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Velez FF, Anastassopoulos KP, Colman S, Shah N, Kauffman L, Murphy SM, Ruetsch C, Maricich YA. Reduced Healthcare Resource Utilization in Patients with Opioid Use Disorder in the 12 Months After Initiation of a Prescription Digital Therapeutic. Adv Ther 2022; 39:4131-4145. [PMID: 35799080 PMCID: PMC9402736 DOI: 10.1007/s12325-022-02217-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Accepted: 06/07/2022] [Indexed: 01/21/2023]
Abstract
BACKGROUND AND AIMS reSET-O, an FDA-authorized prescription digital therapeutic (PDT) delivering cognitive behavioral therapy and contingency management to patients with opioid u®se disorder (OUD), may help improve clinical outcomes. One-year differences in healthcare resource utilization (HCRU) and costs post-PDT initiation were evaluated. METHODS Retrospective analysis of healthcare claims data compared all-cause HCRU (across hospital facility encounters [sum of inpatient stays, treat-and-release emergency department [ED] visits, partial hospitalizations, and hospital outpatient department visits] and clinician services [procedure categories]) after PDT initiation (index) between reSET-O patients and controls. Overall and Medicaid-specific differences in HCRU, costs, and buprenorphine adherence were evaluated. FINDINGS Cohorts included 901 reSET-O patients (median age 36 years, 62.4% female, 73.9% Medicaid) and 978 controls (median age 38 years, 51.1% female, 65.4% Medicaid). Compared to the control group, the reSET-O group experienced 12% fewer total unique hospital encounters (non-significant), driven by 28% fewer inpatient stays (IRR 0.72; 95% CI 0.55-0.96; P = 0.02), 56% fewer hospital readmissions [IRR 0.44; 95% CI 0.20-0.93; P = 0.033]), and 7% fewer ED visits (IRR 0.93; 95% CI 0.79-1.09; P = 0.386). Total clinician services increased by 1391 events versus controls. Differences were greater among the Medicaid patients. Adjustment for concomitant baseline substance use and mental health disorders resulted in similar HCRU incidence rate ratios. Changes in all-cause HCRU drove per-patient per-year cost differences of - $2791 versus controls (- $3832 versus Medicaid controls). Adjusted mean medication possession ratio was 0.848 (SE 0.0118) at 12 months for reSET-O patients, which was significantly higher than controls (0.761 [SE 0.0108]; P < 0.001). CONCLUSIONS Use of reSET-O is associated with significant and durable real-world reductions in ED and inpatient (including readmissions) utilization, reduced net costs, and increased clinician services and buprenorphine adherence. Differences in costs versus controls were greatest among Medicaid patients. INFOGRAPHIC.
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Affiliation(s)
- Fulton F. Velez
- Pear Therapeutics (US), Inc., 200 State St., Boston, MA 02109 USA
| | | | - Samuel Colman
- Market Access Consulting, Labcorp Drug Development, Gaithersburg, MD USA
| | - Neel Shah
- Pear Therapeutics (US), Inc., 200 State St., Boston, MA 02109 USA
| | - Laura Kauffman
- Market Access Consulting, Labcorp Drug Development, Gaithersburg, MD USA
| | - Sean M. Murphy
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY USA
| | | | - Yuri A. Maricich
- Pear Therapeutics (US), Inc., 200 State St., Boston, MA 02109 USA
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Schulte MH, Boumparis N, Huizink AC, Riper H. Technological Interventions for the Treatment of Substance Use Disorders. COMPREHENSIVE CLINICAL PSYCHOLOGY 2022. [PMCID: PMC7500918 DOI: 10.1016/b978-0-12-818697-8.00010-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Substance use disorders (SUDs) pose a major public health concern. In recent years, technological (i.e., e-health) interventions have emerged and are increasingly offered in a variety of settings, including substance use treatment. E-health interventions encompass a wide variety of advantages depending on the chosen delivery format. This chapter discusses existing interventions and the effectiveness of delivering them as an e-health intervention, with a focus on randomized controlled trials, for the treatment of alcohol, cannabis, opioid, psychostimulant, or poly-substance use, as well as in transdiagnostic interventions. Based on the literature, suggestions for future research and clinical implications are discussed.
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Zhang L, Li N, Li Y, Zhang T, Li D, Liu Y, Liu X, Hao W. Preliminary efficacy of a digital therapeutics smartphone application for methamphetamine use disorder: An experimental study. Front Psychiatry 2022; 13:1027695. [PMID: 36339836 PMCID: PMC9627209 DOI: 10.3389/fpsyt.2022.1027695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 09/16/2022] [Indexed: 11/13/2022] Open
Abstract
Methamphetamine is the most widely used illicit drug in China. Treating methamphetamine use disorder (MUD) is challenging due to the lack of effective pharmacotherapies. This study is an experimental study to investigate the efficacy of smartphone-based digital therapeutics in treating MUD at the community level. One hundred participants were recruited and randomized into a digital therapeutics (DTx) group (n = 52) and a treatment as usual (TAU) group (n = 48). The DTx group used a smartphone application to deliver cognitive behavioral therapy, approach bias modification, cognitive training, and contingency management for 8 weeks. The TAU group received counseling from social workers and professional psychotherapists. Cue-induced craving, cognitive functions, PHQ9, and GAD7 were measured at baseline and post-intervention. Wilcoxon tests were performed with bootstrap and multiply imputation to estimate the treatment effect size. The DTx group showed a significant reduction in drug craving [Wilcoxon effect size = -0.267, 95% CI = (-0.435, -0.099), p = 0.002] and a significant improvement in cognitive function [Wilcoxon effect size = 0.220, 95% CI = (0.009, 0.432), p = 0.041]. The DTx group had overall 1, 8, and 24-week attritions of 8%, 11.5%, and 38.5%, respectively. The study shows that Digital therapeutics is feasible and potentially beneficial as a complement to community substance use treatment programs.
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Affiliation(s)
- Liqun Zhang
- Adai Technology (Beijing) Co., Ltd., Beijing, China
| | - Nan Li
- Department of Industrial Engineering, Tsinghua University, Beijing, China
| | - Yuanhui Li
- Adai Technology (Beijing) Co., Ltd., Beijing, China
| | | | - Dai Li
- Adai Technology (Beijing) Co., Ltd., Beijing, China
| | - Yanru Liu
- Adai Technology (Beijing) Co., Ltd., Beijing, China
| | - Xiang Liu
- Department of Industrial Engineering, Tsinghua University, Beijing, China
| | - Wei Hao
- National Clinical Research Center on Mental Disorders, Mental Health Institute of the Second Xiangya Hospital, Central South University, Changsha, China
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Glass JE, Tiffany B, Matson TE, Lim C, Gundersen G, Kimbel K, Hartzler AL, Curran GM, McWethy AG, Caldeiro RM, Bradley KA. Approaches for implementing digital interventions for alcohol use disorders in primary care: A qualitative, user-centered design study. IMPLEMENTATION RESEARCH AND PRACTICE 2022; 3:26334895221135264. [PMID: 37091101 PMCID: PMC9924279 DOI: 10.1177/26334895221135264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Background Digital interventions, such as smartphone apps, can be effective in treating alcohol use disorders (AUD). However, efforts to integrate digital interventions into primary care have been challenging. To inform successful implementation, we sought to understand how patients and clinicians preferred to use apps in routine primary care. Methods This study combined user-centered design and qualitative research methods, interviewing 18 primary care patients with AUD and nine primary care clinicians on topics such as prior experiences with digital tools, and design preferences regarding approaches for offering apps for AUD in primary care. Interviews were recorded and transcribed for template analysis whereby a priori codes were based on interview topics and refined through iterative coding. New codes and cross-cutting themes emerged from the data. Results Patient participants with AUD indicated they would be more likely to engage in treatment if primary care team members were involved in their use of apps. They also preferred to see clinicians “invested” and recommended that clinicians ask about app use and progress during follow-up appointments or check-ins. Clinician participants valued the opportunity to offer apps to their patients but noted that workflows would need to be tailored to individual patient needs. Time pressures, implementation complexity, and lack of appropriate staffing were cited as barriers. Clinicians proposed concrete solutions (e.g., education, tools, and staffing models) that could improve their ability to use apps within the constraints of primary care and suggested that some patients could potentially use apps without clinician support. Conclusions A user-centered approach to engaging patients in digital alcohol interventions in primary care may require personalized support for both initiation and follow-up. Meeting patients’ needs likely require increased staffing and efficient workflows in primary care. Health systems should consider offering multiple pathways for enrolling patients in apps to accommodate individual preferences and contextual barriers. Plain Language Summary Healthcare systems have begun using app-based treatments to help patients manage their health conditions, including alcohol use disorders. Some apps have been tested in research studies and appear to be effective. However, it is difficult for healthcare teams to offer apps to patients. Clinicians must engage in new activities that they have not done before, such as “teaching” patients to use apps and checking in on their use of the apps. Identifying how to use apps in routine healthcare is critical to their successful implementation. This study interviewed 27 people, including healthcare providers and patients in primary care, to uncover the most optimal ways to offer apps to patients with alcohol use disorders. The interviews combined the use of qualitative research methods and user-centered design. Results suggest that to use to address alcohol use disorders, primary care teams should be prepared to offer personalized support to patients. Both patient and clinician interviewees said that the steps required to use apps must be intuitive and simple. Patients could gain more benefits if clinicians introduced the apps and guided patients to use them, as opposed to making apps available for patients to download and use on their own. However, the exact approach to offering apps would depend on a given patient’s preferences and the extent that staffing was available in the clinic to support patients. Health systems should be prepared to offer and support patients in their use of apps, which should accommodate patient preferences and the constraints of the clinic.
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Affiliation(s)
- Joseph E. Glass
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Brooks Tiffany
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Theresa E. Matson
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Catherine Lim
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | | | - Kilian Kimbel
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Andrea L. Hartzler
- Department of Biomedical Informatics and Medical Education, School of Medicine, University of Washington, Seattle, WA, USA
| | - Geoffrey M. Curran
- Departments of Pharmacy Practice and Psychiatry, University of Arkansas for Medical Sciences, Little Rock, AR, USA
- Central Arkansas Veterans Healthcare System, Little Rock, AR, USA
| | | | - Ryan M. Caldeiro
- Kaiser Permanente Washington Mental Health & Wellness Services, Renton, WA, USA
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Brezing CA, Levin FR. Applications of technology in the assessment and treatment of cannabis use disorder. Front Psychiatry 2022; 13:1035345. [PMID: 36339845 PMCID: PMC9626500 DOI: 10.3389/fpsyt.2022.1035345] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 09/30/2022] [Indexed: 11/30/2022] Open
Abstract
Cannabis use and Cannabis Use Disorder (CUD) have been increasing. There are no FDA approved medications and evidence-based psychotherapy is limited by insufficient providers, serving very few patients effectively. The lack of resources for prevention and treatment of CUD has resulted in a significant gap between the need for services and access to treatment. The creation of a scalable system to prevent, screen, refer and provide treatment for a chronic, relapsing diagnosis like CUD could be achieved through the application of technology. Many studies have utilized ecological momentary assessments (EMA) in treatment seeking and non-treatment seeking cannabis users. EMA allows for repeated, intensive, longitudinal data collection in vivo. EMA has been studied in cannabis use and its association with affect, craving, withdrawal, other substances, impulsivity, and interpersonal behaviors. EMA has the potential to serve as a valuable monitoring tool in prevention, screening, and treatment for CUD. Research has also focused on the development of internet and application-based treatments for CUD, including a currently available prescription digital therapeutic. Treatment options have expanded to more broadly incorporate telehealth as an option for CUD treatment with broad acceptance and change in regulation following the COVID-19 pandemic. While technology has limitations, including cost, privacy concerns, and issues with engagement, it will be a necessary medium to meet societal health needs as a consequence of an ever-changing cannabis regulatory landscape. Future work should focus on improving existing platforms while ethically incorporating other functions (e.g., sensors) to optimize a public and clinical health approach to CUD.
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Affiliation(s)
- Christina A Brezing
- Division on Substance Use Disorders, New York State Psychiatric Institute, New York, NY, United States.,Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, United States
| | - Frances R Levin
- Division on Substance Use Disorders, New York State Psychiatric Institute, New York, NY, United States.,Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, United States
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Nwosu A, Boardman S, Husain MM, Doraiswamy PM. Digital therapeutics for mental health: Is attrition the Achilles heel? Front Psychiatry 2022; 13:900615. [PMID: 35982936 PMCID: PMC9380224 DOI: 10.3389/fpsyt.2022.900615] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Accepted: 06/29/2022] [Indexed: 11/13/2022] Open
Affiliation(s)
- Adaora Nwosu
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, United States
| | - Samantha Boardman
- Department of Psychiatry, Weill Cornell Medical College, New York, NY, United States
| | - Mustafa M Husain
- Departments of Psychiatry, Neurology and Biomedical Engineering, Southwestern Medical Center, The University of Texas, Austin, TX, United States
| | - P Murali Doraiswamy
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, United States.,Duke Institute for Brain Sciences, Duke University, Durham, NC, United States
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Velez F, Huang D, Mody L, Malone DC. Five-year budget impact of a prescription digital therapeutic for patients with opioid use disorder. Expert Rev Pharmacoecon Outcomes Res 2021; 22:599-607. [PMID: 34894988 DOI: 10.1080/14737167.2022.2016396] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
BACKGROUND Opioid use disorder (OUD) is associated with high healthcare resource utilization (HCRU) and costs. reSET-O is an FDA-cleared prescription digital therapeutic that delivers neurobehavioral therapy as an adjunct to treatment-as-usual (TAU; buprenorphine, face-to-face counseling, and contingency management). METHODS A budget impact model was developed to evaluate reSET-O as an adjunct to TAU in OUD for a 1 million-member US mixed health plan over a 5-year time horizon. Model inputs included treatment costs and medical costs of hospitalizations, partial hospitalizations, intensive care unit stays, and emergency department visits. RESULTS The base-case results and the alternative scenario analysis showed the addition of reSET-O was projected to result in consistently lower total yearly costs vs TAU and no treatment. The estimated total and per member per month (PMPM) budget impact over 5 years was -$763,026 and -$0.0116, respectively. When the upper range of cost estimates was used, the total and PMPM budget impacts over 5 years were -$2,481,563 and -$0.0378, respectively. Sensitivity analysis showed results were most sensitive to the proportion of patients untreated. CONCLUSION The introduction of reSET-O in addition to TAU for OUD has the potential to reduce healthcare resource utilization and costs from 12 weeks up to 5 years.
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Aklin WM, Walton KM, Antkowiak P. Digital therapeutics for Substance Use Disorders: Research priorities and clinical validation. Drug Alcohol Depend 2021; 229:109120. [PMID: 34740068 DOI: 10.1016/j.drugalcdep.2021.109120] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 09/17/2021] [Accepted: 10/05/2021] [Indexed: 11/19/2022]
Affiliation(s)
- Will M Aklin
- National Institute on Drug Abuse, Division of Therapeutics and Medical Consequences, United States.
| | - Kevin M Walton
- National Institute on Drug Abuse, Division of Therapeutics and Medical Consequences, United States
| | - Patrick Antkowiak
- Food and Drug Administration, Center for Devices and Radiological Health, Office of Neurological and Physical Medicine Devices, United States
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Wang B, Susukida R, Mojtabai R, Amin-Esmaeili M, Rosenblum M. Model-Robust Inference for Clinical Trials that Improve Precision by Stratified Randomization and Covariate Adjustment. J Am Stat Assoc 2021. [DOI: 10.1080/01621459.2021.1981338] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Bingkai Wang
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, MD
| | - Ryoko Susukida
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, MD
| | - Ramin Mojtabai
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, MD
| | - Masoumeh Amin-Esmaeili
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, MD
- Iranian National Center for Addiction Studies (INCAS), Tehran University of Medical Sciences, Tehran, Iran
| | - Michael Rosenblum
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, MD
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Meyer B, Utter GL, Hillman C. A Personalized, Interactive, Cognitive Behavioral Therapy-Based Digital Therapeutic (MODIA) for Adjunctive Treatment of Opioid Use Disorder: Development Study. JMIR Ment Health 2021; 8:e31173. [PMID: 34623309 PMCID: PMC8538017 DOI: 10.2196/31173] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 07/28/2021] [Accepted: 08/02/2021] [Indexed: 01/30/2023] Open
Abstract
BACKGROUND Opioid use disorder (OUD) is characterized by the inability to control opioid use despite attempts to stop use and negative consequences to oneself and others. The burden of opioid misuse and OUD is a national crisis in the United States with substantial public health, social, and economic implications. Although medication-assisted treatment (MAT) has demonstrated efficacy in the management of OUD, access to effective counseling and psychosocial support is a limiting factor and a significant problem for many patients and physicians. Digital therapeutics are an innovative class of interventions that help prevent, manage, or treat diseases by delivering therapy using software programs. These applications can circumvent barriers to uptake, improve treatment adherence, and enable broad delivery of evidence-based management strategies to meet service gaps. However, few digital therapeutics specifically targeting OUD are available, and additional options are needed. OBJECTIVE To this end, we describe the development of the novel digital therapeutic MODIA. METHODS MODIA was developed by an international, multidisciplinary team that aims to provide effective, accessible, and sustainable management for patients with OUD. Although MODIA is aligned with principles of cognitive behavioral therapy, it was not designed to present any 1 specific treatment and uses a broad range of evidence-based behavior change techniques drawn from cognitive behavioral therapy, mindfulness, acceptance and commitment therapy, and motivational interviewing. RESULTS MODIA uses proprietary software that dynamically tailors content to the users' responses. The MODIA program comprises 24 modules or "chats" that patients are instructed to work through independently. Patient responses dictate subsequent content, creating a "simulated dialogue" experience between the patient and program. MODIA also includes brief motivational text messages that are sent regularly to prompt patients to use the program and help them transfer therapeutic techniques into their daily routines. Thus, MODIA offers individuals with OUD a custom-tailored, interactive digital psychotherapy intervention that maximizes the personal relevance and emotional impact of the interaction. CONCLUSIONS As part of a clinician-supervised MAT program, MODIA will allow more patients to begin psychotherapy concurrently with opioid maintenance treatment. We expect access to MODIA will improve the OUD management experience and provide sustainable positive outcomes for patients.
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Xiao S, Angjeli E, Wu HC, Gaier ED, Gomez S, Travers DA, Binenbaum G, Langer R, Hunter DG, Repka MX. Randomized Controlled Trial of a Dichoptic Digital Therapeutic for Amblyopia. Ophthalmology 2021; 129:77-85. [PMID: 34534556 DOI: 10.1016/j.ophtha.2021.09.001] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 09/02/2021] [Accepted: 09/03/2021] [Indexed: 11/27/2022] Open
Abstract
PURPOSE Digital therapeutics are a new class of interventions that are software driven and are intended to treat various conditions. We developed and evaluated a dichoptic digital therapeutic for amblyopia, a neurodevelopmental disorder for which current treatments may be limited by poor adherence and residual vision deficits. DESIGN Randomized controlled trial. PARTICIPANTS One hundred five children 4 to 7 years of age with amblyopia were enrolled at 21 academic and community sites in the United States. Participants were randomized 1:1 to the treatment or comparison group, stratified by site. METHODS We conducted a phase 3 randomized controlled trial to evaluate the safety and efficacy of a dichoptic digital therapeutic for amblyopia. Participants in the treatment group used the therapeutic at home for 1 hour per day, 6 days per week and wore glasses full-time. Participants in the comparison group continued wearing glasses full-time alone. MAIN OUTCOME MEASURES The primary efficacy outcome was change in amblyopic eye visual acuity (VA) from baseline at 12 weeks, and VA was measured by masked examiners. Safety was evaluated using the frequency and severity of study-related adverse events. Primary analyses were conducted using the intention-to-treat population. RESULTS Between January 16, 2019, and January 15, 2020, 105 participants were enrolled; 51 were randomized to the treatment group and 54 were randomized to the comparison group. At 12 weeks, amblyopic eye VA improved by 1.8 lines (95% confidence interval [CI], 1.4-2.3 lines; n = 45) in the treatment group and by 0.8 lines (95% CI, 0.4-1.3 lines; n = 45) in the comparison group. At the planned interim analysis (adjusted α = 0.0193), the difference between groups was significant (1.0 lines; P = 0.0011; 96.14% CI, 0.33-1.63 lines) and the study was stopped early for success, according to the protocol. No serious adverse events were reported. CONCLUSIONS Our findings support the value of the therapeutic in clinical practice as an effective treatment. Future studies should evaluate the therapeutic compared with other methods and in additional patient populations.
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Affiliation(s)
- Scott Xiao
- Luminopia, Inc, Cambridge, Massachusetts
| | | | - Hank C Wu
- Luminopia, Inc, Cambridge, Massachusetts
| | - Eric D Gaier
- Luminopia, Inc, Cambridge, Massachusetts; Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | | | | | - Gil Binenbaum
- Division of Ophthalmology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Robert Langer
- Department of Chemical Engineering and the Koch Institute, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | | | - Michael X Repka
- Wilmer Eye Institute, Johns Hopkins University, Baltimore, Maryland
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Wies B, Landers C, Ienca M. Digital Mental Health for Young People: A Scoping Review of Ethical Promises and Challenges. Front Digit Health 2021; 3:697072. [PMID: 34713173 PMCID: PMC8521997 DOI: 10.3389/fdgth.2021.697072] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2021] [Accepted: 07/06/2021] [Indexed: 11/13/2022] Open
Abstract
Mental health disorders are complex disorders of the nervous system characterized by a behavioral or mental pattern that causes significant distress or impairment of personal functioning. Mental illness is of particular concern for younger people. The WHO estimates that around 20% of the world's children and adolescents have a mental health condition, a rate that is almost double compared to the general population. One approach toward mitigating the medical and socio-economic effects of mental health disorders is leveraging the power of digital health technology to deploy assistive, preventative, and therapeutic solutions for people in need. We define "digital mental health" as any application of digital health technology for mental health assessment, support, prevention, and treatment. However, there is only limited evidence that digital mental health tools can be successfully implemented in clinical settings. Authors have pointed to a lack of technical and medical standards for digital mental health apps, personalized neurotechnology, and assistive cognitive technology as a possible cause of suboptimal adoption and implementation in the clinical setting. Further, ethical concerns have been raised related to insufficient effectiveness, lack of adequate clinical validation, and user-centered design as well as data privacy vulnerabilities of current digital mental health products. The aim of this paper is to report on a scoping review we conducted to capture and synthesize the growing literature on the promises and ethical challenges of digital mental health for young people aged 0-25. This review seeks to survey the scope and focus of the relevant literature, identify major benefits and opportunities of ethical significance (e.g., reducing suffering and improving well-being), and provide a comprehensive mapping of the emerging ethical challenges. Our findings provide a comprehensive synthesis of the current literature and offer a detailed informative basis for any stakeholder involved in the development, deployment, and management of ethically-aligned digital mental health solutions for young people.
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Affiliation(s)
| | | | - Marcello Ienca
- Department of Health Sciences and Technology, ETH Zurich (Swiss Federal Institut of Technology), Zurich, Switzerland
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Maricich YA, Gerwien R, Kuo A, Malone DC, Velez FF. Real-world use and clinical outcomes after 24 weeks of treatment with a prescription digital therapeutic for opioid use disorder. Hosp Pract (1995) 2021; 49:348-355. [PMID: 34461801 DOI: 10.1080/21548331.2021.1974243] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
PURPOSE To evaluate real-world prescription digital therapeutic (PDT) use and associated clinical outcomes among patients with opioid use disorder (OUD). PATIENTS AND METHODS A real-world observational evaluation of patients who filled either a 12- or 24-week (refill) prescription for the reSET-O® PDT. The PDT content consists of 67 interactive lessons unlocked in sequence during use as well as the chance to earn rewards for progress and/or negative urine screens. Engagement/retention data (ongoing engagement in weeks 9-12, or 21-24) were collected via the PDT and analyzed with descriptive statistics. Substance use was evaluated as a composite of patient self-reports and urine drug screens (UDS). Missing UDS data were assumed to be positive. A regression analyses of hospital encounters for 12- vs. 24-week prescriptions controlling for covariates was conducted. RESULTS In a cohort of 3,817 individuals with OUD who completed a 12-week PDT prescription, a cohort of 643 was prescribed a second 12-week 'refill' prescription, for a total treatment time of 24 weeks. Mean age of the 24-week cohort was 39 years, 56.7% female. At 24 weeks of total treatment: abstinence in the last 4 weeks of treatment was 86% in an analysis in which patients with no data are assumed to be positive for illicit opioids. Over 91% of patients were retained in treatment. An analysis of matched insurance claims showed that those treated for 24 weeks had a 27% decrease in unique hospital encounters compared to those who got the first 12-week prescription only. CONCLUSIONS These data present real-world evidence that a second prescription (24 weeks) of a PDT for OUD is associated with improved outcomes, high levels of retention, and fewer hospital encounters compared to a single prescription for a PDT.PLAIN LANGUAGE SUMMARYPrescription digital therapeutics (PDTs) are software-based treatments that are FDA-authorized to improve clinical outcomes for serious diseases and conditions. The reSET-O PDT consists of 67 interactive lessons unlocked in sequence during use as well as the chance to earn rewards for progress and/or negative urine screens. Multiple studies show that a single 12-week PDT prescription for opioid use disorder (OUD) helps patients engage in treatment, reduces substance use, and helps patients remain in treatment, but to date there has been no evaluation of how patients who receive a 'refill' second prescription engage with the therapeutic and whether the positive effects on substance use and retention are durable across a second 12 weeks (total of 24 weeks) of treatment.This real-world analysis evaluated 643 patients from 12 U.S. states who were prescribed a second PDT prescription. 93% of this cohort completed 8 or more core lesson modules in the second prescription period, 85% completed at least half of core modules, and 64% completed all 32 core modules. Patients used the PDT outside of clinic hours about 40% of the time. 94.4% of patients had 80% or greater negative reports of opioid use across the second 12 weeks of treatment. A 27% decrease in unique hospital encounters was observed in patients who completed a second prescription vs. patients who completed only one prescription.These data show that a second prescription of a PDT for OUD is associated with postive patient outcomes. Patients showed durable and high levels of engagement with the PDT, reduced substance use, and improved treatment retention through 24 weeks of treatment.
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Affiliation(s)
| | | | - Alice Kuo
- Pear Therapeutics, Inc, Boston, MA, USA
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Engagement patterns with a digital therapeutic for substance use disorders: Correlations with abstinence outcomes. J Subst Abuse Treat 2021; 132:108585. [PMID: 34366201 DOI: 10.1016/j.jsat.2021.108585] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 06/25/2021] [Accepted: 07/25/2021] [Indexed: 11/20/2022]
Abstract
INTRODUCTION Patient engagement may play a key role in the success or failure of treatments for substance use disorder (SUD). This exploratory analysis of data from a large, multisite effectiveness trial (NCT01104805) sought to determine how patient engagement with a digital therapeutic for SUD delivered at clinics was associated with abstinence outcomes. METHODS The study evaluated engagement for 206 participants enrolled in a treatment program for SUDs related to cocaine, alcohol, cannabis, or other stimulants who were randomized to receive treatment as usual (TAU) or reduced TAU plus the digital Therapeutic Education System (TES) for 12 weeks. Participants were eligible for contingency management incentives for module completion (modules cover Community Reinforcement Approach topic areas) and negative urine drug screens. Analyses examined the association of module completion with end-of-treatment abstinence. RESULTS Participants completed a mean of 38.8 (range 0-72) TES modules over 12 weeks of treatment. Study completers (n = 157) completed a mean of 45.5 (range 9-72) TES modules, whereas study noncompleters (n = 49) completed a mean of 17.4 (range 0-45) TES modules. The study observed a strong positive correlation between TES engagement (i.e., total number of modules completed) and the probability of abstinence during weeks 9-12 of treatment among 157 study completers (OR = 1.11; 95% CI 1.08-1.14). Each module completed increased the odds of abstinence during weeks 9-12 by approximately 11% for study completers and 9% for the full sample. The study observed a similar, but weaker, association between engagement and abstinence among 49 patients who did not complete the study (OR = 1.02; 95% CI 0.98-1.07). CONCLUSIONS Greater engagement with a digital therapeutic for patients with SUD (i.e., number of modules completed over time) was strongly associated with the probability of abstinence in the last four weeks of treatment among those who completed the recommended 12-week treatment. TRIALS REGISTRATION ClinicalTrials.gov Identifier: NCT01104805.
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Glass JE, Matson TE, Lim C, Hartzler AL, Kimbel K, Lee AK, Beatty T, Parrish R, Caldeiro RM, Garza McWethy A, Curran GM, Bradley KA. Approaches for Implementing App-Based Digital Treatments for Drug Use Disorders Into Primary Care: A Qualitative, User-Centered Design Study of Patient Perspectives. J Med Internet Res 2021; 23:e25866. [PMID: 34255666 PMCID: PMC8293157 DOI: 10.2196/25866] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 03/11/2021] [Accepted: 05/04/2021] [Indexed: 01/23/2023] Open
Abstract
Background Digital interventions, such as websites and smartphone apps, can be effective in treating drug use disorders (DUDs). However, their implementation in primary care is hindered, in part, by a lack of knowledge on how patients might like these treatments delivered to them. Objective This study aims to increase the understanding of how patients with DUDs prefer to receive app-based treatments to inform the implementation of these treatments in primary care. Methods The methods of user-centered design were combined with qualitative research methods to inform the design of workflows for offering app-based treatments in primary care. Adult patients (n=14) with past-year cannabis, stimulant, or opioid use disorder from 5 primary care clinics of Kaiser Permanente Washington in the Seattle area participated in this study. Semistructured interviews were recorded, transcribed, and analyzed using qualitative template analysis. The coding scheme included deductive codes based on interview topics, which primarily focused on workflow design. Inductive codes emerged from the data. Results Participants wanted to learn about apps during visits where drug use was discussed and felt that app-related conversations should be incorporated into the existing care whenever possible, as opposed to creating new health care visits to facilitate the use of the app. Nearly all participants preferred receiving clinician support for using apps over using them without support. They desired a trusting, supportive relationship with a clinician who could guide them as they used the app. Participants wanted follow-up support via phone calls or secure messaging because these modes of communication were perceived as a convenient and low burden (eg, no copays or appointment travel). Conclusions A user-centered implementation of treatment apps for DUDs in primary care will require health systems to design workflows that account for patients’ needs for structure, support in and outside of visits, and desire for convenience.
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Affiliation(s)
- Joseph E Glass
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States
| | - Theresa E Matson
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States
| | - Catherine Lim
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States
| | - Andrea L Hartzler
- Department of Biomedical Informatics and Medical Education, School of Medicine, University of Washington, Seattle, WA, United States
| | - Kilian Kimbel
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States
| | - Amy K Lee
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States
| | - Tara Beatty
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States
| | - Rebecca Parrish
- Kaiser Permanente Washington Mental Health & Wellness Services, Renton, WA, United States
| | - Ryan M Caldeiro
- Kaiser Permanente Washington Mental Health & Wellness Services, Renton, WA, United States
| | - Angela Garza McWethy
- Kaiser Permanente Washington Mental Health & Wellness Services, Renton, WA, United States
| | - Geoffrey M Curran
- University of Arkansas for Medical Sciences and Central Arkansas Veterans Healthcare System, Little Rock, AR, United States
| | - Katharine A Bradley
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States
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Hammond AS, Sweeney MM, Chikosi TU, Stitzer ML. Digital delivery of a contingency management intervention for substance use disorder: A feasibility study with DynamiCare Health. J Subst Abuse Treat 2021; 126:108425. [PMID: 34116816 PMCID: PMC8197772 DOI: 10.1016/j.jsat.2021.108425] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 02/19/2021] [Accepted: 04/15/2021] [Indexed: 10/21/2022]
Abstract
Digital health tools can provide convenient delivery of evidence-based treatments. The DynamiCare Health smartphone app delivers a contingency management intervention for substance use disorder consisting of remote self-testing for alcohol (breath) and drugs (saliva) with remote test validation and delivery of financial incentives for negative test results. This study examined feasibility, engagement (duration and consistency of app utilization), and impact on usual care treatment participation when a community substance use treatment program implemented this digital therapy among its patients. The study randomly assigned patients with alcohol use disorder (N = 61) to receive either DynamiCare along with treatment-as-usual (TAU; N = 29) or TAU only (N = 32) during a 90-day evaluation period. Mean duration between first and last app use was 64 (±35) days, with mean earnings of $248 (±$209, out of $600 maximum). Among those with any app use (n = 25), compliance was 68% and 74%, respectively for requested breath and saliva samples. Overall, two thirds of patients (66%) assigned to the app used it for at least 57 days and with high rates of self-testing compliance. Those completing the assessment (n = 13; 45% of sample) endorsed high satisfaction ratings. DynamiCare versus TAU participants were more likely to be retained in usual care treatment at 90 days (24% vs 3%; (χ2 (1, 61) = 5.9, p < 0.05), but sustained app utilization was associated with a wide range of usual care treatment participation. These data suggest that DynamiCare Health is feasible and potentially beneficial as a complement to community substance use treatment programs.
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Affiliation(s)
| | | | | | - Maxine L Stitzer
- Johns Hopkins University School of Medicine, USA; Friends Research Institute, USA
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Velez FF, Ruetsch C, Maricich Y. Evidence of long-term real-world reduction in healthcare resource utilization following treatment of opioid use disorder with reSET-O, a novel prescription digital therapeutic. Expert Rev Pharmacoecon Outcomes Res 2021; 21:519-520. [PMID: 34148473 DOI: 10.1080/14737167.2021.1939687] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- Fulton F Velez
- Medical Affairs, Pear Therapeutics, Pear Therapeutics, Inc, Boston, MA, USA
| | - Charles Ruetsch
- President and CEO, Health Analytics, Health Analytics, Columbia, MD, USA
| | - Yuri Maricich
- Medical Affairs, Pear Therapeutics, Pear Therapeutics, Inc, Boston, MA, USA
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Tai B, Dobbins R, Blackeney Q, Liu D, Moran L. The NIDA clinical trials network: evolving, expanding, and addressing the opioid epidemic. Addict Sci Clin Pract 2021; 16:28. [PMID: 33964973 PMCID: PMC8105960 DOI: 10.1186/s13722-021-00238-6] [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: 12/16/2020] [Accepted: 04/24/2021] [Indexed: 11/12/2022] Open
Abstract
Over the past two decades, the National Drug Abuse Treatment Clinical Trials Network (CTN), a program of the National Institute on Drug Abuse (NIDA), has expanded from the initial six Nodes to 16 Nodes, as a nationwide consortium of research scientists and treatment providers working together to improve care for substance use in the nation’s communities. Encompassing both specialty care programs and general medical settings, the Network has become a unique resource for expertise on clinically focused research, bridging the gap between research and treatment delivery. Over 22 years, the CTN has completed 101 studies, resulting in 650 publications. In response to the opioid epidemic, a CTN task force generated a comprehensive list of research priorities in the areas of prevention, treatment, knowledge dissemination, and workforce training, to form the basis of the Network’s opioid portfolio. The Network’s opioid portfolio currently includes five main categories of studies: (1) large multi-site studies; (2) studies aimed at closing the treatment gap; (3) expansion of ongoing studies to improve service delivery and implementation; (4) studies to explore the use of substance use data in electronic health record systems; (5) training and dissemination projects to expand the research/health care provider workforce. With funding from the Helping to End Addiction Long-Term InitiativeSM (HEAL), the CTN established five new Nodes, which, along with the pre-existing Nodes, are distributed in every region of the nation and engage researchers and clinicians in areas that have been among the hardest hit by the opioid epidemic. Through this expanded network and its commitment to developing personalized, evidence-based treatments, the CTN is poised to address and provide solutions for the ongoing epidemic of opioid use and addiction.
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Affiliation(s)
- Betty Tai
- Center for the Clinical Trials Network, National Institute On Drug Abuse, National Institutes of Health, 3WFN Room 09A48 MSC 6022, 301 North Stonestreet Avenue, Bethesda, MD, 20892, USA.
| | - Ronald Dobbins
- Center for the Clinical Trials Network, National Institute On Drug Abuse, National Institutes of Health, 3WFN Room 09A48 MSC 6022, 301 North Stonestreet Avenue, Bethesda, MD, 20892, USA
| | - Quandra Blackeney
- Center for the Clinical Trials Network, National Institute On Drug Abuse, National Institutes of Health, 3WFN Room 09A48 MSC 6022, 301 North Stonestreet Avenue, Bethesda, MD, 20892, USA
| | - David Liu
- Center for the Clinical Trials Network, National Institute On Drug Abuse, National Institutes of Health, 3WFN Room 09A48 MSC 6022, 301 North Stonestreet Avenue, Bethesda, MD, 20892, USA
| | - Landhing Moran
- Center for the Clinical Trials Network, National Institute On Drug Abuse, National Institutes of Health, 3WFN Room 09A48 MSC 6022, 301 North Stonestreet Avenue, Bethesda, MD, 20892, USA
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Kario K, Nomura A, Kato A, Harada N, Tanigawa T, So R, Suzuki S, Hida E, Satake K. Digital therapeutics for essential hypertension using a smartphone application: A randomized, open-label, multicenter pilot study. J Clin Hypertens (Greenwich) 2021; 23:923-934. [PMID: 33484628 PMCID: PMC8678748 DOI: 10.1111/jch.14191] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 01/07/2021] [Accepted: 01/08/2021] [Indexed: 12/27/2022]
Abstract
Hypertension is the most considerable but treatable risk factor for cardiovascular disease. Although physicians prescribe multiple antihypertensive drugs and promote lifestyle modifications, the real-world blood pressure (BP) control rate remains poor. To improve BP target achievement, we developed a novel digital therapeutic-the HERB software system -to manage hypertension. Here, we performed a randomized pilot study to assess the safety and efficacy of the HERB system for hypertension. We recruited 146 patients with essential hypertension from March 2018 to March 2019. We allocated eligible patients to the intervention group (HERB system + standard lifestyle modification) or control group (standard lifestyle modification alone). The primary outcome was the mean change from baseline to 24 weeks in 24-hour systolic BP (SBP) measured by ambulatory blood pressure monitoring (ABPM). The baseline characteristics in each group were well balanced; the mean age was approx. 57 years, and 67% were male. In the primary end point at 24 weeks, HERB intervention did not lower the mean change of 24-hour SBP by ABPM compared with the controls (adjusted difference: -0.66 mmHg; p = .78). In an exploratory analysis focusing on antihypertensive drug-naïve patients aged <65, the effects of the HERB intervention were significantly greater than the control for reducing 24-hour SBP by ABPM at 16 weeks (adjusted difference: -7.6 mmHg; p = .013; and morning home SBP at 24 weeks (adjusted difference - 6.0 mmHg; p = .012). Thus, the HERB intervention did not achieve a primary efficacy end point. However, we observed that antihypertensive drug-naïve adult hypertensive patients aged <65 years could be a potential HERB system-effective target for further investigations of the efficacy of the system.
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Affiliation(s)
- Kazuomi Kario
- Division of Cardiovascular MedicineDepartment of MedicineSchool of MedicineJichi Medical UniversityTochigiJapan
| | - Akihiro Nomura
- CureApp InstituteKaruizawaJapan
- Innovative Clinical Research CenterKanazawa UniversityKanazawaJapan
- Department of Cardiovascular MedicineKanazawa University Graduate School of Medical SciencesKanazawaJapan
| | - Ayaka Kato
- CureApp InstituteKaruizawaJapan
- CureApp, Inc.TokyoJapan
| | - Noriko Harada
- Division of Cardiovascular MedicineDepartment of MedicineSchool of MedicineJichi Medical UniversityTochigiJapan
| | | | - Ryuhei So
- CureApp InstituteKaruizawaJapan
- CureApp, Inc.TokyoJapan
| | | | - Eisuke Hida
- Department of Biostatistics and Data ScienceOsaka University Graduate School of MedicineOsakaJapan
| | - Kohta Satake
- CureApp InstituteKaruizawaJapan
- CureApp, Inc.TokyoJapan
- Department of Respiratory MedicineJapanese Red Cross Medical CenterTokyoJapan
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Johansson M, Sinadinovic K, Gajecki M, Lindner P, Berman AH, Hermansson U, Andréasson S. Internet-based therapy versus face-to-face therapy for alcohol use disorder, a randomized controlled non-inferiority trial. Addiction 2021; 116:1088-1100. [PMID: 32969541 PMCID: PMC8247312 DOI: 10.1111/add.15270] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 06/08/2020] [Accepted: 09/11/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND AND AIMS Most people with alcohol use disorder (AUD) are never treated. Internet-based interventions are effective in reducing alcohol consumption and could help to overcome some of the barriers to people not seeking or receiving treatment. The aim of the current study was to compare internet-delivered and face-to-face treatment among adult users with AUD. DESIGN Randomized controlled non-inferiority trial with a parallel design, comparing internet-delivered cognitive-behavioural therapy (ICBT) (n = 150) with face-to-face CBT (n = 151), at 3- and 6-month follow-ups. SETTING A specialized clinic for people with AUD in Stockholm, Sweden. Participants were recruited between 8 December 2015 and 5 January 2018. PARTICIPANTS A total of 301 patients [mean age 50 years, standard deviation (SD) = 12.3] with AUD, of whom 115 (38%) were female and 186 (62%) were male. INTERVENTION AND COMPARATOR Participants were randomized in blocks of 20 at a ratio of 1 : 1 to five modules of therapist-guided ICBT or to five modules of face-to-face CBT, delivered over a 3-month period. The same treatment material and the same therapists were used in both groups. MEASUREMENTS The primary outcome was standard drinks of alcohol consumed during the previous week at 6-month follow-up, analysed according to intention-to-treat. The pre-specified non-inferiority limit was five standard drinks of alcohol and d = 0.32 for secondary outcomes. RESULTS The difference in alcohol consumption between the internet and the face-to-face group was non-inferior in the intention-to-treat analysis of data from the 6-month follow-up [internet = 12.33 and face-to-face = 11.43, difference = 0.89, 95% confidence interval (CI) = -1.10 to 2.88]. The secondary outcome, Alcohol Use Disorder Identification Test score, failed to show non-inferiority of internet compared with face-to-face in the intention-to-treat analysis at 6-month follow-up (internet = 12.26 and face-to-face = 11.57, d = 0.11, 95% CI = -0.11 to 0.34). CONCLUSIONS Internet-delivered treatment was non-inferior to face-to-face treatment in reducing alcohol consumption among help-seeking patients with alcohol use disorder but failed to show non-inferiority on some secondary outcomes.
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Affiliation(s)
- Magnus Johansson
- Department of Global Public HealthKarolinska InstitutetStockholmSweden
| | - Kristina Sinadinovic
- Centre for Psychiatry Research, Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
- Stockholm Health Care ServicesStockholm County CouncilStockholmSweden
| | - Mikael Gajecki
- Centre for Psychiatry Research, Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
- Stockholm Health Care ServicesStockholm County CouncilStockholmSweden
| | - Philip Lindner
- Centre for Psychiatry Research, Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
- Stockholm Health Care ServicesStockholm County CouncilStockholmSweden
| | - Anne H. Berman
- Centre for Psychiatry Research, Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
- Stockholm Health Care ServicesStockholm County CouncilStockholmSweden
- Department of PsychologyUppsala UniversityUppsalaSweden
| | - Ulric Hermansson
- Centre for Psychiatry Research, Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
- Stockholm Health Care ServicesStockholm County CouncilStockholmSweden
| | - Sven Andréasson
- Department of Global Public HealthKarolinska InstitutetStockholmSweden
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Xu X, Chen S, Chen J, Chen Z, Fu L, Song D, Zhao M, Jiang H. Feasibility and Preliminary Efficacy of a Community-Based Addiction Rehabilitation Electronic System in Substance Use Disorder: Pilot Randomized Controlled Trial. JMIR Mhealth Uhealth 2021; 9:e21087. [PMID: 33861211 PMCID: PMC8087963 DOI: 10.2196/21087] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Revised: 08/03/2020] [Accepted: 03/22/2021] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Drug use disorder has high potential for relapse and imposes an enormous burden on public health in China. Since the promulgation of the Anti-drug law in 2008, community-based rehabilitation has become the primary approach to treat drug addiction. However, multiple problems occurred in the implementation process, leading to a low detoxification rate in the community. Mobile health (mHealth) serves as a promising tool to improve the effectiveness and efficiency of community-based rehabilitation. Community-based addiction rehabilitation electronic system (CAREs) is an interactive system for drug users and their assigned social workers. OBJECTIVE The study aimed to examine the feasibility and preliminary efficacy of CAREs in community-based rehabilitation from the perspective of drug users and social workers in Shanghai, China. METHODS In this pilot randomized controlled trial, 40 participants were recruited from the community in Shanghai from January to May 2019. Participants randomized to the intervention group (n=20) received CAREs + community-based rehabilitation, while participants in the control group (n=20) received community-based rehabilitation only for 6 months. CAREs provided education, assessment, and SOS (support) functions for drug users. The assigned social workers provided service and monitored drug use behavior as usual except that the social workers in the intervention group could access the webpage end to obtain drug users' information and fit their routine workflow into CAREs. The primary outcome was the feasibility of CAREs, reflected in the overall proportion and frequency of CAREs features used in both app and webpage end. The secondary outcomes were the effectiveness of CAREs, including the percentage of drug-positive samples, longest period of abstinence, contact times with social workers, and the change of Addiction Severity Index (ASI) from baseline to the 6-month follow-up. RESULTS The number of participants logged in to the app ranged from 7 to 20 per week, and CAREs had relatively high levels of continued patient use. Drug users preferred assessment and education features in the app end while their social workers showed high levels of use in urine results record and viewing assessment results on the webpage end. After the 6-month intervention, 3.3% (17/520) of samples in the intervention group and 7.5% (39/520) in the control group were drug-positive (F=4.358, P=.04). No significant differences were noted between the control and intervention groups in terms of longest duration of abstinence, number of contact times and ASI composite scores. CONCLUSIONS The study preliminarily demonstrated that with relatively good feasibility and acceptability, CAREs may improve the effectiveness and efficiency of the community-based rehabilitation, which provided instruction for further improvement of the system. TRIAL REGISTRATION ClinicalTrials.gov NCT03451344; https://clinicaltrials.gov/ct2/show/NCT03451344. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.3389/fpsyt.2018.00556.
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Affiliation(s)
- Xiaomin Xu
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Shujuan Chen
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Junning Chen
- Nantong Winner Information Technology Co Ltd, Nantong, China
| | - Zhikang Chen
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Liming Fu
- Council of Shanghai Ziqiang Social Services, Shanghai, China
| | - Dingchen Song
- Council of Shanghai Zhongzhi Social Services, Shanghai, China
| | - Min Zhao
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Shanghai Key Laboratory of Psychotic Disorders, Shanghai, China.,Shanghai Clinical Research Center for Mental Health, Shanghai, China.,Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai, China
| | - Haifeng Jiang
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Shanghai Key Laboratory of Psychotic Disorders, Shanghai, China
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Web-based cognitive behavior therapy for chronic pain patients with aberrant drug-related behavior: How did it work and for whom? J Behav Med 2021; 44:704-714. [PMID: 33846875 DOI: 10.1007/s10865-021-00219-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Accepted: 03/25/2021] [Indexed: 10/21/2022]
Abstract
This study explored mediating pathways, moderating factors, and moderated mediation effects of a web-based, cognitive behavioral therapy (CBT) intervention for chronic pain patients with aberrant drug-related behavior (ADRB). In a 2-arm RCT, patients with chronic pain who screened positive for ADRB received treatment-as-usual (TAU, n = 55) or TAU plus a 12-week, web-based CBT intervention (n = 55). Assessments were conducted at weeks 4, 8, and 12, and at 1- and 3-months post intervention. Web-CBT significantly reduced pain catastrophizing, which, in turn, reduced pain interference and pain severity via a pathway of pain catastrophizing. Web-CBT also significantly reduced ADRB both directly and indirectly by reducing pain catastrophizing. For pain interference and pain severity, web-CBT was more effective than TAU for younger patients (≤ age 50). For pain severity, web-CBT was more effective for both younger patients (≤ age 50), and those with a lifetime substance use disorder. Findings suggest that web-CBT's positive impact on pain outcomes and ADRB are mediated by its effect on pain catastrophizing, and its treatment effects may be most robust for younger patients and those with histories of substance dependence.
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73
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Normand MP, Dallery J, Slanzi CM. Leveraging applied behavior analysis research and practice in the service of public health. J Appl Behav Anal 2021; 54:457-483. [PMID: 33817803 DOI: 10.1002/jaba.832] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 03/12/2021] [Accepted: 03/13/2021] [Indexed: 01/01/2023]
Abstract
Human behavior plays a central role in all domains of public health. Applied behavior analysis (ABA) research and practice can contribute to public health solutions that directly address human behavior. In this paper, we describe the field of public health, identify points of interaction between public health and ABA, summarize what ABA research has already contributed, and provide several recommendations for how ABA research and practice could continue to promote public health outcomes. A clearer focus on behavior and widespread adoption of research designs and interventions informed by the ABA literature could lead to better public health outcomes. Reciprocally, better integration of public health goals and strategies into ABA research, harnessing of technology, and more collaboration would help diversify and disseminate our applied science and could yield more effective and scalable interventions to prevent and treat public health problems.
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Scharfstein DO, Steingrimsson J, McDermott A, Wang C, Ray S, Campbell A, Nunes E, Matthews A. Global sensitivity analysis of randomized trials with nonmonotone missing binary outcomes: Application to studies of substance use disorders. Biometrics 2021; 78:649-659. [PMID: 33728637 PMCID: PMC10392106 DOI: 10.1111/biom.13455] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2019] [Revised: 02/03/2020] [Accepted: 02/24/2021] [Indexed: 11/30/2022]
Abstract
In this paper, we present a method for conducting global sensitivity analysis of randomized trials in which binary outcomes are scheduled to be collected on participants at prespecified points in time after randomization and these outcomes may be missing in a nonmonotone fashion. We introduce a class of missing data assumptions, indexed by sensitivity parameters, which are anchored around the missing not at random assumption introduced by Robins (Statistics in Medicine, 1997). For each assumption in the class, we establish that the joint distribution of the outcomes is identifiable from the distribution of the observed data. Our estimation procedure uses the plug-in principle, where the distribution of the observed data is estimated using random forests. We establish n asymptotic properties for our estimation procedure. We illustrate our methodology in the context of a randomized trial designed to evaluate a new approach to reducing substance use, assessed by testing urine samples twice weekly, among patients entering outpatient addiction treatment. We evaluate the finite sample properties of our method in a realistic simulation study. Our methods have been implemented in an R package entitled slabm.
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Affiliation(s)
- Daniel O Scharfstein
- Department of Population Health Sciences, University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - Jon Steingrimsson
- Department of Biostatistics, Brown University, Providence, Rhode Island, USA
| | - Aidan McDermott
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Chenguang Wang
- Division of Biostatistics and Bioinformatics, The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Souvik Ray
- Department of Statistics, Stanford University, Stanford, California, USA
| | - Aimee Campbell
- Department of Psychiatry, Columbia University Irving Medical Center and New York State Psychiatric Institute, New York, USA
| | - Edward Nunes
- Department of Psychiatry, Columbia University Irving Medical Center and New York State Psychiatric Institute, New York, USA
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Shulman M, Weiss R, Rotrosen J, Novo P, Costello E, Nunes EV. Prior National Drug Abuse Treatment Clinical Trials Network (CTN) opioid use disorder trials as background and rationale for NIDA CTN-0100 "optimizing retention, duration and discontinuation strategies for opioid use disorder pharmacotherapy (RDD)". Addict Sci Clin Pract 2021; 16:15. [PMID: 33676577 PMCID: PMC7936466 DOI: 10.1186/s13722-021-00223-z] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Accepted: 02/06/2021] [Indexed: 12/04/2022] Open
Abstract
Opioid use disorder continues to be a significant problem in the United States and worldwide. Three medications—methadone, buprenorphine, and extended-release injectable naltrexone,— are efficacious for treating opioid use disorder (OUD). However, the utility of these medications is limited, in part due to poor rates of retention in treatment. In addition, minimum recovery milestones and other factors that influence when and whether individuals can safely discontinue medications are unknown. The National Drug Abuse Treatment Clinical Trials Network (CTN) study “Optimizing Retention, Duration, and Discontinuation Strategies for Opioid Use Disorder Pharmacotherapy” (RDD; CTN-0100) will be among the largest clinical trials on treatment of OUD yet conducted, consisting of two phases, the Retention phase, and the Duration-Discontinuation phase. The Retention phase, open to patients initiating treatment, will test different doses and formulations of buprenorphine (standard dose sublingual, high dose sublingual, or extended-release injection), and a digital therapeutic app delivering contingency management and cognitive behavioral counseling on the primary outcome of retention in treatment. The Discontinuation phase, open to patients in stable remission from OUD and choosing to discontinue medication (including participants from the Retention phase or from the population of patients treated at the clinical site, referred by an outside prescriber or self-referred) will study different tapering strategies for buprenorphine (sublingual taper vs taper with injection buprenorphine), and a digital therapeutic app which provides resources to promote recovery, on the primary outcome of relapse-free discontinuation of medication. This paper describes how the RDD trial derives from two decades of research in the CTN. Initial trials (CTN-0001; CTN-0002; CTN-0003) focused on opioid detoxification, showing buprenorphine-naloxone was effective for detoxification, but that acute detoxification did not appear to be an effective treatment strategy. Trials on comparative effectiveness of medications for opioid use disorder (MOUD) (CTN-0027; CTN-0030; and CTN-0051) highlighted the problem of dropout from treatment and few trials defined retention on MOUD as the primary outcome. Long-term follow-up studies on those patient samples demonstrated the importance of long-term continuation of medication for many patients to sustain remission. Overall, these trials highlight the potential of a stable research infrastructure such as CTN to advance treatment effectiveness through a programmatic succession of large clinical trials.
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Affiliation(s)
- Matisyahu Shulman
- New York State Psychiatric Institute and Columbia University Irving Medical Center, 1051 Riverside Drive, New York, NY, 10032, USA.
| | - Roger Weiss
- McLean Hospital and Harvard Medical School, Boston, USA
| | - John Rotrosen
- New York University Grossman School of Medicine, New York, USA
| | - Patricia Novo
- New York University Grossman School of Medicine, New York, USA
| | - Elizabeth Costello
- New York State Psychiatric Institute and Columbia University Irving Medical Center, 1051 Riverside Drive, New York, NY, 10032, USA
| | - Edward V Nunes
- New York State Psychiatric Institute and Columbia University Irving Medical Center, 1051 Riverside Drive, New York, NY, 10032, USA
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Maricich YA, Xiong X, Gerwien R, Kuo A, Velez F, Imbert B, Boyer K, Luderer HF, Braun S, Williams K. Real-world evidence for a prescription digital therapeutic to treat opioid use disorder. Curr Med Res Opin 2021; 37:175-183. [PMID: 33140981 DOI: 10.1080/03007995.2020.1846023] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
OBJECTIVES To evaluate patient engagement and usage of a prescription digital therapeutic (PDT) and associated outcomes of opioid use and treatment retention in a large real-world dataset of patients with opioid use disorder (OUD) treated with buprenorphine medication for opioid use disorder (MOUD). PDTs are software-based disease treatments evaluated for safety and effectiveness in randomized clinical trials (RCTs), and authorized by the U.S. Food and Drug Administration (FDA) to treat disease with approved directions for use (label). METHODS A real-world observational evaluation of an all-comer population of patients who redeemed a 12-week prescription for the reSET-O PDT. Engagement and therapeutic use data were collected and analysed on a population level. Substance use was evaluated as a composite of self-reports recorded with reSET-O and urine drug screens (UDS). RESULTS Data from 3144 individuals with OUD were evaluated. 45.5% were between ages 30 and 39 years. 80% completed at least 8 of the 67 possible therapeutic modules, 66% completed half of all modules, and 49% completed all modules. Abstinence during the last 4 weeks of treatment was calculated with two imputation methodologies: 66% abstinent using "missing data excluded (patients with no data as positive)", and 91% abstinent with "missing data removed (patients with no data excluded)". 91% of patients met the responder definition of ≥80% of self-report or UDS negative. 74.2% of patients were retained through the last 4 weeks of treatment. Subgroup analysis of patients using reSET-O appropriately (4 or more modules per week for the first 4 weeks) showed 88.1% abstinence using "missing data excluded (patients with no data as positive)", and retention at weeks 9-12 of 85.8%. CONCLUSIONS Results demonstrate that reSET-O is readily and broadly used by patients with OUD and that high real-world engagement with the therapeutic is positively associated with abstinence and retention in treatment. ReSET-O is a potentially valuable adjunct to buprenorphine MOUD therapy for patients with OUD.
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Affiliation(s)
| | | | | | - Alice Kuo
- Pear Therapeutics Inc., Boston, MA, USA
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77
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Maricich YA, Bickel WK, Marsch LA, Gatchalian K, Botbyl J, Luderer HF. Safety and efficacy of a prescription digital therapeutic as an adjunct to buprenorphine for treatment of opioid use disorder. Curr Med Res Opin 2021; 37:167-173. [PMID: 33140994 PMCID: PMC8666102 DOI: 10.1080/03007995.2020.1846022] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 10/21/2020] [Accepted: 10/27/2020] [Indexed: 10/23/2022]
Abstract
OBJECTIVES To evaluate the safety and efficacy of a digital therapeutic in treatment-seeking individuals with opioid use disorder (OUD) in an analysis of randomized clinical trial (RCT) data (ClinicalTrials.gov identifier: NCT00929253). METHODS Secondary analysis of an RCT including 170 adults meeting DSM-IV criteria for OUD. Participants were randomized to 12-weeks of treatment-as-usual (TAU) or TAU plus a digital therapeutic providing 67 digital, interactive educational modules based on the Community Reinforcement Approach. TAU consisted of buprenorphine maintenance therapy, 30 min biweekly clinician interaction, and abstinence-based contingency management. Primary endpoints were treatment retention and abstinence (negative urine drug screen) during weeks 9-12 of treatment. Safety was assessed by evaluating adverse events. RESULTS Participants randomized to TAU plus a digital therapeutic had significantly greater odds of opioid abstinence during weeks 9-12 compared to TAU: 77.3 versus 62.1%, respectively (p=.02), OR 2.08, 95% CI 1.10-3.95. The risk of patients leaving treatment was significantly lower in the digital therapeutic group (HR 0.49, 95% CI 0.26-0.92). No significant difference was observed in the rate of adverse events between groups (p=.42). CONCLUSIONS A prescription digital therapeutic (PDT) in combination with buprenorphine therapy improves clinically significant patient outcomes including abstinence from illicit opioids and retention in treatment compared with treatment as usual.
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Affiliation(s)
| | | | - Lisa A. Marsch
- Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, Lebanon, NH, USA
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Lord SE, Campbell ANC, Brunette MF, Cubillos L, Bartels SM, Torrey WC, Olson AL, Chapman SH, Batsis JA, Polsky D, Nunes EV, Seavey KM, Marsch LA. Workshop on Implementation Science and Digital Therapeutics for Behavioral Health. JMIR Ment Health 2021; 8:e17662. [PMID: 33507151 PMCID: PMC7878106 DOI: 10.2196/17662] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/01/2020] [Revised: 05/22/2020] [Accepted: 05/24/2020] [Indexed: 12/24/2022] Open
Abstract
Digital therapeutics can overcome many of the barriers to translation of evidence-based treatment for substance use, mental health, and other behavioral health conditions. Delivered via nearly ubiquitous platforms such as the web, smartphone applications, text messaging, and videoconferencing, digital therapeutics can transcend the time and geographic boundaries of traditional clinical settings so that individuals can access care when and where they need it. There is strong empirical support for digital therapeutic approaches for behavioral health, yet implementation science with regard to scaling use of digital therapeutics for behavioral health is still in its early stages. In this paper, we summarize the proceedings of a day-long workshop, "Implementation Science and Digital Therapeutics," sponsored and hosted by the Center for Technology and Behavioral Health at Dartmouth College. The Center for Technology and Behavioral Health is an interdisciplinary P30 Center of Excellence funded by the National Institute on Drug Abuse, with the mission of promoting state-of-the-technology and state-of-the-science for the development, evaluation, and sustainable implementation of digital therapeutic approaches for substance use and related conditions. Workshop presentations were grounded in current models of implementation science. Directions and opportunities for collaborative implementation science research to promote broad adoption of digital therapeutics for behavioral health are offered.
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Affiliation(s)
- Sarah E Lord
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
- Department of Psychiatry, Dartmouth Hitchcock Medical Center, Lebanon, NH, United States
| | - Aimee N C Campbell
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, United States
| | - Mary F Brunette
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
- Department of Psychiatry, Dartmouth Hitchcock Medical Center, Lebanon, NH, United States
| | - Leonardo Cubillos
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
- Department of Psychiatry, Dartmouth Hitchcock Medical Center, Lebanon, NH, United States
| | - Sophia M Bartels
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
| | - William C Torrey
- Department of Psychiatry, Dartmouth Hitchcock Medical Center, Lebanon, NH, United States
- Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
| | - Ardis L Olson
- Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
- Department of Pediatrics, Dartmouth Hitchcock Medical Center, Lebanon, NH, United States
| | - Steven H Chapman
- Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
- Department of Pediatrics, Dartmouth Hitchcock Medical Center, Lebanon, NH, United States
| | - John A Batsis
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
- Department of Medicine, Dartmouth Hitchcock Medical Center, Lebanon, NH, United States
- The Dartmouth Institute for Health Policy & Clinical Practice, Dartmouth College, Lebanon, NH, United States
| | - Daniel Polsky
- Department of Health Policy and Management, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
| | - Edward V Nunes
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, United States
| | - Katherine M Seavey
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
| | - Lisa A Marsch
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, Lebanon, NH, United States
- Department of Psychiatry, Dartmouth Hitchcock Medical Center, Lebanon, NH, United States
- The Dartmouth Institute for Health Policy & Clinical Practice, Dartmouth College, Lebanon, NH, United States
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Marino L, Gukasyan N, Hu MC, Campbell A, Pavlicova M, Nunes E. Psychological Symptoms and Outcomes in Adults Receiving Community-based Treatment for Substance Use Disorders. Subst Use Misuse 2021; 56:1258-1265. [PMID: 33882788 DOI: 10.1080/10826084.2021.1910711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
BACKGROUND Mental health issues in individuals with substance use disorders are common and can affect treatment outcomes. OBJECTIVES Secondary analysis of a multi-center trial of an internet-delivered psychosocial SUD treatment intervention (Therapeutic Education System; TES) to: 1) describe psychological symptoms over time, 2) explore whether treatment assignment was associated with psychological symptoms 3) explore whether psychological symptoms at baseline moderated the effect of TES on abstinence or retention at the end of treatment. METHODS Psychological symptoms were measured using the Global Severity Index (GSI) from the Brief Symptom Inventory (BSI-18), PHQ-9, and MINI SPIN (social anxiety). Zero-inflated-negative-binomial models given high numbers of "0" GSI scores and multivariate logistic regression models were run to estimate the effect of the interaction between treatment and baseline psychological symptoms. RESULTS The mean age was 35, 37.9% were female, 56.0% were white. Fifty-four percent had a negative urine drug or breath alcohol screen at baseline. Mean GSI score at baseline was 13.5 (SD = 12.6). GSI scores significantly improved (p<.0001) over time. Treatment was not significantly associated with GSI scores (aIRR = 0.97, 95%CI = 0.85-1.11). Those with social anxiety at baseline had a higher likelihood of achieving abstinence when receiving TES compared to TAU (b = 1.2071, SE = 0.6109, p = 0.0482). CONCLUSIONS Psychological symptoms may improve over time in individuals seeking treatment for SUD, and for those with social anxiety, technology-based treatments may result in a better response. Examining the effect of SUD treatment on broader psychological outcomes in addition to abstinence may help clinicians provide more individualized care for those with co-occurring conditions.
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Affiliation(s)
- Leslie Marino
- Department of Psychiatry, Columbia University Medical Center, New York State Psychiatric Institute, New York, NY, USA
| | - Natalie Gukasyan
- Departmentof Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Mei-Chen Hu
- Department of Psychiatry, Columbia University Medical Center, New York State Psychiatric Institute, New York, NY, USA
| | - Aimee Campbell
- Department of Psychiatry, Columbia University Medical Center, New York State Psychiatric Institute, New York, NY, USA
| | - Martina Pavlicova
- Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Edward Nunes
- Department of Psychiatry, Columbia University Medical Center, New York State Psychiatric Institute, New York, NY, USA
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80
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DeFulio A, Rzeszutek MJ, Furgeson J, Ryan S, Rezania S. A smartphone-smartcard platform for contingency management in an inner-city substance use disorder outpatient program. J Subst Abuse Treat 2021; 120:108188. [DOI: 10.1016/j.jsat.2020.108188] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2020] [Revised: 09/14/2020] [Accepted: 10/26/2020] [Indexed: 10/23/2022]
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81
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Patel NA, Butte AJ. Characteristics and challenges of the clinical pipeline of digital therapeutics. NPJ Digit Med 2020; 3:159. [PMID: 33311567 PMCID: PMC7733514 DOI: 10.1038/s41746-020-00370-8] [Citation(s) in RCA: 66] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2020] [Accepted: 11/12/2020] [Indexed: 11/25/2022] Open
Abstract
In this Comment, we characterize the current pipeline of digital therapeutics and offer a clinical perspective into the advantages, challenges, and barriers to implementation of this treatment modality for patient care, which we hope will inform future regulatory policy, prescribing decisions, and scope of real-world evidence collection.
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Affiliation(s)
- Nisarg A Patel
- Department of Oral and Maxillofacial Surgery, University of California San Francisco, San Francisco, CA, USA.
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA.
| | - Atul J Butte
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
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82
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Elison-Davies S, Hayhurst K, Jones A, Welch Z, Davies G, Ward J. Associations between participant characteristics, digital intervention engagement and recovery outcomes for participants accessing ‘Breaking Free Online’ at ‘Change Grow Live’. JOURNAL OF SUBSTANCE USE 2020. [DOI: 10.1080/14659891.2020.1851407] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Sarah Elison-Davies
- Breaking Free Group, Williams House, Manchester Science Park, Manchester, UK
| | - Karen Hayhurst
- Centre for Mental Health & Safety, Division of Psychology & Mental Health, The University of Manchester, Manchester, UK
| | - Andrew Jones
- Centre for Epidemiology, Division of Population Health, Health Services Research and Primary Care, University of Manchester, Manchester, UK
| | | | - Glyn Davies
- Breaking Free Group, Williams House, Manchester Science Park, Manchester, UK
| | - Jonathan Ward
- Breaking Free Group, Williams House, Manchester Science Park, Manchester, UK
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83
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Brezing CA, Luo SX, Mariani JJ, Levin FR. Digital Clinical Trials for Substance Use Disorders in the Age of Covid-19. J Addict Med 2020; 14:e297-e302. [PMID: 32956164 PMCID: PMC7647443 DOI: 10.1097/adm.0000000000000733] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Accepted: 08/05/2020] [Indexed: 11/25/2022]
Abstract
: As a result of the coronavirus 2019 (Covid-19) pandemic, clinical research for substance use disorders (SUDs) has been impeded due to widespread stay-at-home mandates limiting the operations of "non-essential" work. Although appropriate to proceed with an abundance of caution to prevent viral spread, there will be detrimental consequences for patients with SUDs if clinical trials research cannot adapt and continue uninterrupted. The field of digital health has strong evidence for its feasibility and effectiveness and offers tools that can facilitate the continuation of SUD clinical trials research remotely in accordance with Covid-19 precautions. Some digital tools have been used as components of SUD research in the past; however, no published clinical trial in SUDs to-date has been entirely virtual. This has important implications for disrupted clinical care, as providers seek guidelines for best digital practices. This paper provides a roadmap for integrating the fields of digital health and SUD clinical trials by proposing methods to complete recruitment, screening, informed consent, other study procedures, and internal lab operations digitally. The immediate future of SUD research depends on the ability to comply with social distancing. Investment in research of digital clinical trials for SUDs provides an opportunity to cultivate benefits for research and clinical care long-term as we can (1) define regulatory requirements for the implementation of digital systems, (2) develop consensus on system-wide standards and protocols in the appropriate use of technology, and (3) gain experience that can translate to the treatment of patients with SUDs through telehealth in the community.
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Affiliation(s)
- Christina A Brezing
- New York State Psychiatric Institute, Division of Substance Use Disorders, 1051 Riverside Drive, New York, NY(CB, SL, JM, FL); Department of Psychiatry, Columbia University Irving Medical Center, New York, NY (CB, SL, JM, FL)
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84
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Ackerman B, Lesko CR, Siddique J, Susukida R, Stuart EA. Generalizing randomized trial findings to a target population using complex survey population data. Stat Med 2020; 40:1101-1120. [PMID: 33241607 DOI: 10.1002/sim.8822] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 09/15/2020] [Accepted: 11/05/2020] [Indexed: 12/15/2022]
Abstract
Randomized trials are considered the gold standard for estimating causal effects. Trial findings are often used to inform policy and programming efforts, yet their results may not generalize well to a relevant target population due to potential differences in effect moderators between the trial and population. Statistical methods have been developed to improve generalizability by combining trials and population data, and weighting the trial to resemble the population on baseline covariates. Large-scale surveys in fields such as health and education with complex survey designs are a logical source for population data; however, there is currently no best practice for incorporating survey weights when generalizing trial findings to a complex survey. We propose and investigate ways to incorporate survey weights in this context. We examine the performance of our proposed estimator through simulations in comparison to estimators that ignore the complex survey design. We then apply the methods to generalize findings from two trials-a lifestyle intervention for blood pressure reduction and a web-based intervention to treat substance use disorders-to their respective target populations using population data from complex surveys. The work highlights the importance in properly accounting for the complex survey design when generalizing trial findings to a population represented by a complex survey sample.
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Affiliation(s)
- Benjamin Ackerman
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Catherine R Lesko
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Juned Siddique
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Ryoko Susukida
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Elizabeth A Stuart
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA.,Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA.,Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
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85
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Patterson T, Macleod E, Hobbs L, Egan R, Cameron C, Gross J. Measuring both primary and secondary outcomes when evaluating treatment effectiveness in alcohol and drug treatment programmes. CLIN PSYCHOL-UK 2020. [DOI: 10.1111/cp.12156] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Tess Patterson
- Department of Psychological Medicine, University of Otago, Dunedin, New Zealand,
| | - Emily Macleod
- Department of Psychological Medicine, University of Otago, Dunedin, New Zealand,
| | - Linda Hobbs
- Department of Psychological Medicine, University of Otago, Dunedin, New Zealand,
| | - Richard Egan
- Department of Preventive & Social Medicine, University of Otago, Dunedin, New Zealand,
| | - Claire Cameron
- Department of Preventive & Social Medicine, University of Otago, Dunedin, New Zealand,
| | - Julien Gross
- Department of Psychology, University of Otago, Dunedin, New Zealand,
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McGinty EE, Daumit GL. Integrating Mental Health and Addiction Treatment Into General Medical Care: The Role of Policy. Psychiatr Serv 2020; 71:1163-1169. [PMID: 32487007 PMCID: PMC7606646 DOI: 10.1176/appi.ps.202000183] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Interventions that integrate care for mental illness or substance use disorders into general medical care settings have been shown to improve patient outcomes in clinical trials, but efficacious models are complex and difficult to scale up in real-world practice settings. Existing payment policies have proven inadequate to facilitate adoption of effective integrated care models. This article provides an overview of evidence-based models of integrated care, discusses the key elements of such models, considers how existing policies have fallen short, and outlines future policy strategies. Priorities include payment policies that adequately support structural elements of integrated care and incentivize multidisciplinary team formation and accountability for patient outcomes, as well as policies to expand the specialty mental health and addiction treatment workforce and address the social determinants of health that disproportionately influence health and well-being among people with mental illness or substance use disorders.
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Affiliation(s)
- Emma E McGinty
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health (McGinty), and Division of General Internal Medicine, Johns Hopkins School of Medicine (Daumit), Baltimore
| | - Gail L Daumit
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health (McGinty), and Division of General Internal Medicine, Johns Hopkins School of Medicine (Daumit), Baltimore
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Ibrahim FA, Pahuja E, Dinakaran D, Manjunatha N, Kumar CN, Math SB. The Future of Telepsychiatry in India. Indian J Psychol Med 2020; 42:112S-117S. [PMID: 33354056 PMCID: PMC7736745 DOI: 10.1177/0253717620959255] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Technology is bringing about a revolution in every field and mental health care is no exception. The ongoing COVID-19 pandemic has provided us with both a need and an opportunity to use technology as means to improve access to mental health care. Hence, it is imperative to expand and harness the tremendous potential of telepsychiatry by expanding the scope of its applications and the future possibilities. In this article, we explore the different avenues in digital innovation that is revolutionizing the practice in psychiatry like mental health applications, artificial intelligence, e-portals, and technology leveraging for building capacity. Also, we have also visualized what the future has in store for our practice of psychiatry, considering how rapid technological advances can occur and how these advances will impact us. There will be challenges on the road ahead, especially for a country like India for instance; the digital divide, lack of knowledge to utilize the available technology and the need for a quality control and regulation. However, it is safe to presume that telepsychiatry will evolve and progress beyond these roadblocks and will fulfill its role in transforming health care. Telepsychiatry will improve the health care capacity to interact with patients and family. The blurring of national and international borders will also open international opportunities to psychiatrist in India, heralding a new wave of virtual health tourism.
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Affiliation(s)
- Ferose Azeez Ibrahim
- Telemedicine Centre, Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Hosur Road, Bengaluru, Karnataka, India
| | - Erika Pahuja
- Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Hosur Road, Bengaluru, Karnataka, India
| | - Damodharan Dinakaran
- Telemedicine Centre, Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Hosur Road, Bengaluru, Karnataka, India
| | - Narayana Manjunatha
- Telemedicine Centre, Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Hosur Road, Bengaluru, Karnataka, India
| | - Channaveerachari Naveen Kumar
- Telemedicine Centre, Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Hosur Road, Bengaluru, Karnataka, India
| | - Suresh Bada Math
- Telemedicine Centre, Dept. of Psychiatry, National Institute of Mental Health and Neurosciences, Hosur Road, Bengaluru, Karnataka, India
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Hammond AS, Antoine DG, Stitzer ML, Strain EC. A Randomized and Controlled Acceptability Trial of an Internet-based Therapy among Inpatients with Co-occurring Substance Use and Other Psychiatric Disorders. J Dual Diagn 2020; 16:447-454. [PMID: 32701419 DOI: 10.1080/15504263.2020.1794094] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Technology-assisted treatment (TAT) holds promise for innovative assessment, prevention, and treatment of substance use disorders (SUD). The widespread access to TAT makes it a potentially cost-effective and inventive option available for delivery in multiple settings. This study assessed acceptability of the web-based Therapeutic Education System (TES) in hospitalized dual diagnosis patients with SUDs and other psychiatric disorders. Methods: Eligible participants were nonpsychotic, voluntary patients with self-reported drug or alcohol use in the 30 days prior to admission. They were randomly assigned to treatment as usual (TAU, n = 47) or TAU + TES (n = 48). Acceptability of this Internet-based intervention was assessed by observed utilization and self-report. Results: The TAU + TES group (# analyzed = 41) completed a mean total of 5.5 (SEM = 0.8) modules with about one module per day while hospitalized and rated TES highly on several constructs of acceptability, including novelty, usefulness and ease of understanding. Conclusions: These findings support further exploration of TAT for treatment expansion in a high acuity, dual diagnosis population and indicate the value of future research on efficacy. ClinicalTrials.gov Identifier: NCT02674477.
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Affiliation(s)
- Alexis S Hammond
- Behavioral Pharmacology Research Unit, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Denis G Antoine
- Behavioral Pharmacology Research Unit, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Maxine L Stitzer
- Behavioral Pharmacology Research Unit, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.,Friends Research Institute, Baltimore, Maryland, USA
| | - Eric C Strain
- Behavioral Pharmacology Research Unit, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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Paulus MP, Stewart JL. Neurobiology, Clinical Presentation, and Treatment of Methamphetamine Use Disorder: A Review. JAMA Psychiatry 2020; 77:959-966. [PMID: 32267484 PMCID: PMC8098650 DOI: 10.1001/jamapsychiatry.2020.0246] [Citation(s) in RCA: 161] [Impact Index Per Article: 32.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
IMPORTANCE The prevalence of and mortality associated with methamphetamine use has doubled during the past 10 years. There is evidence suggesting that methamphetamine use disorder could be the next substance use crisis in the United States and possibly worldwide. OBSERVATION The neurobiology of methamphetamine use disorder extends beyond the acute effect of the drug as a monoaminergic modulator and includes intracellular pathways focused on oxidative stress, neurotoxic and excitotoxic effects, and neuroinflammation. Similarly, the clinical picture extends beyond the acute psychostimulatory symptoms to include complex cardiovascular and cerebrovascular signs and symptoms that need to be identified by the clinician. Although there are no pharmacologic treatments for methamphetamine use disorder, cognitive behavioral therapy, behavioral activation, and contingency management show modest effectiveness. CONCLUSIONS AND RELEVANCE There is a need to better understand the complex neurobiology of methamphetamine use disorder and to develop interventions aimed at novel biological targets. Parsing the disorder into different processes (eg, craving or mood-associated alterations) and targeting the neural systems and biological pathways underlying these processes may lead to greater success in identifying disease-modifying interventions. Finally, mental health professionals need to be trained in recognizing early cardiovascular and cerebrovascular warning signs to mitigate the mortality associated with methamphetamine use disorder.
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Affiliation(s)
- Martin P. Paulus
- Scientific Director and President Laureate Institute for Brain Research 6655 S Yale Ave, Tulsa, OK 74136-3326,Department of Community Medicine, University of Tulsa, Tulsa OK 74104
| | - Jennifer L. Stewart
- Scientific Director and President Laureate Institute for Brain Research 6655 S Yale Ave, Tulsa, OK 74136-3326,Department of Community Medicine, University of Tulsa, Tulsa OK 74104
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90
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Kario K, Nomura A, Harada N, Tanigawa T, So R, Nakagawa K, Suzuki S, Okura A, Hida E, Satake K. A multicenter clinical trial to assess the efficacy of the digital therapeutics for essential hypertension: Rationale and design of the HERB-DH1 trial. J Clin Hypertens (Greenwich) 2020; 22:1713-1722. [PMID: 32815648 PMCID: PMC7589405 DOI: 10.1111/jch.13993] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 06/26/2020] [Accepted: 06/27/2020] [Indexed: 12/12/2022]
Abstract
Digital therapeutics is a new approach to treat hypertension via using software programs such as smartphone apps and/or device algorithms. We develop a HERB system-new interactive smartphone app (HERB Mobile) with web-based patient management console (HERB Console)-to lower blood pressure (BP) based on an algorithm that helps users to promote lifestyle modifications in conjunction with medically validated non-pharmacological interventions. The app can assess the personalities, behavior characteristics, and hypertension determinants of each patient with hypertension to provide adequate guidance. To demonstrate the efficacy of the system, we designed a randomized, controlled, multicenter, open-label trial "HERB-DH1 (HERB digital hypertension 1)" to assess the efficacy of HERB system in patients with essential hypertension. The authors allocate patients to the intervention group (HERB system + standard lifestyle modification) or to the control group (standard lifestyle modification alone). In the intervention group, we provide the HERB Mobile for patients and the HERB Console for their primary physicians for 24 weeks. Both groups are instructed for standard lifestyle modifications based on the current recommendations in the Japanese Society of Hypertension 2019 guideline. The primary outcome is the mean change from baseline to 12 weeks in 24-hour systolic BP measured by ambulatory BP monitoring. We started this study in December of 2019, and the trial results will be expected in early 2021. We believe that this trial enables us to verify the efficacy of the HERB system in patients with essential hypertension.
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Affiliation(s)
- Kazuomi Kario
- Division of Cardiovascular MedicineDepartment of MedicineJichi Medical University School of MedicineTochigiJapan
| | - Akihiro Nomura
- CureApp InstituteKaruizawaJapan
- Innovative Clinical Research CenterKanazawa UniversityJapan
- Department of Cardiovascular MedicineKanazawa University Graduate School of Medical SciencesKanazawaJapan
| | - Noriko Harada
- Division of Cardiovascular MedicineDepartment of MedicineJichi Medical University School of MedicineTochigiJapan
| | | | | | | | | | - Ayako Okura
- Division of Cardiovascular MedicineDepartment of MedicineJichi Medical University School of MedicineTochigiJapan
| | - Eisuke Hida
- Department of Biostatistics and Data ScienceOsaka University Graduate School of MedicineOsakaJapan
| | - Kohta Satake
- CureApp InstituteKaruizawaJapan
- CureApp, IncTokyoJapan
- Department of Respiratory MedicineJapanese Red Cross Medical CenterTokyoJapan
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91
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Schramm ZA, Leroux BG, Radick AC, Ventura AS, Klein JW, Samet JH, Saxon AJ, Kim TW, Tsui JI. Video directly observed therapy intervention using a mobile health application among opioid use disorder patients receiving office-based buprenorphine treatment: protocol for a pilot randomized controlled trial. Addict Sci Clin Pract 2020; 15:30. [PMID: 32736660 PMCID: PMC7393902 DOI: 10.1186/s13722-020-00203-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Accepted: 07/21/2020] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND Office-based buprenorphine treatment of opioid use disorder (OUD) does not typically include in-person directly observed therapy (DOT), potentially leading to non-adherence. Video DOT technologies may safeguard against this issue and thus enhance likelihood of treatment success. We describe the rationale and protocol for the Trial of Adherence Application for Buprenorphine treatment (TAAB) study, a pilot randomized controlled trial (RCT) to evaluate the effects of video DOT delivered via a smartphone app on office-based buprenorphine treatment outcomes, namely illicit opioid use and retention. METHODS Participants will be recruited from office-based opioid addiction treatment programs in outpatient clinics at two urban medical centers and randomized to either video DOT (intervention) delivered via a HIPAA-compliant, asynchronous, mobile health (mHealth) technology platform, or treatment-as-usual (control). Eligibility criteria are: 18 years or older, prescribed sublingual buprenorphine for a cumulative total of 28 days or less from the office-based opioid treatment program, and able to read and understand English. Patients will be considered ineligible if they are unable or unwilling to use the intervention, provide consent, or complete weekly study visits. All participants will complete 13 in-person weekly visits and be followed via electronic health record data capture at 12- and 24-weeks post-randomization. Data gathered include the following: demographics; current and previous treatment for OUD; self-reported diversion of prescribed buprenorphine; status of their mental and physical health; and self-reported lifetime and past 30-day illicit substance use. Participants provide urine samples at each weekly visit to test for illicit drugs and buprenorphine. The primary outcome is percentage of weekly urines that are negative for opioids over the 12-weeks. The secondary outcome is engagement in treatment at week 12. DISCUSSION Video DOT delivered through mHealth technology platform offers possibility of improving patients' buprenorphine adherence by providing additional structure and accountability. The TAAB study will provide important preliminary estimates of the impact of this mHealth technology for patients initiating buprenorphine, as well as the feasibility of study procedures, thus paving the way for further research to assess feasibility and generate preliminary data for design of a future Phase III trial. Trial Registration ClinicalTrails.gov, NCT03779997, Registered on December 19, 2018.
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Affiliation(s)
- Zachery A Schramm
- Division of General Internal Medicine, Department of Medicine, University of Washington, Mailbox 359780, 325 Ninth Avenue, Seattle, WA, 98104, USA
| | - Brian G Leroux
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Andrea C Radick
- Division of General Internal Medicine, Department of Medicine, University of Washington, Mailbox 359780, 325 Ninth Avenue, Seattle, WA, 98104, USA
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Alicia S Ventura
- Clinical Addiction Research and Education (CARE) Unit, Section of General Internal Medicine, Department of Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Jared W Klein
- Division of General Internal Medicine, Department of Medicine, University of Washington, Mailbox 359780, 325 Ninth Avenue, Seattle, WA, 98104, USA
| | - Jeffrey H Samet
- Department of Community Health Sciences, Boston University School of Public Health, Boston, MA, USA
- Clinical Addiction Research and Education (CARE) Unit, Section of General Internal Medicine, Department of Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Andrew J Saxon
- Center of Excellence in Substance Abuse Treatment and Education, VA Puget Sound Health Care System, Seattle, WA, USA
| | - Theresa W Kim
- Clinical Addiction Research and Education (CARE) Unit, Section of General Internal Medicine, Department of Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Judith I Tsui
- Division of General Internal Medicine, Department of Medicine, University of Washington, Mailbox 359780, 325 Ninth Avenue, Seattle, WA, 98104, USA.
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92
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Riley WT, Oh A, Aklin WM, Wolff-Hughes DL. National Institutes of Health Support of Digital Health Behavior Research. HEALTH EDUCATION & BEHAVIOR 2020; 46:12-19. [PMID: 31742453 DOI: 10.1177/1090198119866644] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
The National Institutes of Health (NIH) has increasingly supported research in digital health technologies to advance research and deliver behavior change interventions. We highlight some of the research supported by the NIH in eHealth, mHealth, and social media as well as research resources supported by the NIH to accelerate research in this area. We also describe some of the challenges and opportunities in the digital health field and the need to balance the promise of these technologies with rigorous scientific evidence.
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Affiliation(s)
| | - April Oh
- National Cancer Institute, Bethesda, MD, USA
| | - Will M Aklin
- National Institute on Drug Abuse, Rockville, MD, USA
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93
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Adrian M, Coifman J, Pullmann MD, Blossom JB, Chandler C, Coppersmith G, Thompson P, Lyon AR. Implementation Determinants and Outcomes of a Technology-Enabled Service Targeting Suicide Risk in High Schools: Mixed Methods Study. JMIR Ment Health 2020; 7:e16338. [PMID: 32706691 PMCID: PMC7399956 DOI: 10.2196/16338] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Revised: 01/31/2020] [Accepted: 02/21/2020] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Technology-enabled services (TESs), which integrate human service and digital components, are popular strategies to increase the reach and impact of mental health interventions, but large-scale implementation of TESs has lagged behind their potential. OBJECTIVE This study applied a mixed qualitative and quantitative approach to gather input from multiple key user groups (students and educators) and to understand the factors that support successful implementation (implementation determinants) and implementation outcomes of a TES for universal screening, ongoing monitoring, and support for suicide risk management in the school setting. METHODS A total of 111 students in the 9th to 12th grade completed measures regarding implementation outcomes (acceptability, feasibility, and appropriateness) via an open-ended survey. A total of 9 school personnel (school-based mental health clinicians, nurses, and administrators) completed laboratory-based usability testing of a dashboard tracking the suicide risk of students, quantitative measures, and qualitative interviews to understand key implementation outcomes and determinants. School personnel were presented with a series of scenarios and common tasks focused on the basic features and functions of the dashboard. Directed content analysis based on the Consolidated Framework for Implementation Research was used to extract multilevel determinants (ie, the barriers or facilitators at the levels of the outer setting, inner setting, individuals, intervention, and implementation process) related to positive implementation outcomes of the TES. RESULTS Overarching themes related to implementation determinants and outcomes suggest that both student and school personnel users view TESs for suicide prevention as moderately feasible and acceptable based on the Acceptability of Intervention Measure and Feasibility of Intervention Measure and as needing improvements in usability based on the System Usability Scale. Qualitative results suggest that students and school personnel view passive data collection based on social media data as a relative advantage to the current system; however, the findings indicate that the TES and the school setting need to address issues of privacy, integration into existing workflows and communication patterns, and options for individualization for student-centered care. CONCLUSIONS Innovative suicide prevention strategies that rely on passive data collection in the school context are a promising and appealing idea. Usability testing identified key issues for revision to facilitate widespread implementation.
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Affiliation(s)
- Molly Adrian
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States
| | - Jessica Coifman
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States
| | - Michael D Pullmann
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States
| | | | - Casey Chandler
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States
| | | | - Paul Thompson
- The Dartmouth Institute for Health Policy and Clinical Practice, Geisel School of Medicine at Dartmouth, Hanover, NH, United States
| | - Aaron R Lyon
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States
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94
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Tofighi B, Leonard N, Greco P, Hadavand A, Acosta MC, Lee JD. Technology Use Patterns Among Patients Enrolled in Inpatient Detoxification Treatment. J Addict Med 2020; 13:279-286. [PMID: 30589653 PMCID: PMC6586521 DOI: 10.1097/adm.0000000000000494] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
BACKGROUND Technology-based interventions offer a practical, low-cost, and scalable approach to optimize the treatment of substance use disorders (SUDs) and related comorbidities (HIV, hepatitis C infection). This study assessed technology use patterns (mobile phones, desktop computers, internet, social media) among adults enrolled in inpatient detoxification treatment. METHODS A 49-item, quantitative and qualitative semi-structured survey assessed for demographic characteristics, technology use patterns (ie, mobile phone, text messaging [TM], smart phone applications, desktop computer, internet, and social media use), privacy concerns, and barriers to technology use. We used multivariate logistic regression models to assess the association between respondent demographic and clinical characteristics and their routine use of technologies. RESULTS Two hundred and six participants completed the survey. Nearly all participants reported mobile phone ownership (86%). Popular mobile phone features included TM (96%), web-browsers (81%), and accessing social media (61%). There was high mobile phone (3.3 ± 2.98) and phone number (2.6 ± 2.36) turnover in the preceding 12 months. Nearly half described daily or weekly access to desktop computers (48%) and most reported internet access (67%). Increased smartphone ownership was associated with higher education status (P = 0.022) and homeless respondents were less likely to report mobile phone ownership (P = 0.010) compared to participants with any housing status (ie, own apartment, residing with friends, family, or in a halfway house). Internet search engines were used by some participants (39.4%, 71/180) to locate 12 step support group meetings (37%), inpatient detoxification programs (35%), short- or long-term rehabilitation programs (32%), and outpatient treatment programs (4%). CONCLUSIONS Technology use patterns among this hard-to-reach sample of inpatient detoxification respondents suggest high rates of mobile phone ownership, TM use, and moderate use of technology to facilitate linkage to addiction treatment services.
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Affiliation(s)
- Babak Tofighi
- NYU College of Nursing (NL); NYU Department of Population Health (JDL, BT, PG); Johns Hopkins School of Public Health (AH); National Development and Research Institutes, Inc, New York, NY (MCA)
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95
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Abstract
Digital technologies are rapidly changing how we understand and promote health. A robust and growing line of research has examined how digital health may enhance our understanding and treatment of addiction. This manuscript highlights innovations in the application of digital health approaches to addiction medicine, with a particular emphasis on advances in (1) real-time measurement of drug use events, (2) real-time measurement of the confluence of factors that surround drug use events, and (3) research examining how real-time measurement can inform responsive, in-the-moment interventions to prevent and treat substance use disorder. Although this manuscript focuses on addiction medicine as one exemplar of the striking impact of digital health, science-based digital health offers generalizable solutions to scaling-up unprecedented models of precision healthcare delivery across a broad spectrum of diseases across the globe.
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Affiliation(s)
- Lisa A Marsch
- Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, 46 Centerra Parkway, Suite 315, Lebanon, New Hampshire USA
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96
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Sugarman DE, Meyer LE, Reilly ME, Greenfield SF. Feasibility and Acceptability of a Web-Based, Gender-Specific Intervention for Women with Substance Use Disorders. J Womens Health (Larchmt) 2020; 29:636-646. [DOI: 10.1089/jwh.2018.7519] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Dawn E. Sugarman
- Division of Alcohol and Drug Abuse, McLean Hospital, Belmont, Massachusetts
- Division of Women's Mental Health, McLean Hospital, Belmont, Massachusetts
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
| | - Laurel E. Meyer
- Division of Alcohol and Drug Abuse, McLean Hospital, Belmont, Massachusetts
- Division of Women's Mental Health, McLean Hospital, Belmont, Massachusetts
| | - Meghan E. Reilly
- Division of Alcohol and Drug Abuse, McLean Hospital, Belmont, Massachusetts
- Division of Women's Mental Health, McLean Hospital, Belmont, Massachusetts
| | - Shelly F. Greenfield
- Division of Alcohol and Drug Abuse, McLean Hospital, Belmont, Massachusetts
- Division of Women's Mental Health, McLean Hospital, Belmont, Massachusetts
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
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97
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Saraiya TC, Swarbrick M, Franklin L, Kass S, Campbell ANC, Hien DA. Perspectives on trauma and the design of a technology-based trauma-informed intervention for women receiving medications for addiction treatment in community-based settings. J Subst Abuse Treat 2020; 112:92-101. [PMID: 32199551 PMCID: PMC11000234 DOI: 10.1016/j.jsat.2020.01.011] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Revised: 01/21/2020] [Accepted: 01/21/2020] [Indexed: 10/25/2022]
Abstract
BACKGROUND Despite national calls to develop gender-specific interventions for women with opioid use disorder (OUD) with co-occurring trauma and post-traumatic stress disorder (PTSD) symptoms, there remains a dearth of research on what modalities or treatment components would be most feasible for this population. This study interviewed women with OUD receiving medication assisted treatment and addiction treatment providers to explore (a) experiences of barriers to receiving trauma treatment, and (b) both the perceptions and desired design of a prospective technology-delivered, trauma-informed treatment for women with OUD. METHODS Women with lifetime OUD (n = 11) and providers (n = 5) at two community substance use clinics completed semi-structured interviews. Interviews were transcribed, coded, and analyzed in NVivo v11 using a grounded theory approach. Women also completed a demographic form and clinical measures. RESULTS Clients were primarily women with children reporting histories of multiple trauma exposures, high PTSD symptoms, and polysubstance use. Two themes emerged among clients and one among providers regarding barriers to trauma treatment. Regarding the feasibility and desired attributes of a technology-based intervention, six themes emerged among clients and providers, respectively. CONCLUSIONS Themes suggest a high interest by clients and providers for a technology-delivered, trauma informed treatment available by smartphone. Utilizing technology as an adjunct to care, without reducing face-to-face therapy, was important to both clients and providers.
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Affiliation(s)
- Tanya C Saraiya
- Derner School of Psychology, Adelphi University, 158 Cambridge Ave, Garden City, NY 11530, United States of America.
| | - Margaret Swarbrick
- Rutgers Health University Behavioral Healthcare, Rutgers University, 671 Hoes Ln W, Piscataway, NJ 08854, United States of America
| | - Liza Franklin
- Graduate School of Applied and Professional Psychology, Rutgers University, 152 Frelinghuysen Rd, Piscataway, NJ 08854, United States of America
| | - Sara Kass
- Center of Alcohol & Substance Use Studies, Rutgers University, 607 Allison Road, Piscataway, NJ, 08854, United States of America
| | - Aimee N C Campbell
- New York State Psychiatric Institute, Columbia University Medical Center, 1051 Riverside Drive, New York, NY 10032, United States of America
| | - Denise A Hien
- Graduate School of Applied and Professional Psychology, Rutgers University, 152 Frelinghuysen Rd, Piscataway, NJ 08854, United States of America; Center of Alcohol & Substance Use Studies, Rutgers University, 607 Allison Road, Piscataway, NJ, 08854, United States of America
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98
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Beliefs and Attitudes About the Dissemination and Implementation of Internet-Based Self-Care Programs in a Large Integrated Healthcare System. ADMINISTRATION AND POLICY IN MENTAL HEALTH AND MENTAL HEALTH SERVICES RESEARCH 2020; 46:311-320. [PMID: 30600402 DOI: 10.1007/s10488-018-0913-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Behavioral intervention technologies (BITs) are online programs or mobile applications that deliver behavioral health interventions for self-care. The dissemination and implementation of such programs in U.S. healthcare systems has not been widely undertaken. To better understand these phenomena, we explored perspectives on BIT deployment in the Veterans Health Administration. Interviews from 20 providers, administrators, and policy makers were analyzed using qualitative methods. Eight themes were identified including the use of traditional healthcare delivery models, strategies for technology dissemination and implementation, internet infrastructure, leadership, health system structure, regulations, and strategic priorities. This research suggests policy, funding, and strategy development initiatives to promote the implementation and dissemination of BITs.
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Saraiya TC, Pavlicova M, Hu MC, Nunes EV, Hien DA, Campbell ANC. Exploring gender differences among treatment-seekers who use opioids versus alcohol and other drugs. Women Health 2020; 60:821-838. [PMID: 32233747 DOI: 10.1080/03630242.2020.1746952] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Identifying clinical differences between opioid users (OU) and alcohol and other drug users (AOD) may help to tailor treatment to OU, particularly among the majority of OU who are not on opioid agonist treatments. Given the dearth of research on these differences, this study explored gender differences in demographic and clinical characteristics between OU and AOD. Participants (N = 506) were from a multisite, randomized controlled clinical trial of an Internet-delivered psychosocial intervention conducted in 2010-2011. Logistic regression models explored differences in demographic and clinical characteristics by substance use category within and between women and men. Women OU were more likely to be younger, White, employed, benzodiazepine users, and less likely to have children or use cocaine and cannabis than women AOD. Men OU, compared to men AOD, were more likely to be younger, White, younger at first abuse/dependence, benzodiazepine users, and reported greater psychological distress, but were less likely to be involved in criminal justice or use stimulants. Interactions by gender and substance use were also detected for age of first abuse/dependence, employment, and criminal justice involvement. These findings provide a nuanced understanding of gender differences within substance use groups to inform providers for OU seeking treatment.
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Affiliation(s)
- Tanya C Saraiya
- Derner School of Psychology, Adelphi University , Garden City, NY, USA.,Department of Psychology, The City College of New York , New York, NY, USA
| | - Martina Pavlicova
- Department of Biostatistics, Mailman School of Public Health, Columbia University , New York, NY, USA
| | - Mei-Chen Hu
- Department of Biostatistics, Mailman School of Public Health, Columbia University , New York, NY, USA
| | - Edward V Nunes
- Department of Psychiatry and New York State Psychiatric Institute, Columbia University Medical Center , New York, NY, USA
| | - Denise A Hien
- Center of Alcohol Studies, Graduate School of Applied and Professional Psychology, Rutgers, The State University of New Jersey , Piscataway Township, NJ, USA
| | - Aimee N C Campbell
- Department of Psychiatry and New York State Psychiatric Institute, Columbia University Medical Center , New York, NY, USA
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100
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Marsch LA, Campbell A, Campbell C, Chen CH, Ertin E, Ghitza U, Lambert-Harris C, Hassanpour S, Holtyn AF, Hser YI, Jacobs P, Klausner JD, Lemley S, Kotz D, Meier A, McLeman B, McNeely J, Mishra V, Mooney L, Nunes E, Stafylis C, Stanger C, Saunders E, Subramaniam G, Young S. The application of digital health to the assessment and treatment of substance use disorders: The past, current, and future role of the National Drug Abuse Treatment Clinical Trials Network. J Subst Abuse Treat 2020; 112S:4-11. [PMID: 32220409 PMCID: PMC7134325 DOI: 10.1016/j.jsat.2020.02.005] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 01/30/2020] [Accepted: 02/08/2020] [Indexed: 01/17/2023]
Abstract
The application of digital technologies to better assess, understand, and treat substance use disorders (SUDs) is a particularly promising and vibrant area of scientific research. The National Drug Abuse Treatment Clinical Trials Network (CTN), launched in 1999 by the U.S. National Institute on Drug Abuse, has supported a growing line of research that leverages digital technologies to glean new insights into SUDs and provide science-based therapeutic tools to a diverse array of persons with SUDs. This manuscript provides an overview of the breadth and impact of research conducted in the realm of digital health within the CTN. This work has included the CTN's efforts to systematically embed digital screeners for SUDs into general medical settings to impact care models across the nation. This work has also included a pivotal multi-site clinical trial conducted on the CTN platform, whose data led to the very first "prescription digital therapeutic" authorized by the U.S. Food and Drug Administration (FDA) for the treatment of SUDs. Further CTN research includes the study of telehealth to increase capacity for science-based SUD treatment in rural and under-resourced communities. In addition, the CTN has supported an assessment of the feasibility of detecting cocaine-taking behavior via smartwatch sensing. And, the CTN has supported the conduct of clinical trials entirely online (including the recruitment of national and hard-to-reach/under-served participant samples online, with remote intervention delivery and data collection). Further, the CTN is supporting innovative work focused on the use of digital health technologies and data analytics to identify digital biomarkers and understand the clinical trajectories of individuals receiving medications for opioid use disorder (OUD). This manuscript concludes by outlining the many potential future opportunities to leverage the unique national CTN research network to scale-up the science on digital health to examine optimal strategies to increase the reach of science-based SUD service delivery models both within and outside of healthcare.
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Affiliation(s)
- Lisa A Marsch
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA; Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA.
| | - Aimee Campbell
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA; Department of Psychiatry, Columbia University, 1051 Riverside Dr, New York, NY 10032, USA
| | - Cynthia Campbell
- Kaiser Permanente Division of Research, 2000 Broadway, Oakland, CA 94612, USA
| | - Ching-Hua Chen
- Computational Health Behavior and Decision Science Research, IBM Thomas J. Watson Research, 1101 Kitchawan Rd, Yorktown Heights, NY 10598, USA
| | - Emre Ertin
- The Ohio State University College of Engineering, 2070 Neil Ave, Columbus, OH 43210, USA
| | - Udi Ghitza
- The National Institute on Drug Abuse, 6001 Executive Blvd, Rockville, MD 20852, USA
| | - Chantal Lambert-Harris
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA
| | - Saeed Hassanpour
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA
| | - August F Holtyn
- Psychiatry and Behavioral Sciences, Johns Hopkins Medicine, 5255 Loughboro Road, N.W., Washington, DC 20016, USA
| | - Yih-Ing Hser
- Department of Psychiatry and Behavioral Sciences at the UCLA Integrated Substance Abuse Programs, 11075 Santa Monica Blvd., Ste. 200, Los Angeles, CA 90025, USA
| | - Petra Jacobs
- The National Institute on Drug Abuse, 6001 Executive Blvd, Rockville, MD 20852, USA
| | - Jeffrey D Klausner
- Epidemiology UCLA Fielding School of Public Health, Box 951772, Los Angeles, CA 90095-1772, USA
| | - Shea Lemley
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA
| | - David Kotz
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA
| | - Andrea Meier
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA
| | - Bethany McLeman
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA
| | - Jennifer McNeely
- Department of Population Health, Department of Medicine, NYU School of Medicine, 227 East 30th Street, Seventh Floor, New York, NY 10016, USA
| | - Varun Mishra
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA
| | - Larissa Mooney
- Resnick Neuropsychiatric Hospital at UCLA, Ronald Reagan UCLA Medical Center, 150 Medical Plaza Driveway, Los Angeles, CA 90095, USA
| | - Edward Nunes
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA; Department of Psychiatry, Columbia University, 1051 Riverside Dr, New York, NY 10032, USA
| | | | - Catherine Stanger
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA
| | - Elizabeth Saunders
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Dr, Lebanon, NH 03766, USA
| | - Geetha Subramaniam
- The National Institute on Drug Abuse, 6001 Executive Blvd, Rockville, MD 20852, USA
| | - Sean Young
- University of California, Irvine, UC Institute for Prediction Technology, Donald Bren Hall: 6135, Irvine, CA 92697, USA
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