, data from 26 unique studies from patient, caregiver, and health care provider perspectives were included. Engagement style was the most reported theme (23/26, 88%), with users valuing DMHT usability, particularly alignment with therapeutic goals through features including anxiety management tools. Key barriers to DMHT use included limited internet access, poor technical literacy, and privacy concerns. Novel findings included the discreetness of DMHTs to avoid stigma. CONCLUSIONS Usability, cost, accessibility, technical considerations, and alignment with therapeutic goals are important to users, although DMHT valuation varies across individuals. DMHT apps should be developed and selected with specific user needs in mind.
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Affiliation(s)
| | | | | | | | - Minyi Lu
- Otsuka Pharmaceutical Development & Commercialization Inc, Princeton, NJ, United States
| | - Hema Gandhi
- Otsuka Pharmaceutical Development & Commercialization Inc, Princeton, NJ, United States
| | - Heidi C Waters
- Otsuka Pharmaceutical Development & Commercialization Inc, Princeton, NJ, United States
| | - Daniel C Malone
- Department of Pharmacotherapy, Skaggs College of Pharmacy, University of Utah, Salt Lake City, UT, United States
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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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Leschallier De Lisle G, Oudin A, Bourla A, Ferreri F, Mouchabac S. Musicotherapy mobile applications: what level of evidence and potential role in psychiatric care? A systematic review. Front Psychiatry 2024; 15:1366575. [PMID: 38911704 PMCID: PMC11190819 DOI: 10.3389/fpsyt.2024.1366575] [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: 01/08/2024] [Accepted: 05/08/2024] [Indexed: 06/25/2024] Open
Abstract
Context In our times of smartphone ubiquity, mobile applications are an inescapable daily life tool, including in health care. Music therapy has already proven its worth, notably in mental health. Hence, we were interested in the mobile app format for this type of therapy, its level of evidence, how to use it in daily psychiatric care and the leads for future research and innovation. Method This study carries out a systematic review of scientific literature of this topic on two search engines, PubMed and PubPsych, using these key-words: [(web-application) OR (web-app) OR (smartphone) OR (apps) OR (app)) AND ((music) OR (music therapy) OR (melody)]. Outcome Out of a total of 282 studies found by keyword, 31 are included in this review. Several outcomes emerge. These studies relate to existing applications like Music Care, Calm or Unwind, on application prototypes or a potential use of music streaming applications on health care. They involve many different populations and clinical situations, including in hospital environments, for patients with chronic illnesses, different age ranges or for the general population. These musical interventions show a significant effect mainly for anxious symptoms, but also for depression, sleep disorders, pain and other psychiatric or psycho-somatic syndromes. These applications have no significant adverse effects. Conclusion This review shows that music therapy apps have several potentials for improving mental health care. It could assist psychiatric usual care and could potentially lower medication intake. Nevertheless, the studies on the topic are limited and recent but they open prospects for future research.
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Affiliation(s)
- Gaëtan Leschallier De Lisle
- Sorbonne Université, ICRIN Psychiatry (Infrastructure of Clinical Research In Neurosciences - Psychiatry), Brain Institute (Institut du Cerveau et de la Moëlle (ICM)), Institut national de la santé et de la recherche médicale (INSERM), Centre national de la recherche scientifique (CNRS), Paris, France
| | - Antoine Oudin
- Sorbonne Université, ICRIN Psychiatry (Infrastructure of Clinical Research In Neurosciences - Psychiatry), Brain Institute (Institut du Cerveau et de la Moëlle (ICM)), Institut national de la santé et de la recherche médicale (INSERM), Centre national de la recherche scientifique (CNRS), Paris, France
| | - Alexis Bourla
- Sorbonne Université, ICRIN Psychiatry (Infrastructure of Clinical Research In Neurosciences - Psychiatry), Brain Institute (Institut du Cerveau et de la Moëlle (ICM)), Institut national de la santé et de la recherche médicale (INSERM), Centre national de la recherche scientifique (CNRS), Paris, France
- Department of Psychiatry, Saint-Antoine Hospital, Sorbonne University, Paris, France
- Clariane, Medical Strategy and Innovation Department, Paris, France
- Research Department, NeuroStim Psychiatry Practice, Paris, France
| | - Florian Ferreri
- Sorbonne Université, ICRIN Psychiatry (Infrastructure of Clinical Research In Neurosciences - Psychiatry), Brain Institute (Institut du Cerveau et de la Moëlle (ICM)), Institut national de la santé et de la recherche médicale (INSERM), Centre national de la recherche scientifique (CNRS), Paris, France
- Department of Psychiatry, Saint-Antoine Hospital, Sorbonne University, Paris, France
| | - Stephane Mouchabac
- Sorbonne Université, ICRIN Psychiatry (Infrastructure of Clinical Research In Neurosciences - Psychiatry), Brain Institute (Institut du Cerveau et de la Moëlle (ICM)), Institut national de la santé et de la recherche médicale (INSERM), Centre national de la recherche scientifique (CNRS), Paris, France
- Department of Psychiatry, Saint-Antoine Hospital, Sorbonne University, Paris, France
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Biskupiak Z, Ha VV, Rohaj A, Bulaj G. Digital Therapeutics for Improving Effectiveness of Pharmaceutical Drugs and Biological Products: Preclinical and Clinical Studies Supporting Development of Drug + Digital Combination Therapies for Chronic Diseases. J Clin Med 2024; 13:403. [PMID: 38256537 PMCID: PMC10816409 DOI: 10.3390/jcm13020403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 01/08/2024] [Accepted: 01/09/2024] [Indexed: 01/24/2024] Open
Abstract
Limitations of pharmaceutical drugs and biologics for chronic diseases (e.g., medication non-adherence, adverse effects, toxicity, or inadequate efficacy) can be mitigated by mobile medical apps, known as digital therapeutics (DTx). Authorization of adjunct DTx by the US Food and Drug Administration and draft guidelines on "prescription drug use-related software" illustrate opportunities to create drug + digital combination therapies, ultimately leading towards drug-device combination products (DTx has a status of medical devices). Digital interventions (mobile, web-based, virtual reality, and video game applications) demonstrate clinically meaningful benefits for people living with Alzheimer's disease, dementia, rheumatoid arthritis, cancer, chronic pain, epilepsy, depression, and anxiety. In the respective animal disease models, preclinical studies on environmental enrichment and other non-pharmacological modalities (physical activity, social interactions, learning, and music) as surrogates for DTx "active ingredients" also show improved outcomes. In this narrative review, we discuss how drug + digital combination therapies can impact translational research, drug discovery and development, generic drug repurposing, and gene therapies. Market-driven incentives to create drug-device combination products are illustrated by Humira® (adalimumab) facing a "patent-cliff" competition with cheaper and more effective biosimilars seamlessly integrated with DTx. In conclusion, pharma and biotech companies, patients, and healthcare professionals will benefit from accelerating integration of digital interventions with pharmacotherapies.
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Affiliation(s)
- Zack Biskupiak
- Department of Medicinal Chemistry, College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA
| | - Victor Vinh Ha
- Department of Medicinal Chemistry, College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA
| | - Aarushi Rohaj
- Department of Medicinal Chemistry, College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA
- The Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT 84113, USA
| | - Grzegorz Bulaj
- Department of Medicinal Chemistry, College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA
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Khoshkangin A, Agha Seyyed Esmaeil Amiri FS, Ghaddaripouri K, Noroozi N, Mazaheri Habibi MR. Investigating the role of mobile health in epilepsy management: A systematic review. JOURNAL OF EDUCATION AND HEALTH PROMOTION 2023; 12:304. [PMID: 38023071 PMCID: PMC10670869 DOI: 10.4103/jehp.jehp_1188_22] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 10/26/2022] [Indexed: 12/01/2023]
Abstract
Epilepsy is the most common chronic neurologic disease which is characterized by recurrent attacks of headache after seizure. Researches show that self-management is an important factor in improving the quality of life and quality of care of people affected by epilepsy. Mobile phone technologies play a potential role in patient care assistance and treatment of epilepsy. This systematic review was conducted with an aim to study the role of mobile health in the management of epilepsy. This study was conducted by searching databases such as PubMed, Scopus, Web of Science, and Google scholar search engines using the following keywords: "m-health," "mobile health," "Telemedicine," "Mobile Application," "Smartphone," "epilepsy," and "epilepsy management." Articles published from January 1, 1990 to September 1, 2021 were searched. Inclusion criteria included all articles published in English with a focus on the role of mHealth in the management of epilepsy. Review articles and studies that were not about patients were omitted. In this study, of a total of 4225 retrieved articles, 10 studies met the full-text inclusion criteria. Three types of researches (30%) were done in the USA, five studies (50%) were conducted as randomized controlled trials, and eight articles (80%) had the highest quality. Among the considered articles, three articles (30%) were engaged in training users in epilepsy management. Five articles (50%) reported improvement in seizure control in patients with epilepsy and two articles (20%) did not report any significant improvement. Mobile technologies have a promising role in providing health assessment, education, and other services for patients, and they also help in controlling seizures attack and improvement of epilepsy management. These technologies enjoy great attractiveness, and utilizing them will lead to patient satisfaction.
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Affiliation(s)
- Atefeh Khoshkangin
- Department of Health Information Technology, Varastegan Institute for Medical Sciences, Mashhad, Iran
- Department of Medical Informatics, School of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | | | - Kosar Ghaddaripouri
- Department of Health Information Technology, Varastegan Institute for Medical Sciences, Mashhad, Iran
| | - Navid Noroozi
- Faculty of Computer Science and Engineering, Shahid Beheshti University, Tehran, Iran
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10
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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: 16] [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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11
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Rohaj A, Bulaj G. Digital Therapeutics (DTx) Expand Multimodal Treatment Options for Chronic Low Back Pain: The Nexus of Precision Medicine, Patient Education, and Public Health. Healthcare (Basel) 2023; 11:1469. [PMID: 37239755 PMCID: PMC10218553 DOI: 10.3390/healthcare11101469] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Revised: 04/25/2023] [Accepted: 05/16/2023] [Indexed: 05/28/2023] Open
Abstract
Digital therapeutics (DTx, software as a medical device) provide personalized treatments for chronic diseases and expand precision medicine beyond pharmacogenomics-based pharmacotherapies. In this perspective article, we describe how DTx for chronic low back pain (CLBP) can be integrated with pharmaceutical drugs (e.g., NSAIDs, opioids), physical therapy (PT), cognitive behavioral therapy (CBT), and patient empowerment. An example of an FDA-authorized DTx for CLBP is RelieVRx, a prescription virtual reality (VR) app that reduces pain severity as an adjunct treatment for moderate to severe low back pain. RelieVRx is an immersive VR system that delivers at-home pain management modalities, including relaxation, self-awareness, pain distraction, guided breathing, and patient education. The mechanism of action of DTx is aligned with recommendations from the American College of Physicians to use non-pharmacological modalities as the first-line therapy for CLBP. Herein, we discuss how DTx can provide multimodal therapy options integrating conventional treatments with exposome-responsive, just-in-time adaptive interventions (JITAI). Given the flexibility of software-based therapies to accommodate diverse digital content, we also suggest that music-induced analgesia can increase the clinical effectiveness of digital interventions for chronic pain. DTx offers opportunities to simultaneously address the chronic pain crisis and opioid epidemic while supporting patients and healthcare providers to improve therapy outcomes.
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Affiliation(s)
- Aarushi Rohaj
- The Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT 84112, USA
- Department of Medicinal Chemistry, L.S. Skaggs College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA
| | - Grzegorz Bulaj
- Department of Medicinal Chemistry, L.S. Skaggs College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA
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12
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Wang C, Lee C, Shin H. Digital therapeutics from bench to bedside. NPJ Digit Med 2023; 6:38. [PMID: 36899073 PMCID: PMC10006069 DOI: 10.1038/s41746-023-00777-z] [Citation(s) in RCA: 58] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 02/14/2023] [Indexed: 03/12/2023] Open
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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13
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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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14
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Huntsman JL, Bulaj G. Health education via "empowerment" digital marketing of consumer products and services: Promoting therapeutic benefits of self-care for depression and chronic pain. Front Public Health 2023; 10:949518. [PMID: 36703812 PMCID: PMC9871258 DOI: 10.3389/fpubh.2022.949518] [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: 05/21/2022] [Accepted: 12/13/2022] [Indexed: 01/12/2023] Open
Abstract
Increasing health care costs and high economic burden exemplify the impact of chronic diseases on public health. Multifaceted approaches to treating chronic diseases include pharmaceutical drugs, digital therapeutics, and lifestyle medicine. Chronic diseases are largely preventable, and health promotion yields positive outcomes. However, despite positive return on investment (ROI) and cost-to-benefit ratio (CBR) for health promotion (median ROI 2.2, median CBR 14.4), commercial marketing of healthy lifestyles and self-care is limited. The objective of this perspective article is to discuss how digital marketing of consumer goods and services that support therapeutic self-care can also bridge public health and for-profit interests. We describe how "empowerment" marketing campaigns can provide evidence-based associations between products/services and self-care benefits for people living with chronic pain and depression. Such a "health education as marketing" strategy is illustrated by educational ads describing how contact with nature, music, and yoga can improve chronic pain and reduce depressive symptoms. Creating associations between health-related benefits of these activities with products (outdoor and yoga apparel, audio equipment) and services (music streaming services, music mobile apps, eco-tourism, yoga studios) that support them expand their value proposition, thus incentivizing profit-driven companies to engage in public health campaigns. Long-term success of companies that incorporate evidence-based health education as marketing and branding strategies will depend on following ethical considerations and advertising guidelines defined by consumer protection regulatory agencies, such as the Federal Trade Commission (FTC). In conclusion, integration of health education about self-care and commercial marketing can support health care outcomes and disease prevention.
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Affiliation(s)
| | - Grzegorz Bulaj
- OMNI Self-care, LLC, Salt Lake City, UT, United States,L. S. Skaggs College of Pharmacy, University of Utah, Salt Lake City, UT, United States,*Correspondence: Grzegorz Bulaj ✉
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15
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Zöllner JP, Noda AH, McCoy J, Schulz J, Tsalouchidou PE, Langenbruch L, Kovac S, Knake S, von Podewils F, Hamacher M, Mann C, Leyer AC, van Alphen N, Schubert-Bast S, Rosenow F, Strzelczyk A. Use of Health-Related Apps and Telehealth in Adults with Epilepsy in Germany: A Multicenter Cohort Study. Telemed J E Health 2022; 29:540-550. [PMID: 35984859 DOI: 10.1089/tmj.2022.0238] [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: 11/13/2022] Open
Abstract
Background: Telehealth can improve the treatment of chronic disorders, such as epilepsy. Telehealth prevalence and use increased during the coronavirus disease 2019 (COVID-19) pandemic. However, familiarity with and use of telehealth and health-related mobile applications (apps) by persons with epilepsy remain unknown. Methods: We investigated telehealth use, demographics, and clinical variables within the multicenter Epi2020 cross-sectional study. Between October and December 2020, adults with epilepsy completed a validated questionnaire, including individual questions regarding knowledge and use of apps and telehealth. Results: Of 476 included individuals (58.2% women; mean age 40.2 ± 15.4 years), 41.6% reported using health-related apps. Health apps were used more frequently (pedometer 32.1%, exercise app 17.6%) than medical apps (health insurance 15.1%, menstrual apps 12.2%) or apps designed for epilepsy (medication reminders 10.3%, seizure calendars 4.6%). Few used seizure detectors (i.e., apps as medical devices 1.9%) or mobile health devices (fitness bracelet 11.3%). A majority (60.9%) had heard the term telehealth, 78.6% of whom had a positive view. However, only 28.6% had a concrete idea of telehealth, and only 16.6% reported personal experience with telehealth. A majority (55%) would attend a teleconsultation follow-up, and 41.2% would in a medical emergency. Data privacy and availability were considered equally important by 50.8%, 21.8% considered data privacy more important, and 20.2% considered data availability more important. Current health-related app use was independently associated with younger age (p = 0.003), higher education (p < 0.001), and subjective COVID-19-related challenges (p = 0.002). Persistent seizure occurrence (vs. seizure freedom ≥12 months) did not affect willingness to use teleconsultations on multivariable logistic regression analysis. Conclusions: Despite positive telehealth views, few persons with epilepsy in Germany are familiar with specific apps or services. Socioeconomic factors influence telehealth use more than baseline epilepsy characteristics. Telehealth education and services should target socioeconomically disadvantaged individuals to reduce the digital care gap. German Clinical Trials Register (DRKS00022024; Universal Trial Number: U1111-1252-5331).
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Affiliation(s)
- Johann Philipp Zöllner
- Epilepsy Center Frankfurt Rhine-Main, Department of Neurology, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany.,LOEWE Center for Personalized Translational Epilepsy Research, Goethe-University, Frankfurt am Main, Germany
| | - Anna H Noda
- Epilepsy Center Frankfurt Rhine-Main, Department of Neurology, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany.,LOEWE Center for Personalized Translational Epilepsy Research, Goethe-University, Frankfurt am Main, Germany
| | - Jeannie McCoy
- Epilepsy Center Frankfurt Rhine-Main, Department of Neurology, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany.,LOEWE Center for Personalized Translational Epilepsy Research, Goethe-University, Frankfurt am Main, Germany
| | - Juliane Schulz
- Department of Neurology, University Hospital Greifswald, Greifswald, Germany
| | - Panagiota-Eleni Tsalouchidou
- Epilepsy Center Hessen, Department of Neurology, University Hospital Marburg-Philipps-University, Marburg (Lahn), Germany
| | - Lisa Langenbruch
- Epilepsy Center Münster-Osnabrück, Department of Neurology with Institute of Translational Neurology, University Hospital Münster-Westfälische Wilhelms-University, Münster, Germany.,Department of Neurology, Osnabrück Hospital, Osnabrück, Germany
| | - Stjepana Kovac
- Epilepsy Center Münster-Osnabrück, Department of Neurology with Institute of Translational Neurology, University Hospital Münster-Westfälische Wilhelms-University, Münster, Germany
| | - Susanne Knake
- Epilepsy Center Hessen, Department of Neurology, University Hospital Marburg-Philipps-University, Marburg (Lahn), Germany
| | - Felix von Podewils
- Department of Neurology, University Hospital Greifswald, Greifswald, Germany
| | - Mario Hamacher
- Department of Neurology, University Hospital Greifswald, Greifswald, Germany
| | - Catrin Mann
- Epilepsy Center Frankfurt Rhine-Main, Department of Neurology, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany.,LOEWE Center for Personalized Translational Epilepsy Research, Goethe-University, Frankfurt am Main, Germany
| | - Anne-Christine Leyer
- Epilepsy Center Frankfurt Rhine-Main, Department of Neurology, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany.,LOEWE Center for Personalized Translational Epilepsy Research, Goethe-University, Frankfurt am Main, Germany.,Department of Pediatrics and Neuropediatrics, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany
| | - Natascha van Alphen
- Epilepsy Center Frankfurt Rhine-Main, Department of Neurology, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany.,LOEWE Center for Personalized Translational Epilepsy Research, Goethe-University, Frankfurt am Main, Germany
| | - Susanne Schubert-Bast
- Epilepsy Center Frankfurt Rhine-Main, Department of Neurology, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany.,LOEWE Center for Personalized Translational Epilepsy Research, Goethe-University, Frankfurt am Main, Germany.,Department of Pediatrics and Neuropediatrics, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany
| | - Felix Rosenow
- Epilepsy Center Frankfurt Rhine-Main, Department of Neurology, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany.,LOEWE Center for Personalized Translational Epilepsy Research, Goethe-University, Frankfurt am Main, Germany
| | - Adam Strzelczyk
- Epilepsy Center Frankfurt Rhine-Main, Department of Neurology, University Hospital Frankfurt-Goethe-University, Frankfurt am Main, Germany.,LOEWE Center for Personalized Translational Epilepsy Research, Goethe-University, Frankfurt am Main, Germany
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16
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Giravi HY, Biskupiak Z, Tyler LS, Bulaj G. Adjunct Digital Interventions Improve Opioid-Based Pain Management: Impact of Virtual Reality and Mobile Applications on Patient-Centered Pharmacy Care. Front Digit Health 2022; 4:884047. [PMID: 35770137 PMCID: PMC9234128 DOI: 10.3389/fdgth.2022.884047] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 05/16/2022] [Indexed: 11/17/2022] Open
Abstract
Digital therapeutics (DTx, mobile medical apps, software as a medical device) are rapidly emerging as clinically effective treatments for diverse chronic diseases. For example, the Food and Drug Administration (FDA) has recently authorized a prescription virtual reality (VR) app for treatment of moderate to severe low back pain. The FDA has also approved an adjunct digital therapy in conjunction with buprenorphine for opioid use disorder, further illustrating opportunities to integrate digital therapeutics with pharmacotherapies. There are ongoing needs to disseminate knowledge about advances in digital interventions among health care professionals, policymakers, and the public at large. This mini-review summarizes accumulating clinical evidence of digital interventions delivered via virtual reality and mobile apps to improve opioid-based analgesia. We identified relevant randomized controlled trials (RCTs) using Embase and PubMed databases which reported pain scores with a validated pain scale (e.g., visual analog scales, graphic rating scale, numeric rating scale) and use of a digital intervention in conjunction with opiates. Among identified RCTs, the majority of studies reported improved pain scores in the digital intervention group, as compared to “treatment as usual” group. Our work suggests that VR and mobile apps can be used as adjunct digital therapies for pain management. We discuss these findings in the context of how digital health technologies can transform patient-centered pharmacy care.
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Affiliation(s)
- Hayam Y. Giravi
- University of Utah College of Pharmacy, Salt Lake City, UT, United States
- *Correspondence: Hayam Y. Giravi
| | - Zack Biskupiak
- Department of Medicinal Chemistry, L.S. Skaggs College of Pharmacy, University of Utah, Salt Lake City, UT, United States
| | - Linda S. Tyler
- Department of Pharmacotherapy, L.S. Skaggs College of Pharmacy, University of Utah, Salt Lake City, UT, United States
| | - Grzegorz Bulaj
- Department of Medicinal Chemistry, L.S. Skaggs College of Pharmacy, University of Utah, Salt Lake City, UT, United States
- Grzegorz Bulaj
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17
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Varshney U, Singh N, Bourgeois AG, Dube SR. Review, Assess, Classify, and Evaluate (RACE): a framework for studying m-health apps and its application for opioid apps. J Am Med Inform Assoc 2021; 29:520-535. [PMID: 34939117 DOI: 10.1093/jamia/ocab277] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2021] [Revised: 11/19/2021] [Accepted: 12/03/2021] [Indexed: 11/14/2022] Open
Abstract
OBJECTIVE The proliferation of m-health interventions has led to a growing research area of app analysis. We derived RACE (Review, Assess, Classify, and Evaluate) framework through the integration of existing methodologies for the purpose of analyzing m-health apps, and applied it to study opioid apps. MATERIALS AND METHODS The 3-step RACE framework integrates established methods and evidence-based criteria used in a successive manner to identify and analyze m-health apps: the Preferred Reporting Items for Systematic Reviews and Meta-Analyses, inter-rater reliability analysis, and Nickerson-Varshney-Muntermann taxonomy. RESULTS Using RACE, 153 opioid apps were identified, assessed, and classified leading to dimensions of Target Audience, Key Function, Operation, Security & Privacy, and Impact, with Cohen's kappa < 1.0 suggesting subjectivity in app narrative assessments. The most common functions were education (24%), prescription (16%), reminder-monitoring-support (13%), and treatment & recovery (37%). A majority are passive apps (56%). The target audience are patients (49%), healthcare professionals (39%), and others (12%). Security & Privacy is evident in 84% apps. DISCUSSION Applying the 3-step RACE framework revealed patterns and gaps in opioid apps leading to systematization of knowledge. Lessons learned can be applied to the study of m-health apps for other health conditions. CONCLUSION With over 350 000 existing and emerging m-health apps, RACE shows promise as a robust and replicable framework for analyzing m-health apps for specific health conditions. Future research can utilize the RACE framework toward understanding the dimensions and characteristics of existing m-health apps to inform best practices for collaborative, connected and continued care.
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Affiliation(s)
- Upkar Varshney
- Department of Computer Information Systems, Georgia State University, Atlanta, Georgia, USA
| | - Neetu Singh
- Department of Management Information Systems, University of Illinois at Springfield, Springfield, Illinois, USA
| | - Anu G Bourgeois
- Department of Computer Science, Georgia State University, Atlanta, Georgia, USA
| | - Shanta R Dube
- Department of Public Health, Levine College of Health Sciences, Wingate University, Wingate, North Carolina, USA
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18
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Jung SY, Kim T, Hwang HJ, Hong K. Mechanism Design of Health Care Blockchain System Token Economy: Development Study Based on Simulated Real-World Scenarios. J Med Internet Res 2021; 23:e26802. [PMID: 34515640 PMCID: PMC8477294 DOI: 10.2196/26802] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Revised: 03/12/2021] [Accepted: 08/07/2021] [Indexed: 11/29/2022] Open
Abstract
Background Despite the fact that the adoption rate of electronic health records has increased dramatically among high-income nations, it is still difficult to properly disseminate personal health records. Token economy, through blockchain smart contracts, can better distribute personal health records by providing incentives to patients. However, there have been very few studies regarding the particular factors that should be considered when designing incentive mechanisms in blockchain. Objective The aim of this paper is to provide 2 new mathematical models of token economy in real-world scenarios on health care blockchain platforms. Methods First, roles were set for the health care blockchain platform and its token flow. Second, 2 scenarios were introduced: collecting life-log data for an incentive program at a life insurance company to motivate customers to exercise more and recruiting participants for clinical trials of anticancer drugs. In our 2 scenarios, we assumed that there were 3 stakeholders: participants, data recipients (companies), and data providers (health care organizations). We also assumed that the incentives are initially paid out to participants by data recipients, who are focused on minimizing economic and time costs by adapting mechanism design. This concept can be seen as a part of game theory, since the willingness-to-pay of data recipients is important in maintaining the blockchain token economy. In both scenarios, the recruiting company can change the expected recruitment time and number of participants. Suppose a company considers the recruitment time to be more important than the number of participants and rewards. In that case, the company can increase the time weight and adjust cost. When the reward parameter is fixed, the corresponding expected recruitment time can be obtained. Among the reward and time pairs, the pair that minimizes the company’s cost was chosen. Finally, the optimized results were compared with the simulations and analyzed accordingly. Results To minimize the company’s costs, reward–time pairs were first collected. It was observed that the expected recruitment time decreased as rewards grew, while the rewards decreased as time cost grew. Therefore, the cost was represented by a convex curve, which made it possible to obtain a minimum—an optimal point—for both scenarios. Through sensitivity analysis, we observed that, as the time weight increased, the optimized reward increased, while the optimized time decreased. Moreover, as the number of participants increased, the optimization reward and time also increased. Conclusions In this study, we were able to model the incentive mechanism of blockchain based on a mechanism design that recruits participants through a health care blockchain platform. This study presents a basic approach to incentive modeling in personal health records, demonstrating how health care organizations and funding companies can motivate one another to join the platform.
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Affiliation(s)
- Se Young Jung
- Office of eHealth Research and Business, Seoul National University Bundang Hospital, Seongnam-si, Republic of Korea
| | - Taehyun Kim
- Department of Mathematics, Pohang University of Science and Technology, Pohang-si, Republic of Korea
| | - Hyung Ju Hwang
- Department of Mathematics, Pohang University of Science and Technology, Pohang-si, Republic of Korea
| | - Kyungpyo Hong
- Office of eHealth Research and Business, Seoul National University Bundang Hospital, Seongnam-si, Republic of Korea
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19
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Abbadessa G, Brigo F, Clerico M, De Mercanti S, Trojsi F, Tedeschi G, Bonavita S, Lavorgna L. Digital therapeutics in neurology. J Neurol 2021; 269:1209-1224. [PMID: 34018047 PMCID: PMC8136262 DOI: 10.1007/s00415-021-10608-4] [Citation(s) in RCA: 51] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Revised: 05/05/2021] [Accepted: 05/08/2021] [Indexed: 12/14/2022]
Abstract
Digital therapeutics (DTx) is a section of digital health defined by the DTx Alliance as “delivering evidence-based therapeutic interventions to patients that are driven by software to prevent, manage, or treat a medical disorder or disease. They are used independently or in concert with medications, devices, or other therapies to optimize patient care and health outcomes”. Chronic disabling diseases could greatly benefit from DTx. In this narrative review, we provide an overview of DTx in the care of patients with neurological dysfunctions.
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Affiliation(s)
- G Abbadessa
- Division of Neurology, University of Campania Luigi Vanvitelli, Naples, Italy
| | - F Brigo
- Department of Neurology, Hospital of Merano (SABES-ASDAA), 39012, Naples, Italy
| | - M Clerico
- Clinical and Biological Sciences Department, University of Torino, 10124, Turin, Italy
| | - S De Mercanti
- Clinical and Biological Sciences Department, University of Torino, 10124, Turin, Italy
| | - F Trojsi
- Division of Neurology, University of Campania Luigi Vanvitelli, Naples, Italy
| | - G Tedeschi
- Division of Neurology, University of Campania Luigi Vanvitelli, Naples, Italy
| | - S Bonavita
- Division of Neurology, University of Campania Luigi Vanvitelli, Naples, Italy
| | - L Lavorgna
- Division of Neurology, University of Campania Luigi Vanvitelli, Naples, Italy.
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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: 1.3] [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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Feyissa AM. Hold the Smartphone! Tele-epilepsy in a Post-COVID-19 World. Mayo Clin Proc 2021; 96:4-6. [PMID: 33413834 DOI: 10.1016/j.mayocp.2020.11.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2020] [Accepted: 11/17/2020] [Indexed: 12/18/2022]
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Paprad T, Veeravigrom M, Desudchit T. Effect of Mozart K.448 on interictal epileptiform discharges in children with epilepsy: A randomized controlled pilot study. Epilepsy Behav 2021; 114:107177. [PMID: 32536440 DOI: 10.1016/j.yebeh.2020.107177] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2020] [Revised: 05/18/2020] [Accepted: 05/20/2020] [Indexed: 01/04/2023]
Abstract
BACKGROUND Epilepsy is a common pediatric neurologic disease in Thailand. However, the mainstay antiepileptic pharmacotherapies can induce severe side effects. While the benefit of playing Mozart K.448 music has been studied as an alternative, supplementary, nonpharmacologic treatment for epilepsy, the literature features limited few randomized controlled trial studies of children. OBJECTIVE We aimed to study the effect of Mozart K.448 for two pianos on interictal epileptiform discharges (IEDs), quantitative electroencephalogram (qEEG), and heart rate variability (HRV) in patients with epilepsy. METHODS We employed a single-blinded randomized trial design with a placebo control. The treatment group listened to the first 8 min of Mozart K.448 for two pianos during EEG recording. The control group underwent an EEG recording of the same duration in a quiet environment. Interictal epileptiform discharges were manually counted for 8 min before, during, and after the song was plated. Quantitative electroencephalogram and HRV were analyzed in each period. RESULT A total of 32 patients aged 0-18 years were enrolled. There were 12 patients in the music group and 14 patients in the control group; 67% of the patients in the former exhibited significantly decreased IEDs while listening to the music compared with 42% of the patients in the quiet group (RR [Relative Risk Reduction]: 0.72, p-value: <0.001, 95% confidence interval [CI]: 0.69-0.74). During music exposure, qEEG demonstrated an increase in the delta/theta to alpha/beta ratio relative to that of controls (median in music: +3% and control: -6%, p-value: 0.520). Heart rate variability analyses showed a decrease in the ratio of low frequency to high frequency (LF/HF), which represents parasympathetic activity during music exposure (decrease of 34%, p-value: 0.382). CONCLUSION The present study showed that Mozart K.448 reduced the number of IEDs in children with epilepsy and that Mozart K.448 could enhance parasympathetic activity. However, possibly because of the small study population, statistical significance was not reached. Our study revealed the considerable potential of music in the treatment of pediatric epilepsy.
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Affiliation(s)
- Tanitnun Paprad
- Division of Pediatric Neurology, Department of Pediatrics, King Chulalongkorn Memorial Hospital/Thai Red Cross Society, Thailand
| | - Montida Veeravigrom
- Division of Pediatric Neurology, Department of Pediatrics, King Chulalongkorn Memorial Hospital/Thai Red Cross Society, Thailand; Division of Pediatric Neurology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Thailand.
| | - Tayard Desudchit
- Division of Pediatric Neurology, Department of Pediatrics, King Chulalongkorn Memorial Hospital/Thai Red Cross Society, Thailand; Division of Pediatric Neurology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Thailand
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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: 1.0] [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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Bernard-Willis Y, Oliveira ED, Lakhan SE. An Overview of Digital Health in the Transition of Pediatric to Adult Epilepsy Care. JOURNAL OF PEDIATRIC EPILEPSY 2020. [DOI: 10.1055/s-0040-1716825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
AbstractChildren with epilepsy often have impairments in cognitive and behavioral functioning which may hinder socio-occupational well-being as they reach adulthood. Adolescents with epilepsy have the added worry of health problems while starting the transition from family-centered pediatric care into largely autonomous adult care. If this transition is not appropriately planned and resourced, it may result in medical mistrust, nonadherence, and worsening biopsychosocial health as an adult. In recent years, there has been increased availability of digital health solutions that may be used during this stark change in care and treating teams. The digital health landscape includes a wide variety of technologies meant to address challenges faced by patients, caregivers, medical professionals, and health care systems. These technologies include mobile health products and wearable devices (e.g., seizure monitors and trackers, smartphone passive data collection), digital therapeutics (e.g., cognitive/behavioral health management; digital speech–language therapy), telehealth services (e.g., teleneurology visits), and health information technology (e.g., electronic medical records with patient portals). Such digital health solutions may empower patients in their journey toward optimal brain health during the vulnerable period of pediatric to adult care transition. Further research is needed to validate and measure their impact on clinical outcomes, health economics, and quality of life.
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Affiliation(s)
| | - Emily De Oliveira
- Department of Speech-Language Pathology, Spaulding Rehabilitation Hospital, Boston, Massachusetts, United States
| | - Shaheen E Lakhan
- Department of Biosciences, Global Neuroscience Initiative Foundation, Boston, Massachusetts, United States
- College of Science, Virginia Tech, Blacksburg, Virginia, United States
- Division of Neurology, Cambridge Health Alliance, Cambridge, Massachusetts, United States
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Rafiee M, Patel K, Groppe DM, Andrade DM, Bercovici E, Bui E, Carlen PL, Reid A, Tai P, Weaver D, Wennberg R, Valiante TA. Daily listening to Mozart reduces seizures in individuals with epilepsy: A randomized control study. Epilepsia Open 2020; 5:285-294. [PMID: 32524054 PMCID: PMC7278546 DOI: 10.1002/epi4.12400] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2020] [Revised: 05/02/2020] [Accepted: 05/03/2020] [Indexed: 11/06/2022] Open
Abstract
OBJECTIVE Epilepsy is one of the most common neurological disorders . Many individuals continue to have seizures despite medical and surgical treatments, suggesting adjunctive management strategies are required. Promising effects of daily listening to Mozart on reducing seizure frequency in individuals with epilepsy have been demonstrated over the last 20 years, but not in a rigorously controlled manner. In this study, we compared the effect on seizure frequency of daily listening to either Mozart K.448 or a spectrally similar, yet non-rhythmic control piece. We hypothesized that there would be no difference in seizure counts when participants listened to Mozart K.448 vs when they listened to the control piece. METHODS We employed a randomized crossover design, in which each participant was exposed to both three months of daily listening to the first six minutes of Sonata for two pianos in D major by Mozart (Mozart K.448; treatment period) and three months of daily listening to phase-scrambled version (control period). There was a three-month baseline and a three-month follow-up period before and after the six-month listening period, respectively. Change in seizure counts obtained from the seizure diaries was considered as the main study outcome. RESULTS Using three methodologies to investigate the existence of the treatment effect (paired t test, estimation statistics and plots, and Cohen's d), our results revealed a reduction in seizure counts during the treatment period, which was not observed for the control period (P-value < .001). SIGNIFICANCE Using a spectrally similar control piece, our study advances previous reports that were limited by a "no music" control condition. Daily listening to Mozart K.448 was associated with reducing seizure frequency in adult individuals with epilepsy. These results suggest that daily Mozart listening may be considered as an adjunctive therapeutic option to reduce seizure burden in individuals with epilepsy.
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Affiliation(s)
| | - Kramay Patel
- Krembil Brain InstituteTorontoONCanada
- Institute of Biomaterials and Biomedical Engineering, and Electrical and Computer EngineeringUniversity of TorontoTorontoONCanada
| | | | - Danielle M. Andrade
- Krembil Brain InstituteTorontoONCanada
- Division of NeurologyDepartment of MedicineUniversity of TorontoTorontoONCanada
| | - Eduard Bercovici
- Krembil Brain InstituteTorontoONCanada
- Division of NeurologyDepartment of MedicineUniversity of TorontoTorontoONCanada
| | - Esther Bui
- Krembil Brain InstituteTorontoONCanada
- Division of NeurologyDepartment of MedicineUniversity of TorontoTorontoONCanada
| | - Peter L. Carlen
- Krembil Brain InstituteTorontoONCanada
- Institute of Biomaterials and Biomedical Engineering, and Electrical and Computer EngineeringUniversity of TorontoTorontoONCanada
- Division of NeurologyDepartment of MedicineUniversity of TorontoTorontoONCanada
- Department of PhysiologyUniversity of TorontoTorontoONCanada
- Division of NeurosurgeryDepartment of SurgeryUniversity of TorontoTorontoONCanada
| | - Aylin Reid
- Krembil Brain InstituteTorontoONCanada
- Division of NeurologyDepartment of MedicineUniversity of TorontoTorontoONCanada
| | - Peter Tai
- Krembil Brain InstituteTorontoONCanada
- Division of NeurologyDepartment of MedicineUniversity of TorontoTorontoONCanada
| | - Donald Weaver
- Krembil Brain InstituteTorontoONCanada
- Division of NeurologyDepartment of MedicineUniversity of TorontoTorontoONCanada
- Department of ChemistryUniversity of TorontoTorontoONCanada
| | - Richard Wennberg
- Krembil Brain InstituteTorontoONCanada
- Division of NeurologyDepartment of MedicineUniversity of TorontoTorontoONCanada
| | - Taufik A. Valiante
- Krembil Brain InstituteTorontoONCanada
- Institute of Biomaterials and Biomedical Engineering, and Electrical and Computer EngineeringUniversity of TorontoTorontoONCanada
- Division of NeurosurgeryDepartment of SurgeryUniversity of TorontoTorontoONCanada
- Institute of Medical ScienceFaculty of MedicineUniversity of TorontoTorontoONCanada
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Chen D, Zhu L, Lin X, Hong Z, Li S, Liu L, Zhou D. Epilepsy control during an epidemic: emerging approaches and a new management framework. ACTA EPILEPTOLOGICA 2020. [PMCID: PMC7215138 DOI: 10.1186/s42494-020-00015-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Epidemics are a big threat to world health. The ongoing pandemic of corona virus disease 2019 (COVID-19) has caused a series of challenges to public health. One such challenge is the management of chronic diseases such as epilepsy during an epidemic event. Studies on this topic are rather limited and the related medical practice is full of uncertainty. Here we review recent development of potential approaches for epilepsy control during an epidemic and propose a new three-level management framework to address these challenges.
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Sesso G, Sicca F. Safe and sound: Meta-analyzing the Mozart effect on epilepsy. Clin Neurophysiol 2020; 131:1610-1620. [PMID: 32449680 DOI: 10.1016/j.clinph.2020.03.039] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Revised: 03/11/2020] [Accepted: 03/28/2020] [Indexed: 12/22/2022]
Abstract
OBJECTIVE The use of music-based neuro-stimulation for treating seizures and interictal epileptiform discharges (IED) (the so-called "Mozart effect") remains a controversial issue. We have conducted an updated meta-analysis in order to systematically review literature evidence and provide further insights about the role of the Mozart effect in epilepsy. METHODS Following the "Preferred Reporting Items for Systematic Reviews and Meta-Analyses" (PRISMA) guidelines, we searched three bibliographic databases from their date of inception to January 2020. Nine meta-analyses were performed according to both music stimulation protocols and outcome measures. We applied the Cochrane Q-test and the I2-index for heterogeneity evaluation, and either fixed-effect or random-effect models to compute mean differences and pool data. RESULTS Of 147 abstracts, 12 studies were included and grouped according to stimulation protocols and outcome measures. The nine meta-analyses showed significant reductions in seizures and IED frequencies after long-term music treatment, and in IED frequency during and after a single music stimulus. CONCLUSIONS Music-based neurostimulation may improve the clinical outcome of individuals with epilepsy, by reducing the frequency of seizures and IED. Further and stronger evidence will allow defining its potential in the different forms of epilepsy, and the most effective stimulation protocols. SIGNIFICANCE Music therapy should be considered as a complementary, non-invasive approach for treating epilepsy and epileptiform discharges.
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Affiliation(s)
- Gianluca Sesso
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Federico Sicca
- EPILAB - Epilepsy and Clinical Neurophysiology Laboratory, Department of Developmental Neuroscience, IRCCS Stella Maris Foundation, Pisa, Italy.
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Triberti S, Durosini I, Pravettoni G. A "Third Wheel" Effect in Health Decision Making Involving Artificial Entities: A Psychological Perspective. Front Public Health 2020; 8:117. [PMID: 32411641 PMCID: PMC7199477 DOI: 10.3389/fpubh.2020.00117] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2019] [Accepted: 03/23/2020] [Indexed: 12/21/2022] Open
Abstract
In the near future, Artificial Intelligence (AI) is expected to participate more and more in decision making processes, in contexts ranging from healthcare to politics. For example, in the healthcare context, doctors will increasingly use AI and machine learning devices to improve precision in diagnosis and to identify therapy regimens. One hot topic regards the necessity for health professionals to adapt shared decision making with patients to include the contribution of AI into clinical practice, such as acting as mediators between the patient with his or her healthcare needs and the recommendations coming from artificial entities. In this scenario, a "third wheel" effect may intervene, potentially affecting the effectiveness of shared decision making in three different ways: first, clinical decisions could be delayed or paralyzed when AI recommendations are difficult to understand or to explain to patients; second, patients' symptomatology and medical diagnosis could be misinterpreted when adapting them to AI classifications; third, there may be confusion about the roles and responsibilities of the protagonists in the healthcare process (e.g., Who really has authority?). This contribution delineates such effects and tries to identify the impact of AI technology on the healthcare process, with a focus on future medical practice.
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Affiliation(s)
- Stefano Triberti
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
- Applied Research Division for Cognitive and Psychological Science, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Ilaria Durosini
- Applied Research Division for Cognitive and Psychological Science, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Gabriella Pravettoni
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
- Applied Research Division for Cognitive and Psychological Science, IEO, European Institute of Oncology IRCCS, Milan, Italy
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Gerke S, Babic B, Evgeniou T, Cohen IG. The need for a system view to regulate artificial intelligence/machine learning-based software as medical device. NPJ Digit Med 2020; 3:53. [PMID: 32285013 PMCID: PMC7138819 DOI: 10.1038/s41746-020-0262-2] [Citation(s) in RCA: 114] [Impact Index Per Article: 22.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Accepted: 03/13/2020] [Indexed: 11/21/2022] Open
Abstract
Artificial intelligence (AI) and Machine learning (ML) systems in medicine are poised to significantly improve health care, for example, by offering earlier diagnoses of diseases or recommending optimally individualized treatment plans. However, the emergence of AI/ML in medicine also creates challenges, which regulators must pay attention to. Which medical AI/ML-based products should be reviewed by regulators? What evidence should be required to permit marketing for AI/ML-based software as a medical device (SaMD)? How can we ensure the safety and effectiveness of AI/ML-based SaMD that may change over time as they are applied to new data? The U.S. Food and Drug Administration (FDA), for example, has recently proposed a discussion paper to address some of these issues. But it misses an important point: we argue that regulators like the FDA need to widen their scope from evaluating medical AI/ML-based products to assessing systems. This shift in perspective-from a product view to a system view-is central to maximizing the safety and efficacy of AI/ML in health care, but it also poses significant challenges for agencies like the FDA who are used to regulating products, not systems. We offer several suggestions for regulators to make this challenging but important transition.
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Affiliation(s)
- Sara Gerke
- Project on Precision Medicine, Artificial Intelligence, and the Law; Petrie-Flom Center for Health Law Policy, Biotechnology, and Bioethics at Harvard Law School, Harvard University, Cambridge, MA USA
| | - Boris Babic
- INSEAD, 1 Ayer Rajah Ave, Singapore, 138676 Singapore
| | | | - I. Glenn Cohen
- Harvard Law School; Petrie-Flom Center for Health Law Policy, Biotechnology, and Bioethics at Harvard Law School, Harvard University, Cambridge, MA USA
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The global burden of neurological disorders: translating evidence into policy. Lancet Neurol 2020; 19:255-265. [PMID: 31813850 PMCID: PMC9945815 DOI: 10.1016/s1474-4422(19)30411-9] [Citation(s) in RCA: 524] [Impact Index Per Article: 104.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Revised: 10/09/2019] [Accepted: 10/16/2019] [Indexed: 01/13/2023]
Abstract
Neurological disorders are the leading cause of disability and the second leading cause of death worldwide. In the past 30 years, the absolute numbers of deaths and people with disabilities owing to neurological diseases have risen substantially, particularly in low-income and middle-income countries, and further increases are expected globally as a result of population growth and ageing. This rise in absolute numbers of people affected suggests that advances in prevention and management of major neurological disorders are not sufficiently effective to counter global demographic changes. Urgent measures to reduce this burden are therefore needed. Because resources for health care and research are already overstretched, priorities need to be set to guide policy makers, governments, and funding organisations to develop and implement action plans for prevention, health care, and research to tackle the growing challenge of neurological disorders.
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Blasiak A, Khong J, Kee T. CURATE.AI: Optimizing Personalized Medicine with Artificial Intelligence. SLAS Technol 2019; 25:95-105. [PMID: 31771394 DOI: 10.1177/2472630319890316] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The clinical team attending to a patient upon a diagnosis is faced with two main questions: what treatment, and at what dose? Clinical trials' results provide the basis for guidance and support for official protocols that clinicians use to base their decisions upon. However, individuals rarely demonstrate the reported response from relevant clinical trials, often the average from a group representing a population or subpopulation. The decision complexity increases with combination treatments where drugs administered together can interact with each other, which is often the case. Additionally, the individual's response to the treatment varies over time with the changes in his or her condition, whether via the indication or physiology. In practice, the drug and the dose selection depend greatly on the medical protocol of the healthcare provider and the medical team's experience. As such, the results are inherently varied and often suboptimal. Big data approaches have emerged as an excellent decision-making support tool, but their application is limited by multiple challenges, the main one being the availability of sufficiently big datasets with good quality, representative information. An alternative approach-phenotypic personalized medicine (PPM)-finds an appropriate drug combination (quadratic phenotypic optimization platform [QPOP]) and an appropriate dosing strategy over time (CURATE.AI) based on small data collected exclusively from the treated individual. PPM-based approaches have demonstrated superior results over the current standard of care. The side effects are limited while the desired output is maximized, which directly translates into improving the length and quality of individuals' lives.
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Affiliation(s)
- Agata Blasiak
- Department of Bioengineering, National University of Singapore, Singapore.,The N.1 Institute for Health (N.1), National University of Singapore, Singapore
| | - Jeffrey Khong
- Department of Bioengineering, National University of Singapore, Singapore.,The N.1 Institute for Health (N.1), National University of Singapore, Singapore
| | - Theodore Kee
- Department of Bioengineering, National University of Singapore, Singapore.,The N.1 Institute for Health (N.1), National University of Singapore, Singapore
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Metcalf CS, Huntsman M, Garcia G, Kochanski AK, Chikinda M, Watanabe E, Underwood T, Vanegas F, Smith MD, White HS, Bulaj G. Music-Enhanced Analgesia and Antiseizure Activities in Animal Models of Pain and Epilepsy: Toward Preclinical Studies Supporting Development of Digital Therapeutics and Their Combinations With Pharmaceutical Drugs. Front Neurol 2019; 10:277. [PMID: 30972009 PMCID: PMC6446215 DOI: 10.3389/fneur.2019.00277] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Accepted: 03/04/2019] [Indexed: 12/29/2022] Open
Abstract
Digital therapeutics (software as a medical device) and mobile health (mHealth) technologies offer a means to deliver behavioral, psychosocial, disease self-management and music-based interventions to improve therapy outcomes for chronic diseases, including pain and epilepsy. To explore new translational opportunities in developing digital therapeutics for neurological disorders, and their integration with pharmacotherapies, we examined analgesic and antiseizure effects of specific musical compositions in mouse models of pain and epilepsy. The music playlist was created based on the modular progression of Mozart compositions for which reduction of seizures and epileptiform discharges were previously reported in people with epilepsy. Our results indicated that music-treated mice exhibited significant analgesia and reduction of paw edema in the carrageenan model of inflammatory pain. Among analgesic drugs tested (ibuprofen, cannabidiol (CBD), levetiracetam, and the galanin analog NAX 5055), music intervention significantly decreased paw withdrawal latency difference in ibuprofen-treated mice and reduced paw edema in combination with CBD or NAX 5055. To the best of our knowledge, this is the first animal study on music-enhanced antinociceptive activity of analgesic drugs. In the plantar incision model of surgical pain, music-pretreated mice had significant reduction of mechanical allodynia. In the corneal kindling model of epilepsy, the cumulative seizure burden following kindling acquisition was lower in animals exposed to music. The music-treated group also exhibited significantly improved survival, warranting further research on music interventions for preventing Sudden Unexpected Death in Epilepsy (SUDEP). We propose a working model of how musical elements such as rhythm, sequences, phrases and punctuation found in K.448 and K.545 may exert responses via parasympathetic nervous system and the hypothalamic-pituitary-adrenal (HPA) axis. Based on our findings, we discuss: (1) how enriched environment (EE) can serve as a preclinical surrogate for testing combinations of non-pharmacological modalities and drugs for the treatment of pain and other chronic diseases, and (2) a new paradigm for preclinical and clinical development of therapies leading to drug-device combination products for neurological disorders, depression and cancer. In summary, our present results encourage translational research on integrating non-pharmacological and pharmacological interventions for pain and epilepsy using digital therapeutics.
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Affiliation(s)
- Cameron S. Metcalf
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake, UT, United States
| | - Merodean Huntsman
- Department of Medicinal Chemistry, University of Utah, Salt Lake, UT, United States
| | - Gerry Garcia
- Greatful Living Productions, Salt Lake, UT, United States
| | - Adam K. Kochanski
- Department of Atmospheric Sciences, University of Utah, Salt Lake, UT, United States
| | - Michael Chikinda
- The Gifted Music School, Salt Lake, UT, United States
- The School of Music, University of Utah, Salt Lake, UT, United States
| | | | - Tristan Underwood
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake, UT, United States
| | - Fabiola Vanegas
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake, UT, United States
| | - Misty D. Smith
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake, UT, United States
- The School of Dentistry, University of Utah, Salt Lake, UT, United States
| | - H. Steve White
- School of Pharmacy, University of Washington, Seattle, WA, United States
| | - Grzegorz Bulaj
- Department of Medicinal Chemistry, University of Utah, Salt Lake, UT, United States
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Bedrov A, Bulaj G. Improving Self-Esteem With Motivational Quotes: Opportunities for Digital Health Technologies for People With Chronic Disorders. Front Psychol 2018; 9:2126. [PMID: 30450071 PMCID: PMC6224439 DOI: 10.3389/fpsyg.2018.02126] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2018] [Accepted: 10/15/2018] [Indexed: 12/26/2022] Open
Affiliation(s)
- Alisa Bedrov
- Department of Psychology, Duke University, Durham, NC, United States
| | - Grzegorz Bulaj
- Department of Medicinal Chemistry, College of Pharmacy, University of Utah, Salt Lake City, UT, United States
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