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Fox KR. Anxious avoidance informs behavioural interventions for individuals with cardiovascular disease: a commentary. Eur J Cardiovasc Nurs 2024; 23:e136-e137. [PMID: 38813964 DOI: 10.1093/eurjcn/zvae069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Accepted: 04/30/2024] [Indexed: 05/31/2024]
Affiliation(s)
- Kristen R Fox
- Center for Biobehavioral Health, The Abigail Wexner Research Institute at Nationwide Children's Hospital, 700 Children's Drive Columbus, OH 43205, USA
- Department of Pediatrics, The Ohio State University College of Medicine, 370 W 9th Avenue Columbus, OH 43210, USA
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Leissner P, Held C, Humphries S, Rondung E, Olsson EMG. Association of anxiety and recurrent cardiovascular events: investigating different aspects of anxiety. Eur J Cardiovasc Nurs 2024; 23:720-727. [PMID: 38518740 DOI: 10.1093/eurjcn/zvae036] [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: 11/07/2023] [Revised: 03/11/2024] [Accepted: 03/12/2024] [Indexed: 03/24/2024]
Abstract
AIMS While elevated levels of anxiety are associated with worse prognosis of cardiovascular disease (CVD), this association may vary between different aspects of anxiety. The aim of this study was to analyse self-reported behavioural, physiological, affective, and cognitive aspects of anxiety and their relation to the risk of recurrent CV events. METHODS AND RESULTS This prospective cohort study utilized data from the U-CARE Heart trial. Participants (N = 935, post myocardial infarction) answered the Hospital Anxiety and Depression Scale (HADS: Anxiety subscale) and the Cardiac Anxiety Questionnaire (CAQ: Fear, Avoidance & Attention subscales). HADS Anxiety reflected physiological aspects, CAQ Fear reflected cognitive and affective aspects, CAQ Avoidance reflected behavioural aspects, and CAQ Attention reflected cognitive aspects of anxiety. Cox regression was used to estimate the risk between anxiety and recurrent major adverse cardiac event (MACE). During the follow-up period (mean 2.9 years), 124 individuals (13%) experienced a specified MACE endpoint. HADS Anxiety and CAQ Total were both associated with increased risk of MACE [hazard ratio (HR) = 1.52, 95% confidence interval (CI): 1.15-2.02 and HR = 1.30, 95% CI: 1.04-1.64, respectively]. Among the CAQ subscales, there was support for an association between Avoidance and risk of MACE (HR = 1.37, 95% CI 1.15-1.64), but not for Attention and Fear. CONCLUSION The results support that anxiety is associated with an increased risk of recurrent MACE in post-myocardial infarction patients. The association between anxiety and risk was strong for the aspects of anxiety relating to behaviour and physiology, while the support for an association with cognitive and affective aspects was lacking.
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Affiliation(s)
- Philip Leissner
- Department of Women's and Children's Health, Uppsala University, Akademiska sjukhuset, 751 85 Uppsala, Sweden
| | - Claes Held
- Department of Women's and Children's Health, Uppsala University, Akademiska sjukhuset, 751 85 Uppsala, Sweden
- Department of Medical Sciences, Cardiology, Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
| | - Sophia Humphries
- Department of Women's and Children's Health, Uppsala University, Akademiska sjukhuset, 751 85 Uppsala, Sweden
- Department of Neurobiology, Care Science and Society, Karolinska Institute, Stockholm, Sweden
| | - Elisabet Rondung
- Department of Psychology and Social Work, Mid Sweden University, Östersund, Sweden
| | - Erik M G Olsson
- Department of Women's and Children's Health, Uppsala University, Akademiska sjukhuset, 751 85 Uppsala, Sweden
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Reece J, Yu M, Bevens W, Simpson-Yap S, Davenport R, Jelinek G, Neate S. Sociodemographic, Health, and Lifestyle-Related Characteristics Associated With the Commencement and Completion of a Web-Based Lifestyle Educational Program for People With Multiple Sclerosis: Randomized Controlled Trial. J Med Internet Res 2024; 26:e58253. [PMID: 39197163 PMCID: PMC11391162 DOI: 10.2196/58253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Revised: 04/10/2024] [Accepted: 07/02/2024] [Indexed: 08/30/2024] Open
Abstract
BACKGROUND Digital health interventions increase access to multiple sclerosis (MS)-related knowledge for people living with MS; however, our understanding of factors associated with engagement in web-based learning is limited. OBJECTIVE This study aims to examine associations between participant sociodemographic, health, and lifestyle-related characteristics and the commencement and completion of the Multiple Sclerosis Online Course (MSOC) in a randomized controlled trial (RCT). METHODS An intervention course was developed based on the Overcoming MS Program-an evidence-based lifestyle modification program for MS, and a standard care course was developed based on international MS website information. An RCT was conducted to compare the effectiveness of the intervention course versus the standard care course in improving health outcomes in people living with MS. Participant data were collected from a baseline survey. Associations between baseline participant characteristics and MSOC commencement and completion, respectively, were assessed using multivariate log-binomial regression. RESULTS Overall, 1893 participants enrolled in the RCT, and 45.27% (n=857) completed the baseline survey: 23.5% (n=444) in the intervention course and 21.8% (n=413) in the standard care course. Of these 857 participants, 631 (73.6%) commenced the standard care course or intervention course, and 49.1% (218/444) and 54.2% (224/413) completed the intervention course and standard care course, respectively. University education, partnered relationship status, and higher mental and physical quality of life were associated with 19%, 12%, 20%, and 22% higher rates of course commencement, respectively. Clinically significant fatigue was associated with a 10% reduction in the likelihood of commencement. Strongest associations with intervention course completion included middle and older adulthood, male sex, fatigue, and preexisting adherence to a diet program, with 96%, 27%, 24%, and 19% higher rates of completion observed, respectively, whereas higher self-efficacy was associated with up to 35% lower intervention course completion. Associations with standard care course completion included practicing meditation (20% higher completion), whereas employment was associated with 22% lower completion. CONCLUSIONS Sociodemographic and clinical factors, as well as lifestyle-related factors, were important factors in MSOC commencement and completion. These data may help guide the design and enhancement of digital health interventions tailored for people living with MS. TRIAL REGISTRATION Australian New Zealand Clinical Trials Registry ACTRN12621001605886; https://tinyurl.com/2vyve9p9. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.1186/s12883-023-03298-0.
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Affiliation(s)
- Jeanette Reece
- Neuroepidemiology Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia
| | - Maggie Yu
- Neuroepidemiology Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia
| | - William Bevens
- Institute for Clinical and Translational Science, University of California, Irvine, CA, United States
| | - Steve Simpson-Yap
- Neuroepidemiology Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia
- The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Melbourne, Australia
- Menzies Institute for Medical Research, University of Tasmania, Hobart, Australia
| | - Rebekah Davenport
- Melbourne School of Psychological Sciences, The University of Melbourne, Melbourne, Australia
| | - George Jelinek
- Neuroepidemiology Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia
| | - Sandra Neate
- Neuroepidemiology Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia
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Pedersen SS, Skov O. Two for the price of one: does treating depression in cardiac patients using internet-based cognitive behavioural therapy also reduce anxiety symptoms? Eur J Cardiovasc Nurs 2024; 23:e46-e47. [PMID: 38175653 DOI: 10.1093/eurjcn/zvad136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 12/15/2023] [Indexed: 01/05/2024]
Affiliation(s)
- Susanne S Pedersen
- Department of Psychology, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark
- Department of Cardiology, Odense University Hospital, J.B. Winsløwsvej 4, 5000 Odense C, Denmark
| | - Ole Skov
- Department of Psychology, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark
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Tian L, Wong EL, Dong D, Cheung AW, Chan SKW, Cao Y, Mok PK, Zhou L, Xu RH. Improving mental health literacy using web- or app-based interventions: A scoping review. Digit Health 2024; 10:20552076241243133. [PMID: 38585191 PMCID: PMC10998496 DOI: 10.1177/20552076241243133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Accepted: 03/14/2024] [Indexed: 04/09/2024] Open
Abstract
Background Given the rapid advancement in technology, the Internet has grown to play a significant role in the field of healthcare. Individuals can now access a profusion of easily available materials for self-management of their health. The purpose of this review is to describe Web/App-based interventions that are primarily or secondarily designed to improve mental health literacy (MHL) and to investigate the effectiveness of online interventions for improving mental health. Materials and Method A scoping review was conducted by searching five databases: PsycINFO, EMBASE, PubMed, CINAHL, and Web of Science. The search was limited to peer-reviewed journals published in English between 2000 and 2022. Studies focusing on enhancements of MHL or its constituent components were included. Results Twenty-four studies met the inclusion criteria. The interventions primarily targeted patients or individuals exhibiting symptoms of mental disorders, with a higher representation of female participants. All the interventions yielded positive outcomes. The included studies were categorized according to three themes: knowledge, attitude, and self-care skills. Although numerous studies have focused on knowledge improvement, research on interventions targeting self-care skills is scarce. Furthermore, existing literature on knowledge enhancement is limited in terms of the coverage of risk factors. Conclusion This review indicates gaps in web/app interventions including limited evidence on risk factors, inconsistent help-seeking awareness, and inadequate self-care skills training. Further research is critically needed to address these deficiencies and promote comprehensive MHL.
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Affiliation(s)
- Lidan Tian
- Department of Rehabilitation Sciences, Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Eliza Laiyi Wong
- JC School of Public Health and Primary Care, the Chinese University of Hong Kong, Hong Kong SAR, China
| | - Dong Dong
- JC School of Public Health and Primary Care, the Chinese University of Hong Kong, Hong Kong SAR, China
| | - Annie Wailing Cheung
- JC School of Public Health and Primary Care, the Chinese University of Hong Kong, Hong Kong SAR, China
| | - Sherry Kit-wa Chan
- Department of Psychiatry, The University of Hong Kong, Hong Kong SAR, China
| | - Yuan Cao
- Department of Social Work and Social Administration, The University of Hong Kong, Hong Kong SAR, China
| | - Phoenix K.H. Mok
- JC School of Public Health and Primary Care, the Chinese University of Hong Kong, Hong Kong SAR, China
| | - Lingming Zhou
- Department of Research and Education, Hospital of Guangzhou Medical University, Guangzhou, China
| | - Richard Huan Xu
- Department of Rehabilitation Sciences, Hong Kong Polytechnic University, Hong Kong SAR, China
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Semonella M, Marchesi G, Castelnuovo G, Andersson G, Pietrabissa G. Internet-delivered emotional self-management program for the general population during the COVID-19 pandemic: Usability testing. Digit Health 2024; 10:20552076241258419. [PMID: 39314812 PMCID: PMC11418310 DOI: 10.1177/20552076241258419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 05/14/2024] [Indexed: 09/25/2024] Open
Abstract
Introduction Internet-based self-help interventions have the potential to help people address their emotional needs at relatively low costs. However, if the system does not offer optimal functions, it could reduce end-user adherence and satisfaction with treatment and compromise the effectiveness of the program. This study evaluated the usability of an Internet-based self-help intervention for emotional self-management among the general population of Italy during the COVID-19 pandemic. Methods A balanced sex-age sample of 10 individuals who met the inclusion criteria were consecutively recruited online. The think-aloud testing method, the system usability scale and an ad hoc semi-structured interview were used to determine the overall system usability.Quantitative data were analyzed using descriptive statistics and qualitative data were analyzed using thematic analysis. Results The participants were mostly satisfied with the usability of the program. However, older users (<45 years) encountered some problems, which took longer, made more mistakes, and needed more help in performing the tasks than their younger counterparts. The analysis of the interviews revealed three central themes: general thoughts about the platform, weaknesses of the platform and difficulties encountered while navigating and completing tasks, and strengths of the platform. Discussion Based on the results of this study, important improvements will be made before the RinasciMENTE program is tested under real-world conditions. Conducting usability testing is a crucial step at an early stage of the development process of an Internet-based self-help intervention to identify potential usability problems with the system.
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Affiliation(s)
| | - Gloria Marchesi
- Department of Psychology, Catholic University of Milan, Milan, Italy
| | - Gianluca Castelnuovo
- Department of Psychology, Catholic University of Milan, Milan, Italy
- Psychology Research Laboratory, IRCCS Istituto Auxologico Italiano, Milan, Italy
| | - Gerhard Andersson
- Department of Behavioural Science and Learning, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden
| | - Giada Pietrabissa
- Department of Psychology, Catholic University of Milan, Milan, Italy
- Psychology Research Laboratory, IRCCS Istituto Auxologico Italiano, Milan, Italy
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Helmark C, Egholm CL, Rottmann N, Skovbakke SJ, Andersen CM, Johansen JB, Nielsen JC, Larroudé CE, Riahi S, Brandt CJ, Pedersen SS. A web-based intervention for patients with an implantable cardioverter defibrillator - A qualitative study of nurses' experiences (Data from the ACQUIRE-ICD study). PEC INNOVATION 2023; 2:100110. [PMID: 37214535 PMCID: PMC10194258 DOI: 10.1016/j.pecinn.2022.100110] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 11/08/2022] [Accepted: 11/26/2022] [Indexed: 05/24/2023]
Abstract
Objective The aim of this study was to explore cardiac nurses' experiences with a comprehensive web-based intervention for patients with an implantable cardioverter defibrillator. Methods We conducted an explorative qualitative study based on individual semi-structured interviews with 9 cardiac nurses from 5 Danish university hospitals. Results We found one overall theme: "Between traditional nursing and modern eHealth". This theme was derived from the following six categories: (1) comprehensive content in the intervention, (2) patient-related differences in engagement, (3) following the protocol is a balancing act, (4) online communication challenges patient contact, (5) professional collaboration varies, and (6) an intervention with potential. Cardiac nurses were positive towards the web-based intervention and believe it holds a large potential. However, they felt challenged by not having in-person and face-to-face contact with patients, which they found valuable for assessing patients' wellbeing and psychological distress. Conclusion Specific training in eHealth communication seems necessary as web-based care entails a shift in the nursing role and requires a different way of communication.InnovationFocusing on the user experience in web-based care from the perspective of cardiac nurses is innovative, and by applying implementation science this leads to new knowledge to consider when developing and implementing web-based care.
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Affiliation(s)
- Charlotte Helmark
- Department of Cardiology, Zealand University Hospital, Roskilde, Denmark
- Department of Psychology, University of Southern Denmark, Odense, Denmark
| | - Cecilie L. Egholm
- REHPA, The Danish Knowledge Centre for Rehabilitation and Palliative Care, Odense University Hospital, Nyborg, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Nina Rottmann
- Department of Psychology, University of Southern Denmark, Odense, Denmark
- REHPA, The Danish Knowledge Centre for Rehabilitation and Palliative Care, Odense University Hospital, Nyborg, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Søren J. Skovbakke
- Department of Psychology, University of Southern Denmark, Odense, Denmark
| | - Christina M. Andersen
- Department of Psychology, University of Southern Denmark, Odense, Denmark
- Steno Diabetes Center Odense, Odense, Denmark
| | - Jens B. Johansen
- Department of Cardiology, Odense University Hospital, Odense, Denmark
| | - Jens C. Nielsen
- Department of Cardiology, Aarhus University Hospital, Aarhus N, Denmark
- Denmark and Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Charlotte E. Larroudé
- Department of Cardiology, Copenhagen University Hospital Herlev-Gentofte, Hellerup, Denmark
| | - Sam Riahi
- Department of Cardiology, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Carl J. Brandt
- Research Unit of General Practice, University of Southern Denmark, Odense, Denmark
| | - Susanne S. Pedersen
- Department of Psychology, University of Southern Denmark, Odense, Denmark
- Department of Cardiology, Odense University Hospital, Odense, Denmark
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Alsaqqa HH, Alwawi A. Digital intervention for public health: searching for implementing characteristics, concepts and recommendations: scoping review. Front Public Health 2023; 11:1142443. [PMID: 37790710 PMCID: PMC10544338 DOI: 10.3389/fpubh.2023.1142443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Accepted: 09/04/2023] [Indexed: 10/05/2023] Open
Abstract
Studying the impact of digital interventions on public health can help ensure that the offered services produce the desired results. In order to address these factors, the subsequent study uses a scope review to evaluate the state of the field while concentrating on ideas and suggestions that represent factors that have been crucial in the management of digital intervention for public health. To shed light on the traits, ideas and suggestions related to public health digital intervention, a scoping review was carried out. Five electronic databases were used to locate pertinent research that were published before February 2022. All texts were examined, and study abstracts were scrutinized to determine their eligibility. The last analysis of this study included fifteen publications; five reviews, four qualitative studies, two quantitative studies, one viewpoint study, one mixed-method study, one perspective study, and one interventional study. The key ideas for digital interventions in population management and health studies are presented in this overview. Many concepts, implementation characteristics and recommendations have been raised which highlight the future role of these interventions to enhance public engagement and health equity.
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Affiliation(s)
- Hatem H. Alsaqqa
- Deanship of Scientific Research, Al-Quds University, Jerusalem, Palestine
- Ministry of Health, Gaza Strip, Palestine
| | - Abdallah Alwawi
- Anesthesia and Resuscitation Technology, Health Professions Faculty, Al Quds University, Jerusalem, Palestine
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Karpov B, Lipsanen JO, Ritola V, Rosenström T, Saarni S, Pihlaja S, Stenberg JH, Laizane P, Joffe G. The Overall Anxiety Severity and Impairment Scale as an Outcome Measure in Internet-Delivered Cognitive Behavioral Therapy for Anxiety Disorders: Observational Study. J Med Internet Res 2023; 25:e45362. [PMID: 37590055 PMCID: PMC10472172 DOI: 10.2196/45362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 06/20/2023] [Accepted: 06/30/2023] [Indexed: 08/18/2023] Open
Abstract
BACKGROUND Internet-delivered cognitive behavioral therapy (iCBT) is effective in the treatment of anxiety disorders. iCBT clinical trials use relatively long and time-consuming disorder-specific rather than transdiagnostic anxiety measurements. Overall Anxiety Severity and Impairment Scale (OASIS) is a brief self-report scale that could offer a universal, easy-to-use anxiety measurement option in disorder-specific and transdiagnostic iCBT programs. OBJECTIVE We aimed to investigate relationships between OASIS and disorder-specific instruments in iCBT. We expected these relationships to be positive. METHODS We investigated patients in original nationwide iCBT programs for generalized anxiety disorder (GAD), obsessive-compulsive disorder, panic disorder, and social anxiety disorder, which were administered by Helsinki University Hospital, Finland. In each program, anxiety symptoms were measured using both disorder-specific scales (the 7-item Generalized Anxiety Disorder scale, Penn State Worry Questionnaire, revised Obsessive-Compulsive Inventory, Panic Disorder Severity Scale, and Social Phobia Inventory) and by OASIS. A general linear model for repeated measures (mixed models) and interaction analysis were used for investigating the changes and relationships in the mean scores of OASIS and disorder-specific scales from the first session to the last one. RESULTS The main effect of linear mixed models indicated a distinct positive association between OASIS and disorder-specific scale scores. Interaction analysis demonstrated relatively stable associations between OASIS and the revised Obsessive-Compulsive Inventory (F822.9=0.09; 95% CI 0.090-0.277; P=.32), and OASIS and the Panic Disorder Severity Scale (F596.6=-0.02; 95% CI -0.108 to -0.065; P=.63) from first the session to the last one, while the 7-item Generalized Anxiety Disorder scale (F4345.8=-0.06; 95% CI -0.109 to -0.017; P=.007), Penn State Worry Questionnaire (F4270.8=-0.52; 95% CI -0.620 to -0.437; P<.001), and Social Phobia Inventory (F862.1=-0.39; 95% CI -0.596 to -0.187; P<.001) interrelated with OASIS more strongly at the last session than at the first one. CONCLUSIONS OASIS demonstrates clear and relatively stable associations with disorder-specific symptom measures. Thus, OASIS might serve as an outcome measurement instrument for disorder-specific and plausibly transdiagnostic iCBT programs for anxiety disorders in regular clinical practice.
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Affiliation(s)
- Boris Karpov
- Department of Psychiatry, Helsinki University Hospital, Helsinki, Finland
| | | | - Ville Ritola
- Department of Psychiatry, Helsinki University Hospital, Helsinki, Finland
| | - Tom Rosenström
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Suoma Saarni
- Department of Psychiatry, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Satu Pihlaja
- Department of Psychiatry, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Jan-Henry Stenberg
- Department of Psychiatry, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | | | - Grigori Joffe
- Department of Psychiatry, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
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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: 0] [Impact Index Per Article: 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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Flygare O, Boberg J, Rück C, Hofmann R, Leosdottir M, Mataix-Cols D, de la Cruz LF, Richman P, Wallert J. Association of anxiety or depression with risk of recurrent cardiovascular events and death after myocardial infarction: A nationwide registry study. Int J Cardiol 2023; 381:120-127. [PMID: 37080468 DOI: 10.1016/j.ijcard.2023.04.023] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 04/11/2023] [Accepted: 04/14/2023] [Indexed: 04/22/2023]
Abstract
BACKGROUND Depression and anxiety are risk factors for patients with myocardial infarction (MI). However, the association of a previous psychiatric diagnosis of anxiety or depression, or only such self-reported symptoms, with cardiovascular outcomes and mortality post-MI has not been previously examined in the same nationwide cohort. METHODS We linked demographic, socioeconomic and clinical data from four nationwide Swedish registries for patients enrolled in cardiac rehabilitation (CR) after first-time MI (2006-2015, N = 45,096). After multiple imputation, we applied Cox regression to estimate the post-MI outcome risk for patients with a previous psychiatric diagnosis of anxiety/depression (Diagnosis), patients with no formal diagnosis but self-reported symptoms of anxiety/depression (Symptoms), versus patients with neither Diagnosis nor Symptoms (Reference). RESULTS During one-year follow-up, fully adjusted models showed that patients with Diagnosis had a higher risk (hazard ratio [95%CI]) of all-cause mortality (1.86 [1.36, 2.53]), reinfarction (1.14 [1.06, 1.22]), their composite (1.15 [1.07, 1.23]), and an extended cardiovascular composite (1.19 [1.12, 1.26]), versus Reference, even though 77% reported no symptoms at the time of MI. In patients with Symptoms, estimates were also elevated yet somewhat attenuated compared to Reference. Findings were fairly robust across multiple sensitivity analyses. CONCLUSIONS Both a previous diagnosis, and present self-reported symptoms of anxiety or depression are associated with an increased risk of death and recurrent cardiovascular events in adults with first-time MI. Only screening for present symptoms is inadequate for assessing this excessive risk. Assessment of both psychiatric history and self-reported symptoms seems warranted for these patients.
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Affiliation(s)
- Oskar Flygare
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Sweden; Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
| | - Julia Boberg
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Sweden; Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
| | - Christian Rück
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Sweden; Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
| | - Robin Hofmann
- Department of Clinical Science and Education, Division of Cardiology, Karolinska Institutet, Södersjukhuset, Stockholm, Sweden
| | - Margret Leosdottir
- Department of Clinical Sciences, Cardiology, Lund University, Malmö, Sweden; Skåne University Hospital, Malmö, Sweden
| | - David Mataix-Cols
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Sweden; Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
| | - Lorena Fernández de la Cruz
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Sweden; Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
| | - Peter Richman
- Spohn Emergency Medicine Residency, Texas A&M University, Corpus Christi, TX, USA
| | - John Wallert
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Sweden; Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden.
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12
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Schwarz J, Mauche N, Oehler C, Rummel-Kluge C, Hegerl U, Strauß M. ["iFightDepression" in inpatient treatment : Evaluation of a web-based, therapist-guided self-management program on a specialized ward for affective disorders]. DER NERVENARZT 2022; 93:459-467. [PMID: 34652484 PMCID: PMC9061691 DOI: 10.1007/s00115-021-01214-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 09/09/2021] [Indexed: 11/26/2022]
Abstract
BACKGROUND E‑mental health mainly plays a role in the outpatient treatment of patients with depressive disorders. The goal of this study was to implement and evaluate the web-based, therapist-guided self-management tool "iFightDepression" (iFD) to clarify if there is a benefit for inpatient use. MATERIAL AND METHODS In this study 78 inpatients with affective disorders (ICD-10 F32.0‑3, F33.0-3) or dysthymia (F34) were recruited. The intervention duration with the iFD tool went from admission until discharge, therapeutic support was granted by the ward staff. Symptom severity, intervention expectations and experience with therapy were processed in an online questionnaire before the intervention (T0) while intervention satisfaction was captured after the intervention shortly before discharge (T1) in a paper-pencil questionnaire. RESULTS Out of 78 participating inpatients 42 used the iFD tool at least once. Moderate to high levels of expectation regarding the iFD tool and mildly above-average level of satisfaction after the intervention were observed. Of the active users 67% indicated they would continue to use the iFD tool after discharge. The main reasons for not using the iFD tool were short duration of stay, severity of disease and lack of digital literacy. CONCLUSION An implementation of the iFD tool is feasible on principle. Active users gave positive feedback concerning the intervention and most participants claimed to continue using the iFD tool after discharge; however, low usage rates among study participants (42/78, 54%) showed barriers of implementation that have to be addressed and underline the importance of adaptations regarding the use of the intervention in a clinical setting.
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Affiliation(s)
- Julian Schwarz
- Department für Psychische Gesundheit, Klinik und Poliklinik für Psychiatrie und Psychotherapie, Universitätsklinikum Leipzig, AöR, Semmelweisstr. 10, 04103, Leipzig, Deutschland
| | - Nicole Mauche
- Department für Psychische Gesundheit, Klinik und Poliklinik für Psychiatrie und Psychotherapie, Universitätsklinikum Leipzig, AöR, Semmelweisstr. 10, 04103, Leipzig, Deutschland
| | | | - Christine Rummel-Kluge
- Department für Psychische Gesundheit, Klinik und Poliklinik für Psychiatrie und Psychotherapie, Universitätsklinikum Leipzig, AöR, Semmelweisstr. 10, 04103, Leipzig, Deutschland
| | - Ulrich Hegerl
- Senckenberg Professur, Klinik für Psychiatrie, Psychosomatik und Psychotherapie, Goethe-Universität Frankfurt am Main, Frankfurt am Main, Deutschland
| | - Maria Strauß
- Department für Psychische Gesundheit, Klinik und Poliklinik für Psychiatrie und Psychotherapie, Universitätsklinikum Leipzig, AöR, Semmelweisstr. 10, 04103, Leipzig, Deutschland.
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13
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Westas M, Mourad G, Andersson G, Neher M, Lundgren J, Johansson P. The experience of participating in an internet-based cognitive behavioral therapy program among patients with cardiovascular disease and depression: a qualitative interview study. BMC Psychiatry 2022; 22:294. [PMID: 35468736 PMCID: PMC9036745 DOI: 10.1186/s12888-022-03939-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Accepted: 04/12/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Depression in conjunction with cardiovascular disease (CVD) is associated with worsening in CVD, higher mortality, and poorer quality of life. Despite the poor outcomes there is a treatment gap of depression in CVD patients. Recently we found that an Internet-based cognitive behavioral therapy (iCBT) tailored for CVD patients led to reduced symptoms of depression. However, we still have little knowledge about CVD patients' experiences of working with iCBT. The aim of this study was therefore to explore CVD patients' experiences of engaging in a tailored iCBT program. METHODS A qualitative interview study using inductive thematic analysis. Data was obtained from 20 patients with CVD and depressive symptoms who had participated in a randomized controlled trial (RCT) evaluating the impact of a nine-week iCBT program on depression. RESULTS Three main themes emerged: (1) Taking control of the disease, (2) Not just a walk in the park, and (3) Feeling a personal engagement with the iCBT program. The first theme included comments that the tailored program gave the patients a feeling of being active in the treatment process and helped them achieve changes in thoughts and behaviors necessary to take control of their CVD. The second theme showed that patients also experienced the program as demanding and emotionally challenging. However, it was viewed as helpful to challenge negative thinking about living with CVD and to change depressive thoughts. In the third theme patients reported that the structure inherent in the program, in the form of organizing their own health and the scheduled feedback from the therapist created a feeling of being seen as an individual. The feeling of being acknowledged as a person also made it easier to continuously work with the changes necessary to improve their health. CONCLUSIONS Engaging in an iCBT program tailored for patients with CVD and depression was by the patients perceived as helpful in the treatment of depression. They experienced positive changes in emotions, thoughts, and behaviors which a result of learning to take control of their CVD, being confirmed and getting support. The patients considered working with the iCBT program as demanding and emotionally challenging, but necessary to achieve changes in emotions, thoughts, and behaviors.
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Affiliation(s)
- Mats Westas
- Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden.
| | - Ghassan Mourad
- grid.5640.70000 0001 2162 9922Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
| | - Gerhard Andersson
- grid.5640.70000 0001 2162 9922Department of Behavioural Sciences and Learning, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden ,grid.4714.60000 0004 1937 0626Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden
| | - Margit Neher
- grid.118888.00000 0004 0414 7587Department of Rehabilitation, School of Health and Welfare, Jönköping University, Jönköping, Sweden
| | - Johan Lundgren
- grid.5640.70000 0001 2162 9922Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
| | - Peter Johansson
- grid.5640.70000 0001 2162 9922Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
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14
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Boucher EM, Harake NR, Ward HE, Stoeckl SE, Vargas J, Minkel J, Parks AC, Zilca R. Artificially intelligent chatbots in digital mental health interventions: a review. Expert Rev Med Devices 2021; 18:37-49. [PMID: 34872429 DOI: 10.1080/17434440.2021.2013200] [Citation(s) in RCA: 60] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
INTRODUCTION Increasing demand for mental health services and the expanding capabilities of artificial intelligence (AI) in recent years has driven the development of digital mental health interventions (DMHIs). To date, AI-based chatbots have been integrated into DMHIs to support diagnostics and screening, symptom management and behavior change, and content delivery. AREAS COVERED We summarize the current landscape of DMHIs, with a focus on AI-based chatbots. Happify Health's AI chatbot, Anna, serves as a case study for discussion of potential challenges and how these might be addressed, and demonstrates the promise of chatbots as effective, usable, and adoptable within DMHIs. Finally, we discuss ways in which future research can advance the field, addressing topics including perceptions of AI, the impact of individual differences, and implications for privacy and ethics. EXPERT OPINION Our discussion concludes with a speculative viewpoint on the future of AI in DMHIs, including the use of chatbots, the evolution of AI, dynamic mental health systems, hyper-personalization, and human-like intervention delivery.
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15
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Humphries SM, Wallert J, Norlund F, Wallin E, Burell G, von Essen L, Held C, Olsson EMG. Internet-Based Cognitive Behavioral Therapy for Patients Reporting Symptoms of Anxiety and Depression After Myocardial Infarction: U-CARE Heart Randomized Controlled Trial Twelve-Month Follow-up. J Med Internet Res 2021; 23:e25465. [PMID: 34028358 PMCID: PMC8185614 DOI: 10.2196/25465] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Revised: 11/24/2020] [Accepted: 04/26/2021] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND The U-CARE Heart trial was one of the first randomized controlled trials to evaluate the effect of internet-based cognitive behavioral therapy on self-reported symptoms of anxiety or depression for patients with a recent myocardial infarction. While the effects of internet-based cognitive behavioral therapy on Hospital Anxiety and Depression Scale (HADS) scores at 14 weeks postbaseline were not significant, in this study, we investigated possible long-term effects of treatment. OBJECTIVE The aim of this study was to evaluate the long-term effectiveness of internet-based cognitive behavioral therapy on self-reported symptoms of anxiety and depression in patients 12 months after a myocardial infarction and to explore subsequent occurrences of cardiovascular disease events. METHODS Shortly after acute myocardial infarction, 239 patients (33% female, mean age 59.6 years) reporting mild-to-moderate symptoms of anxiety or depression were randomized to 14 weeks of therapist-guided internet-based cognitive behavioral therapy (n=117) or treatment as usual (n=122). Data from national registries were used to explore group differences in clinical outcomes such as cardiovascular disease and cardiovascular-related mortality for a follow-up period of up to 5 years: group differences in HADS total score 1 year post-myocardial infarction, the primary outcome, was analyzed using multiple linear regression. Secondary outcomes, such as HADS anxiety and depression subscales and the Cardiac Anxiety Questionnaire total score (CAQ), which measures heart-focused anxiety, were analyzed in the same way. Multiple imputation was used to account for missing data, and a pooled treatment effect was estimated. Adjusted Cox proportional hazards models were used to estimate hazard ratios (HRs) for data pertaining to registry outcomes. RESULTS Both groups reported lower HADS total scores 1 year after myocardial infarction than those at baseline. HADS total scores were not significantly different between the treatment and control groups 1 year after myocardial infarction (β=-1.14, 95% CI -2.73 to 0.45, P=.16). CAQ was the only measure improved significantly by internet-based cognitive behavioral therapy when compared with treatment as usual (β=-2.58, 95% CI -4.75 to -0.42, P=.02) before adjusting for multiple comparisons. The composite outcome of nonfatal cardiovascular events and cardiovascular-related mortality did not differ between groups but was numerically higher in the internet-based cognitive behavioral therapy group, who were at slightly greater risk (HR 1.8, 95% CI 0.96 to 3.4, P=.07). Adjusting for previous myocardial infarction and diabetes attenuated this estimate (HR 1.5, 95% CI 0.8 to 2.8, P=.25). CONCLUSIONS Internet-based cognitive behavioral therapy was not superior in reducing self-reported symptoms of depression or anxiety compared to treatment as usual at the 1-year follow-up after myocardial infarction. A reduction in cardiac-related anxiety was observed but was not significant after adjusting for multiple comparisons. There was no difference in risk of cardiovascular events between the treatment groups. Low treatment adherence, which might have affected treatment engagement and outcomes, should be considered when interpreting these results. TRIAL REGISTRATION ClinicalTrials.gov NCT01504191; https://clinicaltrials.gov/ct2/show/NCT01504191. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.1186/s13063-015-0689-y.
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Affiliation(s)
- Sophia Monica Humphries
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - John Wallert
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden
- Centre for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institute, Stockholm, Sweden
| | - Fredrika Norlund
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Emma Wallin
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
- Department of Psychology, Uppsala University, Uppsala, Sweden
| | - Gunilla Burell
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
- Family Medicine and Preventative Medicine, Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | - Louise von Essen
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Claes Held
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Cardiology, Uppsala Clinical Research Centre, Uppsala University, Uppsala, Sweden
| | - Erik Martin Gustaf Olsson
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
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16
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Helmark C, Ahm R, Andersen CM, Skovbakke SJ, Kok R, Wiil UK, Schmidt T, Hjelmborg J, Frostholm L, Frydendal DH, Hansen TB, Zwisler AD, Pedersen SS. Internet-based treatment of anxiety and depression in patients with ischaemic heart disease attending cardiac rehabilitation: a feasibility study (eMindYourHeart). EUROPEAN HEART JOURNAL. DIGITAL HEALTH 2021; 2:323-335. [PMID: 36712399 PMCID: PMC9707909 DOI: 10.1093/ehjdh/ztab037] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 03/25/2021] [Accepted: 04/06/2021] [Indexed: 02/01/2023]
Abstract
Aims Anxiety and depression are prevalent in 20% of patients with ischaemic heart disease (IHD); however, treatment of psychological conditions is not commonly integrated in cardiac rehabilitation (CR). Internet-based psychological treatment holds the potential to bridge this gap. To examine the feasibility of an eHealth intervention targeting anxiety and depression in patients with IHD attending CR. Methods and results We used a mixed-methods design, including quantitative methods to examine drop-out and change in anxiety and depression scores, and qualitative methods (thematic analysis) to evaluate patients' and nurses' experiences with the intervention. The therapist-guided intervention consisted of 12 modules provided via a web-based platform. The primary outcome was drop-out, with a drop-out rate <25% considered acceptable. Patients were considered as non-drop-out if they completed ≥5 modules. Out of 60 patients screened positive for anxiety and/or depression, 29 patients were included. The drop-out rate was 24% (7/29). Patients had a mean improvement in anxiety and depression scores of 5.5 and 4.6, respectively. On average, patients had 8.0 phone calls with their therapist and 19.7 written messages. The qualitative analysis of patients' experiences identified four themes: treatment platform, intervention, communication with therapist, and personal experience. Patients were positive towards the intervention, although some found the assignments burdensome. From the nurses, we identified three themes: intervention, inclusion procedure, and collaboration with study team. The nurses were positive, however, due to limited time some struggled with the inclusion procedure. Conclusion Integrating an eHealth intervention in CR is feasible and the drop-out rate acceptable.
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Affiliation(s)
- Charlotte Helmark
- Department of Cardiology, Zealand University Hospital, Vestermarksvej 21, DK-4000 Roskilde, Denmark,Department of Psychology, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark,Corresponding author. Tel: +DK 4732 6111,
| | - Robert Ahm
- Department of Psychology, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark
| | - Christina M Andersen
- Department of Psychology, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark
| | - Søren J Skovbakke
- Department of Psychology, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark
| | - Robin Kok
- Department of Psychology, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark
| | - Uffe K Wiil
- The Maersk Mc-Kinney Moller Institute, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark
| | - Thomas Schmidt
- The Maersk Mc-Kinney Moller Institute, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark
| | - Jacob Hjelmborg
- Epidemiology, Biostatistics and Biodemography, University of Southern Denmark, J.B. Winslows Vej 9, DK-5000 Odense C, Denmark
| | - Lisbeth Frostholm
- Research Clinic for Functional Disorders and Psychosomatics, Aarhus University Hospital, Palle Juul-Jensens Boulevard 99, DK-8200 Aarhus N, Denmark
| | - Ditte H Frydendal
- Research Clinic for Functional Disorders and Psychosomatics, Aarhus University Hospital, Palle Juul-Jensens Boulevard 99, DK-8200 Aarhus N, Denmark
| | - Tina B Hansen
- Department of Cardiology, Zealand University Hospital, Vestermarksvej 21, DK-4000 Roskilde, Denmark
| | - Ann-Dorthe Zwisler
- Department of Cardiology, Odense University Hospital, J.B. Winslows Vej 4, DK-5000 Odense, Denmark,Danish Knowledge Center for Rehabilitation and Palliative Care (REHPA), Odense University Hospital and University of Southern Denmark, Vestergade 17, DK-5800 Nyborg, Denmark
| | - Susanne S Pedersen
- Department of Psychology, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark,Department of Cardiology, Odense University Hospital, J.B. Winslows Vej 4, DK-5000 Odense, Denmark,Open Patient data Explorative Network (OPEN), Odense University Hospital, J.B. Winslows Vej 9, DK-5000 Odense C, Denmark
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17
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Bendig E, Bauereiß N, Buntrock C, Habibović M, Ebert DD, Baumeister H. Lessons learned from an attempted randomized-controlled feasibility trial on "WIDeCAD" - An internet-based depression treatment for people living with coronary artery disease (CAD). Internet Interv 2021; 24:100375. [PMID: 33732627 PMCID: PMC7941156 DOI: 10.1016/j.invent.2021.100375] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Revised: 01/12/2021] [Accepted: 02/17/2021] [Indexed: 12/22/2022] Open
Abstract
Despite the high prevalence of comorbid depression in people living with coronary artery disease (CAD), uptake of psychological treatment is generally low. This study was designed to investigate the feasibility of an internet-based cognitive-behavioral (iCBT) depression intervention for people with CAD and depressive symptoms. METHODS People with CAD and depressive symptoms (PHQ-9 ≥ 5) were randomly assigned to the eight modules comprising iCBT (N = 18), or waitlist-control (N = 16). Measures were taken at baseline (t1) and at post-treatment (eight weeks after randomization, t2). Feasibility-related outcomes were recruitment strategy, study attrition, intervention dropout, satisfaction, negative effects as well as the potential of the intervention to affect likely outcomes in a future full-scale trial (depression, anxiety, quality of life, fear of progression). Data analyses were based on intention-to-treat principles. Linear regression models were used to detect between group differences. Linear Mixed Models were used to model potential changes over time. RESULTS This trial was terminated prior to a-priori defined sample size has been reached given low recruitment success as well as high intervention dropout (88%) and study attrition (23%). On average, participants in the intervention group completed M = 2.78 (SD = 3.23) modules. Participants in the waitlist control group barely started one module (M = 0.82, SD = 1.81). The satisfaction with the intervention was low (M = 20.6, SD = 0.88). Participants reported no negative effects attributed to the iCBT. Differences between groups with regard to depression, anxiety, fear of progression and quality of life remained non-significant (p > 0.05). CONCLUSION This trial failed to recruit a sufficient number of participants. Future work should explore potential pitfalls with regards to the reach and persuasiveness of internet interventions for people living with CAD. The study gives important indications for future studies with regard to the need for new ideas to reach and treat people with CAD and depression.
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Key Words
- APOI, Attitudes towards Psychological Online Interventions Questionnaire
- AQoL-8D, Inventory for the Assessment of Quality of Life
- CAD, Coronary artery disease
- CBT, Cognitive Behavioral Therapy
- CG, waitlist control group
- CSQ, Client Satisfaction Questionnaire
- Cognitive behavioral therapy
- Coronary artery disease
- Depression
- EG, intervention group
- FOP-Q-SF, Fear of Progression Questionnaire
- GAD-7, Generalized Anxiety Disorder 7-item Scale
- HADS, Hospital Anxiety and Depression Scale
- INEP, Inventory for the assessment of negative effects of psychotherapy
- ITT, intention-to-treat
- Internet and mobile-based intervention
- PHQ-9, Patient Health Questionnaire
- Psychological intervention
- SMS, short message service
- WIDeCAD, Web- and mobile-based Intervention for DEpression in people with CAD
- iCBT, internet-based cognitive behavioral therapy
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Affiliation(s)
- Eileen Bendig
- Department of Clinical Psychology and Psychotherapy, University Ulm, Ulm, Germany
| | - Natalie Bauereiß
- Department of Clinical Psychology and Psychotherapy, University Ulm, Ulm, Germany
| | - Claudia Buntrock
- Department of Clinical Psychology and Psychotherapy, Friedrich-Alexander-University of Erlangen-Nürnberg, Erlangen-Nürnberg, Germany
| | - Mirela Habibović
- Department of Medical and Clinical Psychology, Tilburg School of Social and Behavioral Sciences, Tilburg University, Netherlands
| | - David Daniel Ebert
- Faculty of Behavioral and Movement Sciences, Clinical Psychology, Vrije University Amsterdam, Netherlands
| | - Harald Baumeister
- Department of Clinical Psychology and Psychotherapy, University Ulm, Ulm, Germany
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Borghouts J, Eikey E, Mark G, De Leon C, Schueller SM, Schneider M, Stadnick N, Zheng K, Mukamel D, Sorkin DH. Barriers to and Facilitators of User Engagement With Digital Mental Health Interventions: Systematic Review. J Med Internet Res 2021; 23:e24387. [PMID: 33759801 PMCID: PMC8074985 DOI: 10.2196/24387] [Citation(s) in RCA: 310] [Impact Index Per Article: 77.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 12/24/2020] [Accepted: 02/08/2021] [Indexed: 01/14/2023] Open
Abstract
Background Digital mental health interventions (DMHIs), which deliver mental health support via technologies such as mobile apps, can increase access to mental health support, and many studies have demonstrated their effectiveness in improving symptoms. However, user engagement varies, with regard to a user’s uptake and sustained interactions with these interventions. Objective This systematic review aims to identify common barriers and facilitators that influence user engagement with DMHIs. Methods A systematic search was conducted in the SCOPUS, PubMed, PsycINFO, Web of Science, and Cochrane Library databases. Empirical studies that report qualitative and/or quantitative data were included. Results A total of 208 articles met the inclusion criteria. The included articles used a variety of methodologies, including interviews, surveys, focus groups, workshops, field studies, and analysis of user reviews. Factors extracted for coding were related to the end user, the program or content offered by the intervention, and the technology and implementation environment. Common barriers included severe mental health issues that hampered engagement, technical issues, and a lack of personalization. Common facilitators were social connectedness facilitated by the intervention, increased insight into health, and a feeling of being in control of one’s own health. Conclusions Although previous research suggests that DMHIs can be useful in supporting mental health, contextual factors are important determinants of whether users actually engage with these interventions. The factors identified in this review can provide guidance when evaluating DMHIs to help explain and understand user engagement and can inform the design and development of new digital interventions.
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Affiliation(s)
| | - Elizabeth Eikey
- University of California San Diego, San Diego, CA, United States
| | - Gloria Mark
- University of California Irvine, Irvine, CA, United States
| | | | | | | | - Nicole Stadnick
- University of California San Diego, San Diego, CA, United States
| | - Kai Zheng
- University of California Irvine, Irvine, CA, United States
| | - Dana Mukamel
- University of California Irvine, Irvine, CA, United States
| | - Dara H Sorkin
- University of California Irvine, Irvine, CA, United States
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Humphries SM, Rondung E, Norlund F, Sundin Ö, Tornvall P, Held C, Spaak J, Lyngå P, Olsson EMG. Designing a Web-Based Psychological Intervention for Patients With Myocardial Infarction With Nonobstructive Coronary Arteries: User-Centered Design Approach. J Med Internet Res 2020; 22:e19066. [PMID: 32940615 PMCID: PMC7530693 DOI: 10.2196/19066] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 07/01/2020] [Accepted: 07/26/2020] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND The involvement of patient research partners (PRPs) in research aims to safeguard the needs of patient groups and produce new interventions that are developed based on patient input. Myocardial infarction with nonobstructive coronary arteries (MINOCA), unlike acute myocardial infarction (MI) with obstructive coronary arteries, is presented with no significant obstructive coronary artery disease. Patients with this diagnosis are a subset of those diagnosed with traditional MI and often need more psychological support, something that is presently not established in the current treatment scheme in Swedish health care or elsewhere, to our knowledge. An internet-delivered intervention might offer patients with MINOCA the opportunity to access a psychological treatment that is tailored to their specific needs after MINOCA and could therefore supplement the existing medical care in an easily accessible format. OBJECTIVE This paper aims to describe the development of a therapist-guided, internet-delivered psychological intervention designed specifically for patients with MINOCA. METHODS The study used a participatory design that involved 7 PRPs diagnosed with MINOCA who collaborated with a team consisting of researchers, cardiologists, and psychologists. Intervention content was developed iteratively and presented to the PRPs across several prototypes, each continually adjusted and redesigned according to the feedback received. The intervention and experience of it were discussed by PRPs in a final meeting and then presented to a panel of 2 clinical psychologists and a cardiologist for further input. RESULTS The outcome of the collaboration between PRPs and the research group produced a web-based psychological 9-step program focusing on stress, worry, and valued action. The input from PRPs contributed substantially to the therapy content, homework tasks, interactive activities, multimedia, and design presentation. CONCLUSIONS Working with PRPs to develop an intervention for people with MINOCA produced a web-based intervention that can be further evaluated with the goal of offering a new psychological treatment option to a patient group currently without one. Direct contribution from PRPs enabled us to obtain relevant, insightful, and valuable feedback that was put towards the overall design and content of the intervention.
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Affiliation(s)
| | - Elisabet Rondung
- Department of Psychology and Social Work, Mid Sweden University, Östersund, Sweden
| | - Fredrika Norlund
- Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Örjan Sundin
- Department of Psychology and Social Work, Mid Sweden University, Östersund, Sweden
| | - Per Tornvall
- Department of Clinical Science and Education, Karolinska Institute, Stockholm, Sweden
| | - Claes Held
- Department of Medical Sciences, Cardiology, Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
| | - Jonas Spaak
- Department of Clinical Sciences, Danderyd Hospital, Karolinska Institute, Stockholm, Sweden
| | - Patrik Lyngå
- Department of Clinical Science and Education, Karolinska Institute, Stockholm, Sweden
| | - Erik M G Olsson
- Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
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20
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Hauffman A, Alfonsson S, Igelström H, Johansson B. Experiences of Internet-Based Stepped Care in Individuals With Cancer and Concurrent Symptoms of Anxiety and Depression: Qualitative Exploration Conducted Alongside the U-CARE AdultCan Randomized Controlled Trial. J Med Internet Res 2020; 22:e16547. [PMID: 32224483 PMCID: PMC7154941 DOI: 10.2196/16547] [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: 10/08/2019] [Accepted: 01/26/2020] [Indexed: 12/14/2022] Open
Abstract
Background Individuals with newly diagnosed cancer may experience impaired health in several aspects and often have a large need for information and support. About 30% will experience symptoms of anxiety and depression, with varying needs of knowledge and support. Despite this, many of these patients lack appropriate support. Internet-based support programs may offer a supplement to standard care services, but must be carefully explored from a user perspective. Objective The purpose of this study was to explore the participants’ perceptions of the relevance and benefits of an internet-based stepped care program (iCAN-DO) targeting individuals with cancer and concurrent symptoms of anxiety and depression. Methods We performed a qualitative study with an inductive approach, in which we used semistructured questions to interview 15 individuals using iCAN-DO. We analyzed the interviews using content analysis. Results The analysis found 17 subcategories regarding the stepped care intervention, resulting in 4 categories. Participants described the need for information as large and looked upon finding information almost as a survival strategy when receiving the cancer diagnosis. iCAN-DO was seen as a useful, reliable source of information and support. It was used as a complement to standard care and as a means to inform next of kin. Increased knowledge was a foundation for continued processing of participants’ own feelings. The optimal time to gain access to iCAN-DO would have been when being informed of the diagnosis. The most common denominator was feeling acknowledged and supported, but with a desire for further adaptation of the system to each individual’s own situation and needs. Conclusions Users saw the internet-based stepped care program as safe and reliable and used it as a complement to standard care. Similar interventions may gain from more personalized contents, being integrated into standard care, or using symptom tracking to adjust the contents. Offering this type of program close to diagnosis may provide benefits to users. Trial Registration ClincalTrials.gov NCT-01630681; https://clinicaltrials.gov/ct2/show/NCT01630681
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Affiliation(s)
- Anna Hauffman
- Department of Immunology, Genetics and Pathology, Section of Experimental and Clinical Oncology, Uppsala University, Uppsala, Sweden
| | - Sven Alfonsson
- Department of Women's and Children's Health, Section of Clinical Psychology in Healthcare, Uppsala University, Uppsala, Sweden.,Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institute and Stockholm Health Care Services, Stockholm, Sweden
| | - Helena Igelström
- Department of Immunology, Genetics and Pathology, Section of Experimental and Clinical Oncology, Uppsala University, Uppsala, Sweden.,Department of Neuroscience, Section of Physiotherapy, Uppsala University, Uppsala, Sweden
| | - Birgitta Johansson
- Department of Immunology, Genetics and Pathology, Section of Experimental and Clinical Oncology, Uppsala University, Uppsala, Sweden.,Department of Women's and Children's Health, Section of Clinical Psychology in Healthcare, Uppsala University, Uppsala, Sweden
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21
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Burell G. Dangerous depression in cardiac patients: What can we do about it? Eur J Prev Cardiol 2020; 27:473-477. [DOI: 10.1177/2047487319879787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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22
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van der Vaart R, van Driel D, Pronk K, Paulussen S, Te Boekhorst S, Rosmalen JGM, Evers AWM. The Role of Age, Education, and Digital Health Literacy in the Usability of Internet-Based Cognitive Behavioral Therapy for Chronic Pain: Mixed Methods Study. JMIR Form Res 2019; 3:e12883. [PMID: 31750839 PMCID: PMC6914283 DOI: 10.2196/12883] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2018] [Revised: 05/15/2019] [Accepted: 08/19/2019] [Indexed: 12/17/2022] Open
Abstract
Background Internet-based cognitive behavior therapy (iCBT) can be effective in mental and somatic health care. Research on the feasibility of internet interventions in clinical practice is, however, still scarce. Studies with a focus on the patient regarding usability of interventions and digital health literacy skills are especially lacking. Objective The goal of this study was to assess the usability of an iCBT for chronic pain, Master Your Pain, and the relationship between its usability outcomes and the factors age, educational level, and digital health literacy skills. The aims were to determine what changes were needed in the program for sufficient usability and which individual characteristics were related to the usability of the program. Methods Patients were recruited from two mental health care practices. A mixed methods approach was used in this study. A qualitative observational study comprising performance tasks in the iCBT program was used to test usability. A quantitative questionnaire was used to measure possible related constructs. Usability was operationalized as the number of tasks that could be completed and the type and number of problems that occurred while doing so. Performance tasks were set up to measure 6 digital skills: (1) operating the computer and internet browser, (2) navigation and orientation, (3) using search strategies, (4) evaluating relevance of content, (5) adding personal content, and (6) protecting and respecting privacy. Participants were asked to think aloud while performing the tasks, and screen activities and webcam recordings were captured. The qualitative observational data was coded using inductive analysis by two independent researchers. Correlational analyses were performed to test how usability relates to sociodemographics and digital health literacy. Results A total of 32 patients participated, with a mean age of 49.9 years and 84% (27/32) being female. All performance tasks except one (fill in a diary registration) could be completed independently by more than 50% of the participants. On operational, navigation, and search levels, participants struggled most with logging in, logging out, and finding specific parts of the intervention. Half of the sample experienced problems evaluating the relevance and adding content to the program to some extent. Usability correlated moderately negatively with age and moderately positively with digital health literacy skills but not with educational level. Conclusions The results provide insight into what is essential for proper usability regarding the design of an iCBT program considering variations in age, educational level, and digital health literacy. Furthermore, the results provide insight into what type of support is needed by patients to properly use the intervention. Tailoring support among the needs of certain age groups or skill levels could be beneficial and could range from no extra support (only online feedback, as intended) to practical support (an additional usability introduction session) to blended care (combined face-to-face sessions throughout the therapy).
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Affiliation(s)
- Rosalie van der Vaart
- Leiden University, Faculty of Social and Behavioural Sciences, Health, Medical and Neuropsychology Unit, Leiden, Netherlands
| | | | - Kristel Pronk
- Leiden University, Faculty of Social and Behavioural Sciences, Health, Medical and Neuropsychology Unit, Leiden, Netherlands
| | - Suzan Paulussen
- Leiden University, Faculty of Social and Behavioural Sciences, Health, Medical and Neuropsychology Unit, Leiden, Netherlands
| | | | - Judith G M Rosmalen
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, Netherlands.,University of Groningen, University Medical Center Groningen, Department of Internal Medicine, Groningen, Netherlands
| | - Andrea W M Evers
- Leiden University, Faculty of Social and Behavioural Sciences, Health, Medical and Neuropsychology Unit, Leiden, Netherlands
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23
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Johansson P, Westas M, Andersson G, Alehagen U, Broström A, Jaarsma T, Mourad G, Lundgren J. An Internet-Based Cognitive Behavioral Therapy Program Adapted to Patients With Cardiovascular Disease and Depression: Randomized Controlled Trial. JMIR Ment Health 2019; 6:e14648. [PMID: 31584000 PMCID: PMC7020777 DOI: 10.2196/14648] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2019] [Revised: 07/09/2019] [Accepted: 07/27/2019] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Depression is a common cause of reduced well-being and prognosis in patients with cardiovascular disease (CVD). However, there is a lack of effective intervention strategies targeting depression. OBJECTIVE The study aimed to evaluate the effects of a nurse-delivered and adapted internet-based cognitive behavioral therapy (iCBT) program aimed at reducing depression in patients with CVD. METHODS A randomized controlled trial was conducted. A total of 144 patients with CVD with at least mild depression (Patient Health Questionnaire-9 [PHQ-9] score ≥5) were randomized 1:1 to a 9-week program of iCBT (n=72) or an active control participating in a Web-based discussion forum (online discussion forum [ODF], n=72). The iCBT program, which included 7 modules, was adapted to fit patients with CVD. Nurses with an experience of CVD care provided feedback and a short introduction to cognitive behavioral therapy. The primary outcome, depression, was measured using PHQ-9. Secondary outcomes were depression measured using the Montgomery-Åsberg Depression Rating Scale-self-rating version (MADRS-S), health-related quality of life (HRQoL) measured using Short Form 12 (SF-12) survey and EuroQol Visual Analogue Scale (EQ-VAS), and the level of adherence. An intention-to-treat analysis with multiple imputations was used. Between-group differences in the primary and secondary outcomes were determined by the analysis of covariance, and a sensitivity analysis was performed using mixed models. RESULTS Compared with ODF, iCBT had a significant and moderate treatment effect on the primary outcome depression (ie, PHQ-9; mean group difference=-2.34 [95% CI -3.58 to -1.10], P<.001, Cohen d=0.62). In the secondary outcomes, compared with ODF, iCBT had a significant and large effect on depression (ie, MADRS-S; P<.001, Cohen d=0.86) and a significant and moderate effect on the mental component scale of the SF-12 (P<.001, Cohen d=0.66) and the EQ-VAS (P<.001, Cohen d=0.62). Overall, 60% (n=43) of the iCBT group completed all 7 modules, whereas 82% (n=59) completed at least half of the modules. No patients were discontinued from the study owing to a high risk of suicide or deterioration in depression. CONCLUSIONS Nurse-delivered iCBT can reduce depression and improve HRQoL in patients with CVD, enabling treatment for depression in their own homes and at their preferred time. TRIAL REGISTRATION ClinicalTrials.gov NCT02778074; https://clinicaltrials.gov/ct2/show/NCT02778074.
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Affiliation(s)
- Peter Johansson
- Department of Social and Welfare Studies, Linköping University, Norrköping, Sweden.,Department of Internal Medicine, Department of Medical Health Sciences, Linköping University, Norrköping, Sweden
| | - Mats Westas
- Department of Social and Welfare Studies, Linköping University, Norrköping, Sweden
| | - Gerhard Andersson
- Department of Behavioural Sciences and Learning, Linköping University, Linköping, Sweden.,Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Urban Alehagen
- Department of Medical Health Sciences, Linköping University, Linköping, Sweden
| | - Anders Broström
- Department of Nursing, Jönköping University, Jönköping, Sweden
| | - Tiny Jaarsma
- Department of Social and Welfare Studies, Linköping University, Norrköping, Sweden
| | - Ghassan Mourad
- Department of Social and Welfare Studies, Linköping University, Norrköping, Sweden
| | - Johan Lundgren
- Department of Social and Welfare Studies, Linköping University, Norrköping, Sweden
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Wallert J, Gustafson E, Held C, Madison G, Norlund F, von Essen L, Olsson EMG. Predicting Adherence to Internet-Delivered Psychotherapy for Symptoms of Depression and Anxiety After Myocardial Infarction: Machine Learning Insights From the U-CARE Heart Randomized Controlled Trial. J Med Internet Res 2018; 20:e10754. [PMID: 30305255 PMCID: PMC6234350 DOI: 10.2196/10754] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2018] [Revised: 06/20/2018] [Accepted: 07/05/2018] [Indexed: 01/16/2023] Open
Abstract
BACKGROUND Low adherence to recommended treatments is a multifactorial problem for patients in rehabilitation after myocardial infarction (MI). In a nationwide trial of internet-delivered cognitive behavior therapy (iCBT) for the high-risk subgroup of patients with MI also reporting symptoms of anxiety, depression, or both (MI-ANXDEP), adherence was low. Since low adherence to psychotherapy leads to a waste of therapeutic resources and risky treatment abortion in MI-ANXDEP patients, identifying early predictors for adherence is potentially valuable for effective targeted care. OBJECTIVES The goal of the research was to use supervised machine learning to investigate both established and novel predictors for iCBT adherence in MI-ANXDEP patients. METHODS Data were from 90 MI-ANXDEP patients recruited from 25 hospitals in Sweden and randomized to treatment in the iCBT trial Uppsala University Psychosocial Care Programme (U-CARE) Heart study. Time point of prediction was at completion of the first homework assignment. Adherence was defined as having completed more than 2 homework assignments within the 14-week treatment period. A supervised machine learning procedure was applied to identify the most potent predictors for adherence available at the first treatment session from a range of demographic, clinical, psychometric, and linguistic predictors. The internal binary classifier was a random forest model within a 3×10-fold cross-validated recursive feature elimination (RFE) resampling which selected the final predictor subset that best differentiated adherers versus nonadherers. RESULTS Patient mean age was 58.4 years (SD 9.4), 62% (56/90) were men, and 48% (43/90) were adherent. Out of the 34 potential predictors for adherence, RFE selected an optimal subset of 56% (19/34; Accuracy 0.64, 95% CI 0.61-0.68, P<.001). The strongest predictors for adherence were, in order of importance, (1) self-assessed cardiac-related fear, (2) sex, and (3) the number of words the patient used to answer the first homework assignment. CONCLUSIONS For developing and testing effective iCBT interventions, investigating factors that predict adherence is important. Adherence to iCBT for MI-ANXDEP patients in the U-CARE Heart trial was best predicted by cardiac-related fear and sex, consistent with previous research, but also by novel linguistic predictors from written patient behavior which conceivably indicate verbal ability or therapeutic alliance. Future research should investigate potential causal mechanisms and seek to determine what underlying constructs the linguistic predictors tap into. Whether these findings replicate for other interventions outside of Sweden, in larger samples, and for patients with other conditions who are offered iCBT should also be investigated. TRIAL REGISTRATION ClinicalTrials.gov NCT01504191; https://clinicaltrials.gov/ct2/show/NCT01504191 (Archived at Webcite at http://www.webcitation.org/6xWWSEQ22).
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Affiliation(s)
- John Wallert
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Emelie Gustafson
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Claes Held
- Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden.,Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Guy Madison
- Department of Psychology, Umeå University, Umeå, Sweden
| | - Fredrika Norlund
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Louise von Essen
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Erik Martin Gustaf Olsson
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
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25
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Norlund F, Wallin E, Olsson EMG, Wallert J, Burell G, von Essen L, Held C. Internet-Based Cognitive Behavioral Therapy for Symptoms of Depression and Anxiety Among Patients With a Recent Myocardial Infarction: The U-CARE Heart Randomized Controlled Trial. J Med Internet Res 2018. [PMID: 29519777 PMCID: PMC5874001 DOI: 10.2196/jmir.9710] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Background Symptoms of depression and anxiety are common after a myocardial infarction (MI). Internet-based cognitive behavioral therapy (iCBT) has shown good results in other patient groups. Objective The aim of this study was to evaluate the effectiveness of an iCBT treatment to reduce self-reported symptoms of depression and anxiety among patients with a recent MI. Methods In total, 3928 patients were screened for eligibility in 25 Swedish hospitals. Of these, 239 patients (33.5%, 80/239 women, mean age 60 years) with a recent MI and symptoms of depression or anxiety were randomly allocated to a therapist-guided, 14-week iCBT treatment (n=117), or treatment as usual (TAU; n=122). The iCBT treatment was designed for post-MI patients. The primary outcome was the total score of the Hospital Anxiety and Depression Scale (HADS) 14 weeks post baseline, assessed over the internet. Treatment effect was evaluated according to the intention-to-treat principle, with multiple imputations. For the main analysis, a pooled treatment effect was estimated, controlling for age, sex, and baseline HADS. Results There was a reduction in HADS scores over time in the total study sample (mean delta=−5.1, P<.001) but no difference between the study groups at follow-up (beta=−0.47, 95% CI −1.95 to 1.00, P=.53). Treatment adherence was low. A total of 46.2% (54/117) of the iCBT group did not complete the introductory module. Conclusions iCBT treatment for an MI population did not result in lower levels of symptoms of depression or anxiety compared with TAU. Low treatment adherence might have influenced the result. Trial Registration ClinicalTrials.gov NCT01504191; https://clinicaltrials.gov/ct2/show/NCT01504191 (Archived at Webcite at http://www.webcitation.org/6xWWSEQ22)
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Affiliation(s)
- Fredrika Norlund
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Emma Wallin
- Department of Psychology, Uppsala University, Uppsala, Sweden
| | - Erik Martin Gustaf Olsson
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - John Wallert
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Gunilla Burell
- Family Medicine and Preventive Medicine, Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | - Louise von Essen
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Claes Held
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden.,Cardiology, Department of Medical Sciences, Uppsala University, Uppsala, Sweden.,Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
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