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Rothman B, Slomkowski M, Speier A, Rush AJ, Trivedi MH, Lakhan S, Lawson E, Fahmy M, Carpenter D, Chen D, Docherty JP, Forbes A. A digital therapeutic (CT-152) as adjunct to antidepressant medication: A phase 3 randomized controlled trial (the Mirai study). J Affect Disord 2025:119409. [PMID: 40378969 DOI: 10.1016/j.jad.2025.119409] [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: 02/18/2025] [Revised: 05/06/2025] [Accepted: 05/12/2025] [Indexed: 05/19/2025]
Abstract
OBJECTIVE Digital therapeutics (DTx) are a new treatment class for major depressive disorder (MDD). This study evaluated the effectiveness and safety of a novel DTx, CT-152 (Rejoyn™), for MDD adjunctive to antidepressant medication monotherapy. METHODS Adults aged 22-64 years with MDD having an inadequate response to current antidepressant medication monotherapy were enrolled in a phase 3 multicenter, randomized, blinded, sham-controlled, remote trial with a 6-week intervention and 4-week extension. Delivered via smartphone apps, the CT-152 group received a cognitive-emotional and behavioral therapeutic intervention; the control group received a sham app with a working memory task. Both groups received supportive text messages and continued current antidepressant medication. The primary outcome was Montgomery-Åsberg Depression Rating Scale (MADRS) score change from baseline to week 6. Treatment-emergent adverse events (TEAEs) were assessed. RESULTS Overall, 386 participants were randomly assigned (CT-152, n = 194; sham, n = 192). In the primary efficacy analysis of participants with ≥1 treatment session and ≥ 1 MADRS assessment post-baseline (n = 354), MADRS score changed -9.03 in the CT-152 group and - 7.25 in the sham (difference - 1.78, P = 0.0568). These results were consistent with data from additional patient and clinician scales. In a supportive analysis of the intent-to-treat sample (n = 386), the between-group difference in 6-week MADRS change from baseline was -2.12 (P = 0.0211), favoring CT-152. No TEAEs or discontinuations were considered related to CT-152, and no deaths occurred. CONCLUSIONS CT-152 resulted in depression symptom improvement and a favorable safety profile. Based on these data, CT-152 became the first FDA-authorized prescription DTx for the adjunctive treatment of MDD.
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Affiliation(s)
- Brian Rothman
- Otsuka Pharmaceutical Development & Commercialization, Inc., 508 Carnegie Center Dr, Princeton, NJ 08540, USA.
| | - Mary Slomkowski
- Otsuka Pharmaceutical Development & Commercialization, Inc., 508 Carnegie Center Dr, Princeton, NJ 08540, USA
| | - Austin Speier
- Click Therapeutics, Inc., 80 White St 3rd floor, New York, NY 10013, USA
| | - A John Rush
- Duke-National University of Singapore Medical School, 8 College Rd, 169857, Singapore
| | - Madhukar H Trivedi
- Department of Psychiatry, University of Texas Southwestern Medical Center, 1430 Empire Central Dr 1st Floor, Dallas, TX 75247, USA; O'Donnell Brain Institute, University of Texas Southwestern Medical Center, 6124 Harry Hines Blvd. Suite NS03.200, Dallas, TX 75390, USA
| | - Shaheen Lakhan
- Click Therapeutics, Inc., 80 White St 3rd floor, New York, NY 10013, USA
| | - Erica Lawson
- Otsuka Pharmaceutical Development & Commercialization, Inc., 508 Carnegie Center Dr, Princeton, NJ 08540, USA
| | - Michael Fahmy
- Otsuka Pharmaceutical Development & Commercialization, Inc., 508 Carnegie Center Dr, Princeton, NJ 08540, USA
| | - Daniel Carpenter
- Otsuka Precision Health, Inc., 508 Carnegie Center Dr, Princeton, NJ 08540, USA
| | - Dalei Chen
- Otsuka Pharmaceutical Development & Commercialization, Inc., 508 Carnegie Center Dr, Princeton, NJ 08540, USA
| | - John P Docherty
- Otsuka Pharmaceutical Development & Commercialization, Inc., 508 Carnegie Center Dr, Princeton, NJ 08540, USA; Weill Cornell Medical College, 400 E 67th St, New York, NY 10065, USA
| | - Ainslie Forbes
- Otsuka Pharmaceutical Development & Commercialization, Inc., 508 Carnegie Center Dr, Princeton, NJ 08540, USA
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Guo L, Ren J, Wei Z, Huang X, Dela Cruz N, Estrada LR, Zhang Z, White H, Yang K. Treatment for Depression Among Adults: An Evidence and Gap Map of Systematic Reviews. J Evid Based Med 2025; 18:e70011. [PMID: 40084745 DOI: 10.1111/jebm.70011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Revised: 03/03/2025] [Accepted: 03/03/2025] [Indexed: 03/16/2025]
Abstract
OBJECTIVE To identify and map systematic reviews on the effectiveness of treatment for depressive disorders among adults. METHODS We retrieved systematic reviews and meta-analyses of randomized controlled trials involving adults with depressive symptoms from twelve English and four Chinese databases (June 21, 2022). Using an interactive map, we visualized the effectiveness of evidence on depression based on an intervention-outcome framework. The interventions included psychotherapy, pharmacotherapy, complementary and alternative treatments, and others. The outcomes included the remission of depressive symptoms, symptoms of depressive disorder, life and social skills, and adverse events. RESULTS We included 994 systematic reviews and meta-analyses, including 32 that were review protocols, highlighting the distribution of psychotherapy, pharmacotherapy, and complementary and alternative treatments. However, the evidence and gap map (EGM) revealed significant gaps in evidence for specific interventions, populations, outcomes, and regions. While psychotherapy, pharmacotherapy, and complementary and alternative treatments dominate the landscape, the review highlighted a lack of research on interventions for specific types of depression, such as depression in people with bipolar disorder and treatment-resistant depression. It was a similar situation for underserved populations, including young and middle-aged adults, males, sexual minority individuals, and people with disabilities. The map also suggested the need for more research on the potential risks and side effects associated with both pharmacological and nonpharmacological treatments. CONCLUSIONS The contribution of this EGM was to present the available evidence on psychotherapy, pharmacotherapy, and complementary and alternative treatments for depression in adults, making available an evidence base that could inform future policy decisions and practice. It also identified evidence gaps in interventions, outcomes, population, regions, and evidence confidence. The need for further research on tailored treatments for specific populations was highlighted.
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Affiliation(s)
- Liping Guo
- Evidence-based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- Center for Evidence-based Social Science, School of Public Health, Lanzhou University, Lanzhou, China
- Innovation Laboratory of Evidence-based Social Science, Lanzhou University, Lanzhou, China
| | - Junjie Ren
- Center for Evidence-based Social Science, School of Public Health, Lanzhou University, Lanzhou, China
- Innovation Laboratory of Evidence-based Social Science, Lanzhou University, Lanzhou, China
| | - Zhipeng Wei
- Evidence-based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- Center for Evidence-based Social Science, School of Public Health, Lanzhou University, Lanzhou, China
- Innovation Laboratory of Evidence-based Social Science, Lanzhou University, Lanzhou, China
| | - Xinyu Huang
- Center for Evidence-based Social Science, School of Public Health, Lanzhou University, Lanzhou, China
- Innovation Laboratory of Evidence-based Social Science, Lanzhou University, Lanzhou, China
| | - Nina Dela Cruz
- Evidence-based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- Center for Evidence-based Social Science, School of Public Health, Lanzhou University, Lanzhou, China
- Innovation Laboratory of Evidence-based Social Science, Lanzhou University, Lanzhou, China
| | | | - Zhichun Zhang
- Evidence-based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- Center for Evidence-based Social Science, School of Public Health, Lanzhou University, Lanzhou, China
- Innovation Laboratory of Evidence-based Social Science, Lanzhou University, Lanzhou, China
| | - Howard White
- Evidence-based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- Center for Evidence-based Social Science, School of Public Health, Lanzhou University, Lanzhou, China
- Innovation Laboratory of Evidence-based Social Science, Lanzhou University, Lanzhou, China
- The Research and Evaluation Centre, London, UK
| | - Kehu Yang
- Evidence-based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- Center for Evidence-based Social Science, School of Public Health, Lanzhou University, Lanzhou, China
- Innovation Laboratory of Evidence-based Social Science, Lanzhou University, Lanzhou, China
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Abascal-Peiró S, Peñuelas-Calvo I, Alacreu-Crespo A, Sáiz PA, De la Torre-Luque A, Ruiz-Veguilla M, Barrigón ML, Courtet P, López-Castroman J, Baca-García E, Porras-Segovia A. Digital Platform for the Prevention of Suicidal Behaviour and Non-Suicidal Self-Injuries in Adolescents: The SmartCrisis-Teen Study Protocol. Behav Sci (Basel) 2024; 14:740. [PMID: 39335956 PMCID: PMC11428467 DOI: 10.3390/bs14090740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Revised: 08/21/2024] [Accepted: 08/23/2024] [Indexed: 09/30/2024] Open
Abstract
Suicidal behavior and Non-Suicidal Self-Injuries (NSSIs) are a major health problem in the adolescent population. New technologies can contribute to the development of innovative interventions in suicide prevention. Here, we present the SmartCrisis-Teen study protocol. The study consists of a randomized clinical trial which aims to evaluate the effectiveness of a digital safety plan to prevent suicidal behavior and NSSIs in adolescents. This is a multicentric study which will be conducted among the adolescent population, both in clinical and student settings, with a target sample of 1080 participants. The intervention group will receive an Ecological Momentary Intervention (EMI) consisting of a digital safety plan on their mobile phone. All participants will receive their Treatment As Usual (TAU). Participants will be followed for six months, with weekly and monthly telephone visits and face-to-face visits at three and six months. Participants will be assessed using traditional questionnaires as well as Ecological Momentary Assessment (EMA) and Implicit Association Tests (IATs). With this intervention, we expect a reduction in NSSIs through the acquisition of coping strategies and a decrease in suicidal behavior over the course of follow-up. This study provides a novel, scalable digital intervention for preventing suicidal behavior and NSSIs in adolescents, which could contribute to improving adolescent mental health outcomes globally.
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Affiliation(s)
- Sofía Abascal-Peiró
- Department of Psychiatry, University Hospital Fundación Jiménez Díaz, 28040 Madrid, Spain
| | - Inmaculada Peñuelas-Calvo
- Department of Child and Adolescent Psychiatry, University Hospital 12 de Octubre, 28041 Madrid, Spain
| | - Adrian Alacreu-Crespo
- Department of Psychology and Sociology, Area of Personality, Assessment and Psychological Treatment, University of Zaragoza, 50009 Zaragoza, Spain
| | - Pilar Alejandra Sáiz
- Department of Psychiatry, School of Medcine, University of Oviedo, 33003 Oviedo, Spain
| | - Alejandro De la Torre-Luque
- Department of Legal Medicine, Psychiatry and Pathology, School of Medicine, Universidad Complutense de Madrid, 28040 Madrid, Spain
| | - Miguel Ruiz-Veguilla
- Department of Psychiatry, University Hospital Virgen del Rocío, 41013 Sevilla, Spain
| | - María Luisa Barrigón
- Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, 28007 Madrid, Spain
| | - Philippe Courtet
- Department of Emergency Psychiatry and Acute Care, Centre Hospitalier Universitaire Montpellier, University of Montpellier, 34090 Montpellier, France
| | - Jorge López-Castroman
- Department of Signal Theory and Communications, Universidad Carlos III de Madrid, Leganés, 28903 Madrid, Spain
| | - Enrique Baca-García
- Department of Psychiatry, University Hospital Fundación Jiménez Díaz, 28040 Madrid, Spain
- Translational Psychiatry Research Group, Instituto de Investigación Sanitaria Fundación Jiménez Díaz, 28040 Madrid, Spain
- CIBERSAM (Centro de Investigación en Salud Mental), Carlos III Institute of Health, 28029 Madrid, Spain
- Department of Psychiatry, University Hospital Rey Juan Carlos, Móstoles, 28933 Madrid, Spain
- Department of Psychiatry, Universidad Autónoma de Madrid, 28049 Madrid, Spain
- Department of Psychiatry, General Hospital of Villalba, Villalba, 28400 Madrid, Spain
- Department of Psychiatry, University Hospital Infanta Elena, Valdemoro, 28342 Madrid, Spain
| | - Alejandro Porras-Segovia
- Translational Psychiatry Research Group, Instituto de Investigación Sanitaria Fundación Jiménez Díaz, 28040 Madrid, Spain
- Department of Psychiatry, University Hospital Rey Juan Carlos, Móstoles, 28933 Madrid, Spain
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Ma H, Huang H, Li C, Li S, Gan J, Lian C, Ling Y. The antidepressive mechanism of Longya Lilium combined with Fluoxetine in mice with depression-like behaviors. NPJ Syst Biol Appl 2024; 10:5. [PMID: 38218856 PMCID: PMC10787738 DOI: 10.1038/s41540-024-00329-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Accepted: 01/02/2024] [Indexed: 01/15/2024] Open
Abstract
Traditional Chinese medicine is one of the most commonly used complementary and alternative medicine therapies for depression. Integrated Chinese-western therapies have been extensively applied in numerous diseases due to their superior efficiency in individual treatment. We used the meta-analysis, network pharmacology, and bioinformatics studies to identify the putative role of Longya Lilium combined with Fluoxetine in depression. Depression-like behaviors were mimicked in mice after exposure to the chronic unpredictable mild stress (CUMS). The underlying potential mechanism of this combination therapy was further explored based on in vitro and in vivo experiments to analyze the expression of COX-2, PGE2, and IL-22, activation of microglial cells, and neuron viability and apoptosis in the hippocampus. The antidepressant effect was noted for the combination of Longya Lilium with Fluoxetine in mice compared to a single treatment. COX-2 was mainly expressed in hippocampal CA1 areas. Longya Lilium combined with Fluoxetine reduced the expression of COX-2 and thus alleviated depression-like behavior and neuroinflammation in mice. A decrease of COX-2 curtailed BV-2 microglial cell activation, inflammation, and neuron apoptosis by blunting the PGE2/IL-22 axis. Therefore, a combination of Longya Lilium with Fluoxetine inactivates the COX-2/PGE2/IL-22 axis, consequently relieving the neuroinflammatory response and the resultant depression.
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Affiliation(s)
- Huina Ma
- Department of Health, Youjiang Medical University for Nationalities, Baise, 533000, P. R. China
| | - Hehua Huang
- Department of Human Anatomy, Youjiang Medical University for Nationalities, Baise, 533000, P. R. China
| | - Chenyu Li
- Department of Human Anatomy, Youjiang Medical University for Nationalities, Baise, 533000, P. R. China
| | - Shasha Li
- Department of Human Anatomy, Youjiang Medical University for Nationalities, Baise, 533000, P. R. China
| | - Juefang Gan
- Department of Human Anatomy, Youjiang Medical University for Nationalities, Baise, 533000, P. R. China
| | - Chunrong Lian
- Department of Human Anatomy, Youjiang Medical University for Nationalities, Baise, 533000, P. R. China
| | - Yanwu Ling
- Department of Human Anatomy, Youjiang Medical University for Nationalities, Baise, 533000, P. R. China.
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Forbes A, Keleher MR, Venditto M, DiBiasi F. Assessing Patient Adherence to and Engagement With Digital Interventions for Depression in Clinical Trials: Systematic Literature Review. J Med Internet Res 2023; 25:e43727. [PMID: 37566447 PMCID: PMC10457707 DOI: 10.2196/43727] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 04/24/2023] [Accepted: 06/28/2023] [Indexed: 08/12/2023] Open
Abstract
BACKGROUND New approaches to the treatment of depression are necessary for patients who do not respond to current treatments or lack access to them because of barriers such as cost, stigma, and provider shortage. Digital interventions for depression are promising; however, low patient engagement could limit their effectiveness. OBJECTIVE This systematic literature review (SLR) assessed how participant adherence to and engagement with digital interventions for depression have been measured in the published literature, what levels of adherence and engagement have been reported, and whether higher adherence and increased engagement are linked to increased efficacy. METHODS We focused on a participant population of adults (aged ≥18 years) with depression or major depressive disorder as the primary diagnosis and included clinical trials, feasibility studies, and pilot studies of digital interventions for treating depression, such as digital therapeutics. We screened 756 unique records from Ovid MEDLINE, Embase, and Cochrane published between January 1, 2000, and April 15, 2022; extracted data from and appraised the 94 studies meeting the inclusion criteria; and performed a primarily descriptive analysis. Otsuka Pharmaceutical Development & Commercialization, Inc (Princeton, New Jersey, United States) funded this study. RESULTS This SLR encompassed results from 20,111 participants in studies using 47 unique web-based interventions (an additional 10 web-based interventions were not described by name), 15 mobile app interventions, 5 app-based interventions that are also accessible via the web, and 1 CD-ROM. Adherence was most often measured as the percentage of participants who completed all available modules. Less than half (44.2%) of the participants completed all the modules; however, the average dose received was 60.7% of the available modules. Although engagement with digital interventions was measured differently in different studies, it was most commonly measured as the number of modules completed, the mean of which was 6.4 (means ranged from 1.0 to 19.7) modules. The mean amount of time participants engaged with the interventions was 3.9 (means ranged from 0.7 to 8.4) hours. Most studies of web-based (34/45, 76%) and app-based (8/9, 89%) interventions found that the intervention group had substantially greater improvement for at least 1 outcome than the control group (eg, care as usual, waitlist, or active control). Of the 14 studies that investigated the relationship between engagement and efficacy, 9 (64%) found that increased engagement with digital interventions was significantly associated with improved participant outcomes. The limitations of this SLR include publication bias, which may overstate engagement and efficacy, and low participant diversity, which reduces the generalizability. CONCLUSIONS Patient adherence to and engagement with digital interventions for depression have been reported in the literature using various metrics. Arriving at more standardized ways of reporting adherence and engagement would enable more effective comparisons across different digital interventions, studies, and populations.
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Affiliation(s)
- Ainslie Forbes
- Otsuka Pharmaceutical Development & Commercialization, Inc, Princeton, NJ, United States
| | | | | | - Faith DiBiasi
- Otsuka Pharmaceutical Development & Commercialization, Inc, Princeton, NJ, United States
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Guerrero-Jiménez M, Ruiz M, Gutiérrez-Rojas L, Jiménez-Muñoz L, Baca-Garcia E, Porras-Segovia A. Use of new technologies for the promotion of physical activity in patients with mental illness: A systematic review. World J Psychiatry 2023; 13:182-190. [PMID: 37123096 PMCID: PMC10130960 DOI: 10.5498/wjp.v13.i4.182] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Revised: 01/14/2023] [Accepted: 03/21/2023] [Indexed: 04/18/2023] Open
Abstract
BACKGROUND Physical exercise is an underutilized tool for the management of mental disorders. New technologies have made a breakthrough in health care, and one of its possible applications (apps) could be that of customizing exercise programs for special populations, such as patients with mental disorders. However, the app of the so-called e-health to mental health care is still limited.
AIM To know the efficacy of apps to promote physical activity in patients with mental disorders.
METHODS We conducted a systematic review of the PubMed and Embase databases with the aim of exploring the use of new technologies for the enhancement of physical exercise in patients with a psychiatric illness. Following the selection process, 10 articles were included in the review.
RESULTS The most commonly used devices in this type of intervention are wearable devices and web platforms. Good results in terms of effectiveness and acceptability were obtained in most of the studies.
CONCLUSION Our findings suggest that the use of new technologies in mental health represents a feasible strategy with great potential in clinical practice.
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Affiliation(s)
| | - Marta Ruiz
- Department of Psychiatry, Hospital Rey Juan Carlos, Móstoles 28933, Madrid, Spain
| | | | - Laura Jiménez-Muñoz
- Department of Psychiatry, Hospital Universitario Jiménez Díaz, Madrid 28040, Spain
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Guo L, Li J, White H, Xu Z, Ren J, Huang X, Chen Y, Yang K. PROTOCOL: Treatment for depressive disorder among adults: An evidence and gap map of systematic reviews. CAMPBELL SYSTEMATIC REVIEWS 2023; 19:e1308. [PMID: 36911856 PMCID: PMC9985796 DOI: 10.1002/cl2.1308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
This is the protocol for a Campbell evidence and gap map. The objective of the map is to map available systematic reviews on the effectiveness of treatments for depressive disorders among adults. Specifically, this EGM includes studies on the effectiveness of treatments across a range of outcome domains.
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Affiliation(s)
- Liping Guo
- Evidence‐Based Medicine Center, The Centre of Evidence‐based Social Science, School of Basic MedicineLanzhou UniversityLanzhouChina
| | - Jieyun Li
- Evidence‐Based Medicine Center, The Centre of Evidence‐based Social Science, School of Basic MedicineLanzhou UniversityLanzhouChina
| | - Howard White
- Evidence‐Based Medicine Center, The Centre of Evidence‐based Social Science, School of Basic MedicineLanzhou UniversityLanzhouChina
| | - Zheng Xu
- Evidence‐Based Medicine Center, The Centre of Evidence‐based Social Science, School of Basic MedicineLanzhou UniversityLanzhouChina
| | - Junjie Ren
- The Centre of Evidence‐based Social Science, School of Public healthLanzhou UniversityLanzhouChina
| | - Xinyu Huang
- The Centre of Evidence‐based Social Science, School of Public healthLanzhou UniversityLanzhouChina
| | - Yaogeng Chen
- School of Basic MedicineNingxia Medical UniversityNingxiaChina
| | - Kehu Yang
- Evidence‐Based Medicine Center, The Centre of Evidence‐based Social Science, School of Basic MedicineLanzhou UniversityLanzhouChina
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McCue M, Blair C, Fehnert B, King J, Cormack F, Sarkey S, Eramo A, Kabir C, Khatib R, Kemp D. Mobile App to Enhance Patient Activation and Patient-Provider Communication in Major Depressive Disorder Management: Collaborative, Randomized Controlled Pilot Study. JMIR Form Res 2022; 6:e34923. [PMID: 36301599 PMCID: PMC9650572 DOI: 10.2196/34923] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Revised: 06/21/2022] [Accepted: 06/27/2022] [Indexed: 06/16/2023] Open
Abstract
BACKGROUND Enhanced patient-provider engagement can improve patient health outcomes in chronic conditions, including major depressive disorder (MDD). OBJECTIVE We evaluated the impact of a digitally enabled care mobile app, Pathway, designed to improve MDD patient-provider engagement. Patients used a mobile interface to assess treatment progress and share this information with primary care providers (PCPs). METHODS In this 52-week, real-world effectiveness and feasibility study conducted in primary care clinics, 40 patients with MDD who were recently prescribed antidepressant monotherapy were randomized to use a mobile app with usual care (20/40, 50%) or usual care alone (20/40, 50%). Patients in the app arm engaged with the app daily for 18 weeks; a report was generated at 6-week intervals and shared with the PCPs to facilitate shared treatment decision-making discussions. The patients discontinued the app at week 18 and were followed through year 1. Coprimary outcome measures, assessed via research visits, included change from baseline in the 13-item Patient Activation Measure (PAM-13) and 7-item Patient-Provider Engagement Scale scores at week 18. Additional outcome measures included depression severity (9-item Patient Health Questionnaire [PHQ-9]) and cognitive symptoms (5-item Perceived Deficits Questionnaire-Depression). RESULTS All 37 patients (app arm: n=18, 49%; usual care arm: n=19, 51%) who completed the 18-week follow-up period (n=31, 84% female, mean age 36, SD 11.3 years) had moderate to moderately severe depression. Improvements in PAM-13 and PHQ-9 scores were observed in both arms. Increases in PAM-13 scores from baseline to 18 weeks were numerically greater in the app arm than in the usual care arm (mean 10.5, SD 13.2 vs mean 8.8, SD 9.4; P=.65). At 52 weeks, differences in PAM-13 scores from baseline demonstrated significantly greater improvements in the app arm than in the usual care arm (mean 20.2, SD 17.7 vs mean 1.6, SD 14.2; P=.04). Compared with baseline, PHQ-9 scores decreased in both the app arm and the usual care arm at 18 weeks (mean 7.8, SD 7.2 vs mean 7.0, SD 6.5; P=.73) and 52 weeks (mean 9.5, SD 4.0 vs mean 4.7, SD 6.0; P=.07). Improvements in 7-item Patient-Provider Engagement Scale and WHO-5 scores were observed in both arms at 18 weeks and were sustained through 52 weeks in the app arm. Improvements in WHO-5 scores at 52 weeks were significantly greater in the app arm than in the usual care arm (41.5 vs 20.0; P=.02). CONCLUSIONS Patients with MDD will engage with a mobile app designed to track treatment and disease progression. PCPs will use the data generated as part of their assessment to inform clinical care. The study results suggest that an app-enabled clinical care pathway may enhance patient activation and benefit MDD management. TRIAL REGISTRATION ClinicalTrials.gov NCT03242213; https://clinicaltrials.gov/ct2/show/NCT03242213.
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Affiliation(s)
- Maggie McCue
- Takeda Pharmaceuticals USA, Inc, Lexington, MA, United States
| | | | - Ben Fehnert
- Cognition Kit, Cambridge, United Kingdom
- Ctrl Group, London, United Kingdom
| | - James King
- Cognition Kit, Cambridge, United Kingdom
- Ctrl Group, London, United Kingdom
| | - Francesca Cormack
- Cognition Kit, Cambridge, United Kingdom
- Cambridge Cognition, Cambridge, United Kingdom
| | - Sara Sarkey
- Takeda Pharmaceuticals USA, Inc, Lexington, MA, United States
| | - Anna Eramo
- Lundbeck LLC, Deerfield, IL, United States
| | - Christopher Kabir
- Advocate Research Institute, Advocate Health Care, Downers Grove, IL, United States
| | - Rasha Khatib
- Advocate Research Institute, Advocate Health Care, Downers Grove, IL, United States
| | - David Kemp
- Advocate Aurora Health, Downers Grove, IL, United States
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Porras-Segovia A, Díaz-Oliván I, Barrigón ML, Moreno M, Artés-Rodríguez A, Pérez-Rodríguez MM, Baca-García E. Real-world feasibility and acceptability of real-time suicide risk monitoring via smartphones: A 6-month follow-up cohort. J Psychiatr Res 2022; 149:145-154. [PMID: 35276631 DOI: 10.1016/j.jpsychires.2022.02.026] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 01/31/2022] [Accepted: 02/28/2022] [Indexed: 12/21/2022]
Abstract
Active and passive Ecological Momentary Assessment of suicide risk is crucial for suicide prevention. We aimed to assess the feasibility and acceptability of active and passive smartphone-based EMA in real-world conditions in patients at high risk for suicide. We followed 393 patients at high risk for suicide for six months using two mobile health applications: the MEmind (active) and the eB2 (passive). Retention with active EMA was 79.3% after 1 month and 22.6% after 6 months. Retention with passive EMA was 87.8% after 1 month and 46.6% after 6 months. Satisfaction with the MEmind app, uninstalling the eB2 app and diagnosis of eating disorders were independently associated with stopping active EMA. Satisfaction with the eB2 app and uninstalling the MEmind app were independently associated with stopping passive EMA. Smartphone-based active and passive EMA are feasible and may increase accessibility to mental healthcare.
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Affiliation(s)
- Alejandro Porras-Segovia
- Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Rey Juan Carlos, Móstoles, Spain
| | | | - Maria Luisa Barrigón
- Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain; Universidad Autónoma de Madrid, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain
| | | | - Antonio Artés-Rodríguez
- Department of Signal Theory, Universidad Carlos III de Madrid, Leganés, Spain; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
| | | | - Enrique Baca-García
- Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Rey Juan Carlos, Móstoles, Spain; Universidad Autónoma de Madrid, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain; CIBERSAM, Spain; Departamento de Psiquiatría, Hospital Universitario Infanta Elena, Valdemoro, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Central de Villalba, Madrid, Spain; Universidad Católica del Maule, Talca, Chile; Department of Psychiatry, Centre Hospitalier Universitaire de Nîmes, France.
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10
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Molina R, Díaz-Oliván I, Girela B, Moreno M, Jiménez-Muñoz L, Delgado-Gómez D, Peñuelas-Calvo I, Baca-García E, Porras-Segovia A. Video Games as a Complementary Therapy for Schizophrenia: A Systematic Review. J Psychiatr Pract 2022; 28:143-155. [PMID: 35238826 DOI: 10.1097/pra.0000000000000614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Schizophrenia is a prevalent and serious disorder. Video games have shown potential as an aid in health care for people who suffer from schizophrenia. Although video games may contribute benefit in the treatment of schizophrenia, reviews on this topic are scarce. In this article, we systematically review the evidence concerning video game-based therapeutic interventions for people diagnosed with schizophrenia. METHODS This review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. The review protocol was registered in the PROSPERO database. We searched 4 databases-PubMed, Web of Science, EMBASE, and clinicaltrials.gov-to identify original studies exploring video game-based therapeutic interventions for people with schizophrenia. RESULTS After initial screening, full-text review, and study selection, 11 articles were included in the review. Most studies used video consoles as the platform, with a minority using a personal computer. Video game-based therapeutic interventions were well accepted and generally effective in improving cognitive areas. CONCLUSIONS Cognitive training could be one of the main mechanisms underlying the usefulness and effectiveness of video game-based therapeutic interventions. Software optimization and greater collaboration between developers and health care professionals are some of the priorities for future research in this area.
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11
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Suicide Prevention in Your Pocket: A Systematic Review of Ecological Momentary Interventions for the Management of Suicidal Thoughts and Behaviors. Harv Rev Psychiatry 2022; 30:85-99. [PMID: 35267251 DOI: 10.1097/hrp.0000000000000331] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND This study reviews the evidence on ecological momentary interventions (EMIs) for managing and preventing suicidal thoughts and behaviors. METHODS This review follows the Preferred Reporting Items for Systematic Reviews and Meta-analyses guidelines. Its protocol was registered in the PROSPERO database. We conducted a systematic literature search of five databases: PubMed, EMBASE, Web of Science, PsycInfo, and Cochrane library. The most recent search date was 10 September 2021. RESULTS After screening and full-text review, 27 studies were included, totaling 19 different interventions. Many of the available interventions have not yet been clinically tested. Those that have undergone effectiveness evaluation (10 interventions) showed good rates of effectiveness and feasibility, with some exceptions. The most widely used intervention model is the safety plan, which allows the user to implement coping and distracting strategies in case of suicidal ideation. CONCLUSIONS Ecological momentary interventions provide certain advantages, such as their wide availability, versatility, and potential for customization. These interventions can be useful complements to traditional care, especially in situations in which face-to-face care is not possible. Evidence on the effectiveness of such interventions is still scarce. Furthermore, barriers limiting implementation in clinical practice remain. The constant advance of technology means that these interventions have great potential for improvement in the coming years.
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12
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Hernández-Gómez A, Valdés-Florido MJ, Lahera G, Andrade-González N. Efficacy of Smartphone Apps in Patients With Depressive Disorders: A Systematic Review. Front Psychiatry 2022; 13:871966. [PMID: 36032248 PMCID: PMC9411805 DOI: 10.3389/fpsyt.2022.871966] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Accepted: 05/16/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Digital interventions have become an accessible format in clinical practice to provide better support for patients with mental disorders. However, the clinical efficacy in patients with depressive disorders is not well known. We aimed to determine the efficacy of smartphone applications (apps) in patients diagnosed with a depressive disorder. METHOD An electronic database search was performed of PubMed, PsycINFO, and Web of Science, to identify relevant articles up to June 12, 2021. Peer-reviewed articles were screened and selected based on predetermined inclusion and exclusion criteria. RESULTS Seven articles met the inclusion criteria and therefore were selected for the systematic review, which included a total of 651 patients. The results were heterogeneous, essentially due to the different methodologies used in the selected studies. CONCLUSIONS Digital smartphone-delivered interventions do not appear to reduce depressive symptomatology nor improve the quality of life in patients diagnosed with depressive disorders when compared to an active control group. Taking into account the inherent methodological difficulties and the variability among such studies, it is apparent that further research-with more methodologically refined clinical trials, including larger sample sizes-is needed.
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Affiliation(s)
- Alba Hernández-Gómez
- Department of Personality, Assessment and Clinical Psychology, Complutense University of Madrid, Madrid, Spain
| | - María José Valdés-Florido
- Psychiatry Service, University Hospital of Gran Canaria Dr. Negrín, Las Palmas de Gran Canaria, Spain
| | - Guillermo Lahera
- Faculty of Medicine and Health Sciences, University of Alcalá, Alcalá de Henares, Spain.,IRyCIS, CIBERSAM, Madrid, Spain.,Príncipe de Asturias University Hospital, Alcalá de Henares, Spain
| | - Nelson Andrade-González
- Psychiatry and Mental Health Research Group, Faculty of Medicine and Health Sciences, University of Alcalá, Alcalá de Henares, Spain.,Faculty of Medicine, Alfonso X el Sabio University, Villanueva de la Cañada, Madrid, Spain
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13
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Peñuelas-Calvo I, Jiang-Lin LK, Girela-Serrano B, Delgado-Gomez D, Navarro-Jimenez R, Baca-Garcia E, Porras-Segovia A. Video games for the assessment and treatment of attention-deficit/hyperactivity disorder: a systematic review. Eur Child Adolesc Psychiatry 2022; 31:5-20. [PMID: 32424511 DOI: 10.1007/s00787-020-01557-w] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Accepted: 05/05/2020] [Indexed: 12/12/2022]
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is a prevalent and serious disorder among children. Video games have shown potential for aiding in child healthcare. Video games could contribute to the assessment and management of ADHD, but there are no previous reviews on this topic. Here, we systematically review the evidence about video game-based assessment tools and interventions for children diagnosed with ADHD. This review followed the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) guidelines. The review protocol was registered in PROSPERO database. We searched four databases-PubMed, PsycInfo, Embase and clinicaltrials.gov-to identify original studies exploring either video game-based interventions or video game-based assessment tools in children with ADHD. After initial screening, full text revision and study selection, 22 articles were finally included in the review. Most studies used PC as platform, with a minority using a video console, pad, or 3D device. Video game-based assessment tools were generally effective in discriminating ADHD cases from controls, and in discriminating between ADHD subtypes. Video game-based therapeutic interventions were well accepted and generally effective in improving cognitive areas and decreasing ADHD symptoms. Gamification and cognitive training could be the main mechanisms underlying the usefulness and effectiveness of video game-based assessment tools and interventions. Software optimization and greater collaboration between developers and healthcare professionals are some of the priorities for future research in this area.
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Affiliation(s)
- Inmaculada Peñuelas-Calvo
- Department of Child and Adolescent Psychiatry, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain.
- Translational Psychiatry Research Group, Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain.
- Department of Psychology, Universidad Complutense de Madrid, Madrid, Spain.
| | - Lin Ke Jiang-Lin
- Department of Psychiatry, Universidad Autónoma de Madrid, Madrid, Spain
| | - Braulio Girela-Serrano
- Mood Instability Research Group, Centre for Psychiatry, Imperial College London, London, UK
| | | | - Rocio Navarro-Jimenez
- Translational Psychiatry Research Group, Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain
- Department of Psychiatry, Universidad Autónoma de Madrid, Madrid, Spain
- Department of Psychiatry, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain
| | - Enrique Baca-Garcia
- Department of Child and Adolescent Psychiatry, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain
- Translational Psychiatry Research Group, Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain
- Department of Psychiatry, Universidad Autónoma de Madrid, Madrid, Spain
- Department of Psychiatry, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain
- Hospital Universitario Rey Juan Carlos, Móstoles, Madrid, Spain
- CIBERSAM, Madrid, Spain
- Department of Psychiatry, Hospital Universitario Central de Villalba, Madrid, Spain
- Department of Psychiatry, Hospital Universitario Infanta Elena, Valdemoro, Madrid, Spain
- Department of Psychiatry, Universidad Católica del Maule, Talca, Chile
| | - Alejandro Porras-Segovia
- Translational Psychiatry Research Group, Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain
- Hospital Universitario Rey Juan Carlos, Móstoles, Madrid, Spain
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14
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Winning The Game Against Depression: A Systematic Review of Video Games for the Treatment of Depressive Disorders. Curr Psychiatry Rep 2022; 24:23-35. [PMID: 35113313 PMCID: PMC8811339 DOI: 10.1007/s11920-022-01314-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/18/2021] [Indexed: 12/16/2022]
Abstract
PURPOSE OF REVIEW To review the evidence about video game-based therapeutic intervention for people diagnosed with depressive disorders. RECENT FINDINGS Psychotherapy has been proved to reduce depressive symptoms and is a key element in the treatment of depressive disorders. However, geographical, economical and stigmatized concerns are barriers to access to psychotherapy. New technologies and videos games can overcome some of these barriers by providing teleconferencing evidence-based therapy as time as they may offer an interactive entertainment. Overall, video game-based interventions were useful and effective in reducing symptoms of depressive disorders. Seven of the studies were published in the last 5 years, which reflects the increased research interest in video game-based interventions for depression. Overall, when adherence was reported, rates of acceptability and feasibility were high.
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15
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Porras-Segovia A, Peñuelas-Calvo I, Nobile B, Gutiérrez-Rojas L. Editorial: Interventions based on new technologies for the management of mood disorders. Front Psychiatry 2022; 13:1099947. [PMID: 36569613 PMCID: PMC9768544 DOI: 10.3389/fpsyt.2022.1099947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 11/22/2022] [Indexed: 12/12/2022] Open
Affiliation(s)
- Alejandro Porras-Segovia
- Mental Health Research Group, Health Research Institute Foundation Jimenez Diaz (IIS-FJD), Madrid, Spain.,Division of Psychiatry, Department of Brain Sciences, Faculty of Medicine, Imperial College London, London, United Kingdom
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16
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Torous J, Bucci S, Bell IH, Kessing LV, Faurholt-Jepsen M, Whelan P, Carvalho AF, Keshavan M, Linardon J, Firth J. The growing field of digital psychiatry: current evidence and the future of apps, social media, chatbots, and virtual reality. World Psychiatry 2021; 20:318-335. [PMID: 34505369 PMCID: PMC8429349 DOI: 10.1002/wps.20883] [Citation(s) in RCA: 371] [Impact Index Per Article: 92.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
As the COVID-19 pandemic has largely increased the utilization of telehealth, mobile mental health technologies - such as smartphone apps, vir-tual reality, chatbots, and social media - have also gained attention. These digital health technologies offer the potential of accessible and scalable interventions that can augment traditional care. In this paper, we provide a comprehensive update on the overall field of digital psychiatry, covering three areas. First, we outline the relevance of recent technological advances to mental health research and care, by detailing how smartphones, social media, artificial intelligence and virtual reality present new opportunities for "digital phenotyping" and remote intervention. Second, we review the current evidence for the use of these new technological approaches across different mental health contexts, covering their emerging efficacy in self-management of psychological well-being and early intervention, along with more nascent research supporting their use in clinical management of long-term psychiatric conditions - including major depression; anxiety, bipolar and psychotic disorders; and eating and substance use disorders - as well as in child and adolescent mental health care. Third, we discuss the most pressing challenges and opportunities towards real-world implementation, using the Integrated Promoting Action on Research Implementation in Health Services (i-PARIHS) framework to explain how the innovations themselves, the recipients of these innovations, and the context surrounding innovations all must be considered to facilitate their adoption and use in mental health care systems. We conclude that the new technological capabilities of smartphones, artificial intelligence, social media and virtual reality are already changing mental health care in unforeseen and exciting ways, each accompanied by an early but promising evidence base. We point out that further efforts towards strengthening implementation are needed, and detail the key issues at the patient, provider and policy levels which must now be addressed for digital health technologies to truly improve mental health research and treatment in the future.
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Affiliation(s)
- John Torous
- Division of Digital Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Massachusetts Mental Health Center, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Sandra Bucci
- Digital Research Unit, Greater Manchester Mental Health NHS Foundation Trust, Manchester, UK
- Centre for Health Informatics, University of Manchester, Manchester, UK
| | - Imogen H Bell
- Orygen, Melbourne, VIC, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, VIC, Australia
| | - Lars V Kessing
- Psychiatric Center Copenhagen, Rigshospitalet, Copenhagen, Denmark
- Copenhagen Affective Disorder Research Center, Copenhagen, Denmark
| | - Maria Faurholt-Jepsen
- Psychiatric Center Copenhagen, Rigshospitalet, Copenhagen, Denmark
- Copenhagen Affective Disorder Research Center, Copenhagen, Denmark
| | - Pauline Whelan
- Digital Research Unit, Greater Manchester Mental Health NHS Foundation Trust, Manchester, UK
- Centre for Health Informatics, University of Manchester, Manchester, UK
| | - Andre F Carvalho
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada
- Centre for Addiction and Mental Health (CAMH), Toronto, ON, Canada
- IMPACT (Innovation in Mental and Physical Health and Clinical Treatment) Strategic Research Centre, Deakin University, Geelong, VIC, Australia
| | - Matcheri Keshavan
- Division of Digital Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Massachusetts Mental Health Center, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Jake Linardon
- Deakin University, Centre for Social and Early Emotional Development and School of Psychology, Burwood, VIC, Australia
| | - Joseph Firth
- Division of Psychology and Mental Health, University of Manchester, Manchester, UK
- NICM Health Research Institute, Western Sydney University, Westmead, NSW, Australia
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Fitzgerald HT, Rubin ST, Fitzgerald DA, Rubin BK. Covid-19 and the impact on young athletes. Paediatr Respir Rev 2021; 39:9-15. [PMID: 34090827 PMCID: PMC8087861 DOI: 10.1016/j.prrv.2021.04.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Accepted: 04/26/2021] [Indexed: 12/12/2022]
Abstract
The Covid-19 pandemic has disrupted organised sport in the community as authorities cancelled, greatly modified or postponed sporting participation as part of a strategy to reduce transmission of the virus. This had a significant impact on young athletes and their families in relation to their psycho-social, physical and career progression considerations. The disruption is likely to continue for some years, considering the constraints of lockdowns, the need to overcome dysfunctional national logistics for delivery of medical care, fund and implement an efficacious vaccine programme locally, nationally and worldwide, develop sufficient herd immunity and create an environment of confidence in the safety of returning to sports for participants, coaches, umpires, administrators and observers. This article will consider the interim challenges regarding the physical and psychosocial importance of maintaining an active sporting programme for young athletes, reflect on safety measures for modifying sporting equipment and environmental protections to allow safest participation in training and competition and provide advice on protocols for a gradual return to sport for the young athlete after infection with Covid-19.
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Affiliation(s)
- Hugh T Fitzgerald
- Exercise Physiology, School of Medical Sciences, University of New South Wales, Kensington, NSW 2052, Australia
| | - Sam T Rubin
- Biomedical Engineering, Clemson University, Clemson, SC, USA
| | - Dominic A Fitzgerald
- Department of Respiratory Medicine, The Children's Hospital at Westmead, Sydney, New South Wales 2145, Australia; Discipline of Child & Adolescent Health, Children's Hospital at Westmead Clinical School, Faculty of Health Sciences, University of Sydney, Westmead 2145, Australia
| | - Bruce K Rubin
- Jessie Ball duPont Distinguished Professor, Dept. of Pediatrics Professor of Biomedical Engineering Virginia Commonwealth University School of Medicine Virginia Eminent Scholar in Pediatrics 1000 East Broad St.Richmond, VA 23298 USA.
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18
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Blease C, Kharko A, Annoni M, Gaab J, Locher C. Machine Learning in Clinical Psychology and Psychotherapy Education: A Mixed Methods Pilot Survey of Postgraduate Students at a Swiss University. Front Public Health 2021; 9:623088. [PMID: 33898374 PMCID: PMC8064116 DOI: 10.3389/fpubh.2021.623088] [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: 10/29/2020] [Accepted: 03/05/2021] [Indexed: 11/13/2022] Open
Abstract
Background: There is increasing use of psychotherapy apps in mental health care. Objective: This mixed methods pilot study aimed to explore postgraduate clinical psychology students' familiarity and formal exposure to topics related to artificial intelligence and machine learning (AI/ML) during their studies. Methods: In April-June 2020, we conducted a mixed-methods online survey using a convenience sample of 120 clinical psychology students enrolled in a two-year Masters' program at a Swiss University. Results: In total 37 students responded (response rate: 37/120, 31%). Among respondents, 73% (n = 27) intended to enter a mental health profession, and 97% reported that they had heard of the term "machine learning." Students estimated 0.52% of their program would be spent on AI/ML education. Around half (46%) reported that they intended to learn about AI/ML as it pertained to mental health care. On 5-point Likert scale, students "moderately agreed" (median = 4) that AI/M should be part of clinical psychology/psychotherapy education. Qualitative analysis of students' comments resulted in four major themes on the impact of AI/ML on mental healthcare: (1) Changes in the quality and understanding of psychotherapy care; (2) Impact on patient-therapist interactions; (3) Impact on the psychotherapy profession; (4) Data management and ethical issues. Conclusions: This pilot study found that postgraduate clinical psychology students held a wide range of opinions but had limited formal education on how AI/ML-enabled tools might impact psychotherapy. The survey raises questions about how curricula could be enhanced to educate clinical psychology/psychotherapy trainees about the scope of AI/ML in mental healthcare.
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Affiliation(s)
- Charlotte Blease
- General Medicine and Primary Care, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Anna Kharko
- Faculty of Health, University of Plymouth, Plymouth, United Kingdom
| | - Marco Annoni
- Interdepartmental Center for Research Ethics and Integrity CNR, Rome, Italy.,Fondazione Umberto Veronesi, Milan, Italy
| | - Jens Gaab
- Department of Clinical Psychology and Psychotherapy, University of Basel, Basel, Switzerland
| | - Cosima Locher
- Faculty of Health, University of Plymouth, Plymouth, United Kingdom.,Department of Clinical Psychology and Psychotherapy, University of Basel, Basel, Switzerland.,Department of Consultation-Liaison Psychiatry and Psychosomatic Medicine, University Hospital Zurich, Zurich, Switzerland
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Jukic T, Ihan A, Strojnik V, Stubljar D, Starc A. The effect of active occupational stress management on psychosocial and physiological wellbeing: a pilot study. BMC Med Inform Decis Mak 2020; 20:321. [PMID: 33272279 PMCID: PMC7712526 DOI: 10.1186/s12911-020-01347-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2020] [Accepted: 11/23/2020] [Indexed: 01/07/2023] Open
Abstract
Background The aim of the study was to address the working population with an occupational stress prevention program using mHealth solution and encourage them for healthy lifestyle choices.
Methods Seventeen participants were randomized from the corporate setting. A 24alife app with a good compliance program was selected. Test battery has been designed to test the physical readiness, psychological evaluation and biological blood markers for stress. Participants were followed up after 30, 60 and 90 days, respectively, within the intervention period. Weight of participants was tracked three times per month. Univariate analysis compared the continuous variables by One-Way Repeated-Measures ANOVA test when the data were normally distributed, or Wilcoxon rank sum test for abnormal distribution of variables.
Results Participants used the app with a compliance rate of 94.1%. The psychological evaluation revealed higher motivation for work, lower burnout scores and participants gave subjective responses of better general wellbeing. Some of the participants lost up to four kg of body mass. Physical readiness has also improved. Conclusions Results of mHealth projects on corporate could include primary health care institutions and health ministry to extend the existing system to patients’ pockets where they can monitor their disease and increase the ability of self-care.
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Affiliation(s)
- Tomislav Jukic
- Department of Internal medicine, Family medicine and History of Medicine, Faculty of Medicine Josip Juraj Strossmayer, Osijek, Croatia
| | - Alojz Ihan
- Institute of Microbiology and Immunology, Medical Faculty of Ljubljana, Ljubljana, Slovenia
| | - Vojko Strojnik
- Faculty of Sport, University of Ljubljana, Ljubljana, Slovenia
| | - David Stubljar
- Department of Research & Development, In-Medico, Mestni trg 11, 8330, Metlika, Slovenia.
| | - Andrej Starc
- Chair of Public Health, Faculty of Health Sciences, University of Ljubljana, Ljubljana, Slovenia
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