1
|
Eaton C, Vallejo N, McDonald X, Wu J, Rodríguez R, Muthusamy N, Mathioudakis N, Riekert KA. User Engagement With mHealth Interventions to Promote Treatment Adherence and Self-Management in People With Chronic Health Conditions: Systematic Review. J Med Internet Res 2024; 26:e50508. [PMID: 39316431 PMCID: PMC11462107 DOI: 10.2196/50508] [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: 07/18/2023] [Revised: 02/27/2024] [Accepted: 07/29/2024] [Indexed: 09/25/2024] Open
Abstract
BACKGROUND There are numerous mobile health (mHealth) interventions for treatment adherence and self-management; yet, little is known about user engagement or interaction with these technologies. OBJECTIVE This systematic review aimed to answer the following questions: (1) How is user engagement defined and measured in studies of mHealth interventions to promote adherence to prescribed medical or health regimens or self-management among people living with a health condition? (2) To what degree are patients engaging with these mHealth interventions? (3) What is the association between user engagement with mHealth interventions and adherence or self-management outcomes? (4) How often is user engagement a research end point? METHODS Scientific database (Ovid MEDLINE, Embase, Web of Science, PsycINFO, and CINAHL) search results (2016-2021) were screened for inclusion and exclusion criteria. Data were extracted in a standardized electronic form. No risk-of-bias assessment was conducted because this review aimed to characterize user engagement measurement rather than certainty in primary study results. The results were synthesized descriptively and thematically. RESULTS A total of 292 studies were included for data extraction. The median number of participants per study was 77 (IQR 34-164). Most of the mHealth interventions were evaluated in nonrandomized studies (157/292, 53.8%), involved people with diabetes (51/292, 17.5%), targeted medication adherence (98/292, 33.6%), and comprised apps (220/292, 75.3%). The principal findings were as follows: (1) >60 unique terms were used to define user engagement; "use" (102/292, 34.9%) and "engagement" (94/292, 32.2%) were the most common; (2) a total of 11 distinct user engagement measurement approaches were identified; the use of objective user log-in data from an app or web portal (160/292, 54.8%) was the most common; (3) although engagement was inconsistently evaluated, most of the studies (99/195, 50.8%) reported >1 level of engagement due to the use of multiple measurement methods or analyses, decreased engagement across time (76/99, 77%), and results and conclusions suggesting that higher engagement was associated with positive adherence or self-management (60/103, 58.3%); and (4) user engagement was a research end point in only 19.2% (56/292) of the studies. CONCLUSIONS The results revealed major limitations in the literature reviewed, including significant variability in how user engagement is defined, a tendency to rely on user log-in data over other measurements, and critical gaps in how user engagement is evaluated (infrequently evaluated over time or in relation to adherence or self-management outcomes and rarely considered a research end point). Recommendations are outlined in response to our findings with the goal of improving research rigor in this area. TRIAL REGISTRATION PROSPERO International Prospective Register of Systematic Reviews CRD42022289693; https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42022289693.
Collapse
Affiliation(s)
- Cyd Eaton
- Johns Hopkins School of Medicine, Baltimore, MD, United States
| | - Natalie Vallejo
- Johns Hopkins School of Medicine, Baltimore, MD, United States
| | | | - Jasmine Wu
- Johns Hopkins School of Medicine, Baltimore, MD, United States
| | - Rosa Rodríguez
- Johns Hopkins School of Medicine, Baltimore, MD, United States
| | | | | | | |
Collapse
|
2
|
Schaab BL, Cunha LF, Silveira DC, da Silva PC, Ballejos KG, Diaz GB, Kaiser V, Calvetti PÜ, Cazella SC, Barros HMT, Reppold CT. A pilot study of a new app based on self-compassion for the prevention and promotion of mental health among Brazilian college students. Front Psychol 2024; 15:1414948. [PMID: 39246316 PMCID: PMC11378092 DOI: 10.3389/fpsyg.2024.1414948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Accepted: 08/09/2024] [Indexed: 09/10/2024] Open
Abstract
Introduction Epidemiological data suggest substantial issues on the mental health of university students worldwide. Self-compassion is associated with lower rates of psychological distress and better positive mental health. Thus, we have developed a app-based intervention based on self-compassion principles targeting the prevention and promotion of mental health in college students. The current pilot study assessed adherence to intervention, preliminary mental health benefits, and satisfaction and acceptability with the app among Brazilian college students. Methods The study employed a pre-experimental single-group design along with pre-test and post-test assessments (n = 23). A mixed methods approach was utilized to comprehensively assess the outcomes of the intervention. Results The overall adherence rate for the intervention was 37.87%, with 26.26% of participants successfully completing all modules. Among the 21 outcomes assessed, 15 exhibited statistically significant results. Notably, there was a substantial increase in self-compassion, demonstrating a large effect size (d = 1.15), and a moderate effect size reduction in stress (d = 0.62) and anxiety (d = 0.52). All satisfaction indicators for the intervention received scores above 7. The intervention was well-received by participants who completed it, although a potential barrier identified was the volume of text within the app and the need to adopt a more playful and concise format for the intervention. Discussion Despite a notable participant dropout, the adherence to intervention aligns with patterns observed in other online interventions conducted in real-world settings. The observed mental health benefits, high satisfaction levels, and positive acceptance underscore the rationale for pursuing a subsequent randomized clinical trial.
Collapse
Affiliation(s)
- Bruno Luis Schaab
- Psychological Assessment Laboratory, Health Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Lara Finkler Cunha
- Department of Exact Sciences and Social Applied Science, Health Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Desiree Cordoni Silveira
- Psychological Assessment Laboratory, Health Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Pamela Carvalho da Silva
- Psychological Assessment Laboratory, Health Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Kellen Greff Ballejos
- Psychological Assessment Laboratory, Rehabilitation Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Gabriela Bertoletti Diaz
- Psychological Assessment Laboratory, Rehabilitation Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Vanessa Kaiser
- Psychological Assessment Laboratory, Health Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Prisla Ücker Calvetti
- Psychological Assessment Laboratory, Health Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Sílvio César Cazella
- Department of Exact Sciences and Social Applied Science, Health Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Helena Maria Tannhauser Barros
- Department of Pharmacosciences, Health Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| | - Caroline Tozzi Reppold
- Psychological Assessment Laboratory, Health Sciences Program, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Brazil
| |
Collapse
|
3
|
Yang Z, Han S, Zhang L, Sun M, Hu Q, Hu Y, Wu B. Dose‒Response Effects of Patient Engagement on Anxiety and Depression in a Cognitive-Behavioral Intervention: Secondary Analysis of a Pilot Randomized Controlled Trial and a Clinical Controlled Trial. AIDS Behav 2024; 28:1923-1935. [PMID: 38570384 DOI: 10.1007/s10461-024-04290-6] [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] [Accepted: 02/04/2024] [Indexed: 04/05/2024]
Abstract
Understanding the dose‒response relationship between patient engagement in cognitive behavioral therapy (CBT) and health outcomes is critical for developing and implementing effective CBT programs. In studies of CBT interventions, patient engagement is measured only at a single time point, and outcomes are typically assessed before and after the intervention. Examination of the dose‒response relationship between patient engagement in CBT and outcomes is limited. It is unclear whether a dose‒response relationship exists between patient engagement in on-site CBT intervention and anxiety and depression in people living with HIV (PLWH). If present, does this dose‒response relationship occur early or later in the intervention? This study aimed to address this gap by examining the dose‒response relationships between patient engagement and anxiety and depression in CBT interventions among PLWH. Utilizing data from a pilot randomized trial (10 participants) and a clinical controlled trial (70 participants), our secondary analysis spans baseline, 3-month, and 6-month assessments. Both trials implemented the nurse-led CBT intervention. Cluster analysis identified two groups based on on-site attendance and WeChat activity. Patients with good adherence (6-10 times) of on-site attendance exhibited significantly lower anxiety and depression scores at 3 months (β = 1.220, P = 0.047; β = 1.270, P = 0.019), with no significant differences observed at 6 months. WeChat activity did not significantly influence anxiety or depression scores. The findings highlight a significant short-term dose‒response relationship, endorsing nurse-led CBT interventions for mental health in PLWH. Organizational strategies should focus on incentivizing and facilitating patient engagement, particularly through enhancing WeChat features.
Collapse
Affiliation(s)
- Zhongfang Yang
- School of Nursing, Fudan University, 305 Fenglin Road, Xuhui District, Shanghai, 200032, China
- Fudan University Centre for Evidence-Based Nursing: A Joanna Briggs Institute Centre of Excellence, Shanghai, China
- Shanghai Institute of Infectious Disease and Biosecurity, Fudan University, Shanghai, China
| | - Shuyu Han
- School of Nursing, Peking University, Beijing, China
| | - Lin Zhang
- Shanghai Public Health Clinical Center, Shanghai, China
| | - Meiyan Sun
- School of Nursing, Fudan University, 305 Fenglin Road, Xuhui District, Shanghai, 200032, China
- Shanghai Public Health Clinical Center, Shanghai, China
| | - Qianqian Hu
- School of Nursing, Anhui University of Chinese Medicine, Hefei, China
| | - Yan Hu
- School of Nursing, Fudan University, 305 Fenglin Road, Xuhui District, Shanghai, 200032, China.
- Fudan University Centre for Evidence-Based Nursing: A Joanna Briggs Institute Centre of Excellence, Shanghai, China.
| | - Bei Wu
- NYU Rory Meyers College of Nursing, New York University, 433 First Avenue, 5Th Floor, New York, NY, 10010, USA.
| |
Collapse
|
4
|
Lee H, Choi EH, Shin JU, Kim TG, Oh J, Shin B, Sim JY, Shin J, Kim M. The Impact of Intervention Design on User Engagement in Digital Therapeutics Research: Factorial Experiment With a Mixed Methods Study. JMIR Form Res 2024; 8:e51225. [PMID: 38335015 PMCID: PMC10891489 DOI: 10.2196/51225] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Revised: 12/08/2023] [Accepted: 12/22/2023] [Indexed: 02/10/2024] Open
Abstract
BACKGROUND User engagement is crucial for digital therapeutics (DTx) effectiveness; due to variations in the conceptualization of engagement and intervention design, assessment and retention of engagement remain challenging. OBJECTIVE We investigated the influence of the perceived acceptability of experimental intervention components and satisfaction with core intervention components in DTx on user engagement, while also identifying potential barriers and facilitators to user engagement. METHODS We conducted a mixed methods study with a 2 × 2 factorial design, involving 12 outpatients with atopic dermatitis. Participants were randomized into 4 experimental groups based on push notification ("basic" or "advanced") and human coach ("on" or "off") experimental intervention components. All participants engaged in self-monitoring and learning courses as core intervention components within an app-based intervention over 8 weeks. Data were collected through in-app behavioral data, physician- and self-reported questionnaires, and semistructured interviews assessed at baseline, 4 weeks, and 8 weeks. Descriptive statistics and thematic analysis were used to evaluate user engagement, perceived acceptability of experimental intervention components (ie, push notification and human coach), satisfaction with core intervention components (ie, self-monitoring and learning courses), and intervention effectiveness through clinical outcomes. RESULTS The primary outcome indicated that group 4, provided with "advanced-level push notifications" and a "human coach," showed higher completion rates for self-monitoring forms and learning courses compared to the predetermined threshold of clinical significance. Qualitative data analysis revealed three key themes: (1) perceived acceptability of the experimental intervention components, (2) satisfaction with the core intervention components, and (3) suggestions for improvement in the overall intervention program. Regarding clinical outcomes, the Perceived Stress Scale and Dermatology Life Quality Index scores presented the highest improvement in group 4. CONCLUSIONS These findings will help refine the intervention and inform the design of a subsequent randomized trial to test its effectiveness. Furthermore, this design may serve as a model for broadly examining and optimizing overall engagement in DTx and for future investigation into the complex relationship between engagement and clinical outcomes. TRIAL REGISTRATION Clinical Research Information Service KCT0007675; http://tinyurl.com/2m8rjrmv.
Collapse
Affiliation(s)
- Hyerim Lee
- Department of Psychology, College of Liberal Arts, Yonsei University, Seoul, Republic of Korea
| | - Eung Ho Choi
- Department of Dermatology, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
| | - Jung U Shin
- Department of Dermatology, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea
| | - Tae-Gyun Kim
- Department of Dermatology, Severance Hospital, Cutaneous Biology Research Institute, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Jooyoung Oh
- Department of Psychiatry, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute of Behavioral Sciences in Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Bokyoung Shin
- Department of Integrative Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Jung Yeon Sim
- Department of Medical Device Engineering and Management, Yonsei University Graduate School, Seoul, Republic of Korea
| | - Jaeyong Shin
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Meelim Kim
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, San Diego, CA, United States
- The Design Lab, University of California San Diego, San Diego, CA, United States
- Center for Wireless & Population Health Systems, Calit2's Qualcomm Institute, University of California San Diego, San Diego, CA, United States
| |
Collapse
|
5
|
Iqbal MP, Newman B, Ellis LA, Mears S, Harrison R. Characterising consumer engagement in virtual models of care: A systematic review and narrative synthesis. PATIENT EDUCATION AND COUNSELING 2023; 115:107922. [PMID: 37542823 DOI: 10.1016/j.pec.2023.107922] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 07/14/2023] [Accepted: 07/20/2023] [Indexed: 08/07/2023]
Abstract
BACKGROUND Widespread adoption of digital tools and technologies now support the delivery of virtual healthcare. Although, consumer engagement is central to care processes in virtual care models, there is paucity of evidence regarding the nature and outcomes of consumer engagement. This study aimed to determine the nature of consumer engagement used in virtual models of care, and its impact on quality and safety of care. METHODS A systematic review was undertaken with a narrative synthesis, with a search strategy applied to five electronic databases (CINAHL, EMBASE, MEDLINE, PsycINFO and Web of Science) RESULTS: Fifty-eight studies were included in the review that utilised a variety of virtual models of care across care services. Consumer engagement, such as patients' active involvement in monitoring, capturing and reporting their health data, was a common feature of the identified virtual models. CONCLUSION Increasing use of virtual models of care requires consideration of the role of patients and their support persons in the use of technology and in wider care processes that occur at a distance from health professionals. Ensuring consumers are equipped with necessary support to effectively engage in virtual care is important to ensure equity in access to, and outcomes of, virtual care models.
Collapse
Affiliation(s)
- Maha Pervaz Iqbal
- Australian Institute of Health Innovation, Macquarie University, Sydney, New South Wales, Australia.
| | - Bronwyn Newman
- Australian Institute of Health Innovation, Macquarie University, Sydney, New South Wales, Australia
| | - Louise A Ellis
- Australian Institute of Health Innovation, Macquarie University, Sydney, New South Wales, Australia
| | - Stephen Mears
- Australian Institute of Health Innovation, Macquarie University, Sydney, New South Wales, Australia
| | - Reema Harrison
- Australian Institute of Health Innovation, Macquarie University, Sydney, New South Wales, Australia
| |
Collapse
|
6
|
Kosowicz L, Tran K, Khanh TT, Dang TH, Pham VA, Ta Thi Kim H, Thi Bach Duong H, Nguyen TD, Phuong AT, Le TH, Ta VA, Wickramasinghe N, Schofield P, Zelcer J, Pham Le T, Nguyen TA. Lessons for Vietnam on the Use of Digital Technologies to Support Patient-Centered Care in Low- and Middle-Income Countries in the Asia-Pacific Region: Scoping Review. J Med Internet Res 2023; 25:e43224. [PMID: 37018013 PMCID: PMC10132046 DOI: 10.2196/43224] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 01/11/2023] [Accepted: 02/01/2023] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND A rapidly aging population, a shifting disease burden and the ongoing threat of infectious disease outbreaks pose major concerns for Vietnam's health care system. Health disparities are evident in many parts of the country, especially in rural areas, and the population faces inequitable access to patient-centered health care. Vietnam must therefore explore and implement advanced solutions to the provision of patient-centered care, with a view to reducing pressures on the health care system simultaneously. The use of digital health technologies (DHTs) may be one of these solutions. OBJECTIVE This study aimed to identify the application of DHTs to support the provision of patient-centered care in low- and middle-income countries in the Asia-Pacific region (APR) and to draw lessons for Vietnam. METHODS A scoping review was undertaken. Systematic searches of 7 databases were conducted in January 2022 to identify publications on DHTs and patient-centered care in the APR. Thematic analysis was conducted, and DHTs were classified using the National Institute for Health and Care Excellence evidence standards framework for DHTs (tiers A, B, and C). Reporting was in line with the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) guidelines. RESULTS Of the 264 publications identified, 45 (17%) met the inclusion criteria. The majority of the DHTs were classified as tier C (15/33, 45%), followed by tier B (14/33, 42%) and tier A (4/33, 12%). At an individual level, DHTs increased accessibility of health care and health-related information, supported individuals in self-management, and led to improvements in clinical and quality-of-life outcomes. At a systems level, DHTs supported patient-centered outcomes by increasing efficiency, reducing strain on health care resources, and supporting patient-centered clinical practice. The most frequently reported enablers for the use of DHTs for patient-centered care included alignment of DHTs with users' individual needs, ease of use, availability of direct support from health care professionals, provision of technical support as well as user education and training, appropriate governance of privacy and security, and cross-sectorial collaboration. Common barriers included low user literacy and digital literacy, limited user access to DHT infrastructure, and a lack of policies and protocols to guide the implementation and use of DHTs. CONCLUSIONS The use of DHTs is a viable option to increase equitable access to quality, patient-centered care across Vietnam and simultaneously reduce pressures on the health care system. Vietnam can take advantage of the lessons learned by other low- and middle-income countries in the APR when developing a national road map to digital health transformation. Recommendations that Vietnamese policy makers may consider include emphasizing stakeholder engagement, strengthening digital literacy, supporting the improvement of DHT infrastructure, increasing cross-sectorial collaboration, strengthening governance of cybersecurity, and leading the way in DHT uptake.
Collapse
Affiliation(s)
- Leona Kosowicz
- Social Gerontology Division, National Ageing Research Institute, Parkville, Australia
| | - Kham Tran
- Social Gerontology Division, National Ageing Research Institute, Parkville, Australia
| | - Toan Tran Khanh
- Department of Family Medicine, Hanoi Medical University, Hanoi, Vietnam
| | - Thu Ha Dang
- Social Gerontology Division, National Ageing Research Institute, Parkville, Australia
- School of Health Sciences, Swinburne University of Technology, Melbourne, Australia
| | | | - Hue Ta Thi Kim
- New Horizon Palliative Care Company Limited, Hanoi, Vietnam
- Hanoi University of Science and Technology, Hanoi, Vietnam
| | | | | | | | | | - Van Anh Ta
- New Horizon Palliative Care Company Limited, Hanoi, Vietnam
| | - Nilmini Wickramasinghe
- Iverson Health Innovation Research Institute, Swinburne University of Technology, Melbourne, Australia
| | - Penelope Schofield
- School of Health Sciences, Swinburne University of Technology, Melbourne, Australia
| | - John Zelcer
- Iverson Health Innovation Research Institute, Swinburne University of Technology, Melbourne, Australia
| | - Tuan Pham Le
- Department of Family Medicine, Hanoi Medical University, Hanoi, Vietnam
- Military and Civil Medical Association of Vietnam, Hanoi, Vietnam
| | - Tuan Anh Nguyen
- Social Gerontology Division, National Ageing Research Institute, Parkville, Australia
- School of Health Sciences, Swinburne University of Technology, Melbourne, Australia
- UniSA Clinical and Health Sciences, University of South Australia, Adelaide, Australia
- Health Strategy and Policy Institute, Ministry of Health of Vietnam, Hanoi, Vietnam
| |
Collapse
|
7
|
Lee YJ. Effects of a mobile health intervention on activities of stress self-management for workers. Work 2023; 75:233-241. [PMID: 36591675 DOI: 10.3233/wor-211406] [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] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Mobile health interventions are being widely tried because of their attractive advantages. However, there is not enough evidence for its effectiveness. OBJECTIVE This study aimed to evaluate the effects of mobile app-based stress management intervention (mSMI) on highly stressed workers. METHODS A sample of 82 white-collar workers with elevated symptoms of perceived stress (Perceived Stress Scale-10≥22) were randomly assigned to the intervention or control group. The mSMI consisted of three modules: self-management including a work diary, counseling based on cognitive behavioral therapy and interventions focused on music, meditation, relaxation and image healings. Self-report data were collected at the baseline and post-intervention. Study outcomes analyzed perceived stress, anxiety, depression, and work engagement. Data were assessed using analysis of covariance with covariates. RESULTS There was significantly reduced perceived stress from baseline to 6 weeks in mSMI (t = 5.788, p < 0.001) and control group (t = 3.184, p = 0.003). After adjusting for covariates, the between-group difference in the perceived stress was significantly different (F = 4.051, p = 0.048); however, the effect size was small. There was no significant intervention effect on anxiety, depression, and work engagement. The process evaluation indicated that most participants (85.3%) were satisfied with the intervention and their mental health benefited. CONCLUSION This study found that mobile health intervention facilitated perceived stress management for highly stressed workers. Further studies should address job-related outcomes and mental health symptoms in workers by applying the latest information technology and addressing the limitations of mobile interventions.
Collapse
Affiliation(s)
- Young Joo Lee
- Research Institute of Nursing Science, College of Nursing, Daegu Catholic University, Daegu, South Korea
| |
Collapse
|
8
|
Kruse CS, Pacheco GJ, Rosenthal N, Kopp CJ, Omorotionmwan O, Cruz JE. Leveraging mHealth for the Treatment and Management of PLHIV. Risk Manag Healthc Policy 2023; 16:677-697. [PMID: 37077534 PMCID: PMC10106311 DOI: 10.2147/rmhp.s403946] [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: 01/07/2023] [Accepted: 03/25/2023] [Indexed: 04/21/2023] Open
Abstract
Objective The objective of this systematic review was to analyze published literature from the last five years to assess facilitators and barriers to the adoption of mHealth as interventions to treat and manage HIV for PLHIV (people living with HIV). The primary outcomes were physical and mental conditions. The secondary outcomes were behavior based (substance use, care engagement, and healthy habits). Methods Four databases (PubMed, CINAHL, Web of Science, and ScienceDirect) were queried on 9/2/2022 for peer-reviewed studies on the treatment and management of PLHIV with mHealth as the intervention. The review was conducted in accordance with the Kruse Protocol and reported in accordance with PRISMA 2020. Results Five mHealth interventions were identified across 32 studies that resulted in improvements in physical health, mental health, care engagement, and behavior change. mHealth interventions offer both convenience and privacy, meet a digital preference, increase health knowledge, decrease healthcare utilization, and increase quality of life. Barriers are cost of technology and incentives, training of staff, security concerns, digital literacy gap, distribution of technology, technical issues, usability, and visual cues are not available over the phone. Conclusion mHealth offers interventions to improve physical health, mental health, care engagement, and behavior for PLHIV. There are many advantages to this intervention and very few barriers to its adoption. The barriers are strong, however, and should be addressed through policy. Further research should focus on specific apps for younger versus older PLHIV, based on preferences and the digital literacy gap.
Collapse
Affiliation(s)
- Clemens Scott Kruse
- Texas State University, School of Health Administration, 601 University Drive, San Marcos, TX, 78666, USA
- Correspondence: Clemens Scott Kruse, Email
| | - Gerardo J Pacheco
- Texas State University, School of Health Administration, 601 University Drive, San Marcos, TX, 78666, USA
| | - Noah Rosenthal
- Texas State University, School of Health Administration, 601 University Drive, San Marcos, TX, 78666, USA
| | - Caris J Kopp
- Texas State University, School of Health Administration, 601 University Drive, San Marcos, TX, 78666, USA
| | - Omosigho Omorotionmwan
- Texas State University, School of Health Administration, 601 University Drive, San Marcos, TX, 78666, USA
| | - John E Cruz
- Texas State University, School of Health Administration, 601 University Drive, San Marcos, TX, 78666, USA
| |
Collapse
|
9
|
Cumpanasoiu C, Enrique A, Palacios J, Duffy D, McNamara S, Richards D. Trajectories of symptoms in digital interventions for depression and anxiety using Routine Outcome Monitoring data: A secondary analysis study (Preprint). JMIR Mhealth Uhealth 2022. [PMID: 37436812 PMCID: PMC10372559 DOI: 10.2196/41815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022] Open
Abstract
BACKGROUND Research suggests there is heterogeneity in treatment response for internet-delivered cognitive behavioral therapy (iCBT) users, but few studies have investigated the trajectory of individual symptom change across iCBT treatment. Large patient data sets using routine outcome measures allows the investigation of treatment effects over time as well as the relationship between outcomes and platform use. Understanding trajectories of symptom change, as well as associated characteristics, may prove important for tailoring interventions or identifying patients who may not benefit from the intervention. OBJECTIVE We aimed to identify latent trajectories of symptom change during the iCBT treatment course for depression and anxiety and to investigate the patients' characteristics and platform use for each of these classes. METHODS This is a secondary analysis of data from a randomized controlled trial designed to examine the effectiveness of guided iCBT for anxiety and depression in the UK Improving Access to Psychological Therapies (IAPT) program. This study included patients from the intervention group (N=256) and followed a longitudinal retrospective design. As part of the IAPT's routine outcome monitoring system, patients were prompted to complete the Patient Health Questionnaire-9 (PHQ-9) and Generalized Anxiety Disorder-7 (GAD-7) after each supporter review during the treatment period. Latent class growth analysis was used to identify the underlying trajectories of symptom change across the treatment period for both depression and anxiety. Differences in patient characteristics were then evaluated between these trajectory classes, and the presence of a time-varying relationship between platform use and trajectory classes was investigated. RESULTS Five-class models were identified as optimal for both PHQ-9 and GAD-7. Around two-thirds (PHQ-9: 155/221, 70.1%; GAD-7: 156/221, 70.6%) of the sample formed various trajectories of improvement classes that differed in baseline score, the pace of symptom change, and final clinical outcome score. The remaining patients were in 2 smaller groups: one that saw minimal to no gains and another with consistently high scores across the treatment journey. Baseline severity, medication status, and program assigned were significantly associated (P<.001) with different trajectories. Although we did not find a time-varying relationship between use and trajectory classes, we found an overall effect of time on platform use, suggesting that all participants used the intervention significantly more in the first 4 weeks (P<.001). CONCLUSIONS Most patients benefit from treatment, and the various patterns of improvement have implications for how the iCBT intervention is delivered. Identifying predictors of nonresponse or early response might inform the level of support and monitoring required for different types of patients. Further work is necessary to explore the differences between these trajectories to understand what works best for whom and to identify early on those patients who are less likely to benefit from treatment.
Collapse
|
10
|
Feng C, Yu B, Fu Y, Reinhardt JD, Yang S. Relationships of Illness Perceptions with Depression and Anxiety in People Who Live with HIV/AIDS in a High-prevalence Ethnic Autonomous Region of Sichuan, China. AIDS Behav 2022; 26:3783-3793. [PMID: 35672554 DOI: 10.1007/s10461-022-03707-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/04/2022] [Indexed: 11/01/2022]
Abstract
Poor mental health challenges outcomes and treatment of people living with HIV/AIDS (PLWHA) and may be related to illness perceptions. To investigate if depression and anxiety were associated with illness perceptions, we drew a random sample of 729 PLWHA from 13 administrative units in Liangshan Prefecture, Sichuan, China. Among the PLWHA surveyed, 222 and 175 had probable anxiety or depression. In mixed-effects logistic regression, negative illness perceptions were associated with increased odds of anxiety/depression. In linear mixed-effects quantile regression, the relationship of more negative illness perceptions with more severe and frequent symptoms of anxiety/depression grew stronger in the upper quantiles of the GAD-7 and PHQ-9 distributions, well beyond scale cut-offs for probable clinical relevance. We hypothesize that negative illness perceptions of HIV/AIDS and severity of depression and anxiety symptoms may mutually reinforce each other. Illness perceptions are a promising intervention target for improving the mental health of PLWHA.
Collapse
Affiliation(s)
- Chuanteng Feng
- Institute for Disaster Management and Reconstruction, Sichuan University - Hong Kong Polytechnic University, Chengdu, China.,West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Bin Yu
- Institute for Disaster Management and Reconstruction, Sichuan University - Hong Kong Polytechnic University, Chengdu, China.,West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China.,Sichuan Research Center of Sexual Sociology and Sex Education, Chengdu, China
| | - Yao Fu
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Jan D Reinhardt
- Institute for Disaster Management and Reconstruction, Sichuan University - Hong Kong Polytechnic University, Chengdu, China. .,Jiangsu Province Hospital, Nanjing Medical University First Affiliated Hospital, Nanjing, China. .,Swiss Paraplegic Research, Nottwil, Switzerland. .,Department of Health Sciences and Medicine, University of Lucerne, Lucerne, Switzerland. .,XD Group Hospital, Xi'an, Shaanxi, China.
| | - Shujuan Yang
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China. .,Department of Health Management Center, Clinical Medical College & Affiliated Hospital, Chengdu University, Chengdu, China. .,International Institute of Spatial Lifecourse Epidemiology (ISLE), Wuhan, China.
| |
Collapse
|
11
|
Accounting for Patient Engagement in Randomized Controlled Trials Evaluating Digital Cognitive Behavioral Therapies. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12104952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background: Cognitive behavioral therapy (CBT) can be a useful treatment option for various mental health disorders. Modern advances in information technology and mobile communication enable delivery of state-of-the-art CBT programs via smartphones, either as stand-alone or as an adjunct treatment augmenting traditional sessions with a therapist. Experimental CBTs require careful assessment in randomized clinical trials (RCTs). Methods: We investigate some statistical issues for an RCT comparing efficacy of an experimental CBT intervention for a mental health disorder against the control. Assuming a linear model for the clinical outcome and patient engagement as an influential covariate, we investigate two common statistical approaches to inference—analysis of covariance (ANCOVA) and a two-sample t-test. We also study sample size requirements for the described experimental setting. Results: Both ANCOVA and a two-sample t-test are appropriate for the inference on treatment difference at the average observed level of engagement. However, ANCOVA produces estimates with lower variance and may be more powerful. Furthermore, unlike the t-test, ANCOVA allows one to perform treatment comparison at the levels of engagement other than the average level observed in the study. Larger sample sizes may be required to ensure experiments are sufficiently powered if one is interested in comparing treatment effects for different levels of engagement. Conclusions: ANCOVA with proper adjustment for engagement should be used for the for the described experimental setting. Uncertainty on engagement patterns should be taken into account at the study design stage.
Collapse
|
12
|
Zeng Y, Guo Y, Ho RTH, Zhu M, Zeng C, Monroe-Wise A, Li Y, Qiao J, Zhang H, Cai W, Li L, Liu C. Positive Coping as a Mediator of Mobile Health Intervention Effects on Quality of Life Among People Living With HIV: Secondary Analysis of the Randomized Controlled Trial Run4Love. J Med Internet Res 2022; 24:e25948. [PMID: 35175209 PMCID: PMC8895290 DOI: 10.2196/25948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2020] [Revised: 07/05/2021] [Accepted: 12/27/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND The effectiveness of psychosocial interventions on quality of life (QOL) among people living with HIV has been validated, including mobile health (mHealth) interventions. However, it is unclear which components of such interventions account for these effects. OBJECTIVE This study aims to examine positive coping as a potential mediator of the effects of an mHealth intervention on QOL among people living with HIV. METHODS For this secondary analysis, we used data from an mHealth-based randomized controlled trial, Run4Love, which was conducted to improve QOL and mental health outcomes of people living with HIV. A total of 300 participants were randomly assigned to the intervention group to receive the adapted cognitive-behavioral stress management courses and regular physical activity promotion or the waitlist control group in a 1:1 ratio. Our analysis focused on positive coping and QOL, which were repeatedly measured at baseline and at 3-, 6-, and 9-month follow-ups. Latent growth curve models were constructed to explore the mediating role of positive coping in the effects of the mHealth intervention on QOL. RESULTS Positive coping served as a mediator in the effect of the mHealth intervention on QOL for up to 9 months. The mHealth intervention had a significant and positive indirect effect on the slope of QOL via the slope of positive coping (b=2.592×1.620=4.198, 95% CI 1.189-7.207, P=.006). The direct effect of the intervention was not significant (b=0.552, 95% CI -2.154 to 3.258, P=.69) when controlling for the mediator. CONCLUSIONS The longitudinal findings suggest that positive coping could be a crucial mediator of the mHealth intervention in enhancing QOL among people living with HIV. These findings underscore the importance of improving positive coping skills in mHealth interventions to improve QOL among people living with HIV.
Collapse
Affiliation(s)
- Yu Zeng
- Department of Medical Statistic, School of Public Health, Sun Yat-sen University, Guangzhou, China.,Longgang Center for Disease Control and Prevention in Shenzhen, Shenzhen, China
| | - Yan Guo
- Department of Medical Statistic, School of Public Health, Sun Yat-sen University, Guangzhou, China.,Department of Population and Quantitative Health Sciences, University of Massachusetts Chan Medical School, Worcester, MA, United States
| | - Rainbow Tin Hung Ho
- Department of Social Work & Social Administration, The University of Hong Kong, Hong Kong, China.,Centre on Behavioral Health, The University of Hong Kong, Hong Kong, China
| | - Mengting Zhu
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Chengbo Zeng
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, MA, United States
| | - Aliza Monroe-Wise
- Department of Global Health, University of Washington, Seattle, WA, United States
| | - Yiran Li
- Department of Medical Statistic, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Jiaying Qiao
- Shanghai Center for Disease Control and Prevention, Shanghai, China
| | - Hanxi Zhang
- National Center of AIDS/Sexually Transmitted Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Weiping Cai
- Department of Infectious Diseases, Guangzhou Number Eight People's Hospital, Guangdong, China
| | - Linghua Li
- Department of Infectious Diseases, Guangzhou Number Eight People's Hospital, Guangdong, China
| | - Cong Liu
- Department of Infectious Diseases, Guangzhou Number Eight People's Hospital, Guangdong, China
| |
Collapse
|
13
|
Guo Y, Li Y, Yu C, Xu H, Hong YA, Wang X, Zhang N, Zeng Y, Monroe-Wise A, Li L, Liu C, Cai W, Lin A. Long-term effects of a social media-based intervention, Run4Love, on depressive symptoms of people living with HIV: Three-year follow-up of a randomized controlled trial (Preprint). J Med Internet Res 2022; 24:e36809. [PMID: 35763324 PMCID: PMC9277532 DOI: 10.2196/36809] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 05/23/2022] [Accepted: 05/24/2022] [Indexed: 11/18/2022] Open
Abstract
Background Emerging studies have shown the effectiveness of mobile health (mHealth) interventions in reducing depressive symptoms among people living with HIV. Most of these studies included only short-term follow-up, with limited data on long-term effects. Objective The purpose of this study is to assess the long-term effects of a randomized controlled trial called Run4Love on depressive symptoms among people living with HIV at 1-year and 3-year follow-ups. Methods A total of 300 people living with HIV with depressive symptoms were recruited and randomized to an intervention or a control group in Guangzhou, China, from September 2017 to January 2018. The intervention group received a 3-month Run4Love program, including adapted evidence-based cognitive behavioral stress management courses and exercise promotion via WeChat (Tencent), a popular social media app. The control group received usual care and a brochure on nutrition. The primary outcome was reduction in depressive symptoms, measured using the Center for Epidemiological Studies–Depression (CES-D) scale. Data used in this study were collected at baseline and at the 1-year and 3-year follow-ups. Generalized estimating equations were used to examine the group differences at 1-year and 3-year follow-ups. Results Approximately half of the participants completed the assessment at 1-year (149/300, 49.7%) and 3-year (177/300, 59%) follow-ups. At 1-year follow-up, participants in the intervention group reported significant reduction in depressive symptoms compared with the control group (CES-D: from 23.9 to 18.1 in the intervention group vs from 24.3 to 23.3 in the control group; mean −4.79, SD 13.56; 95% CI −7.78 to −1.81; P=.002). At 3-year follow-up, between-group difference in CES-D remained statistically significant (from 23.9 to 20.5 in the intervention group vs from 24.3 to 24.4 in the control group; mean −3.63, SD 13.35; 95% CI −6.71 to −0.54; P=.02). No adverse events were reported during the 3-year follow-up period. Conclusions The mHealth intervention, Run4Love, significantly reduced depressive symptoms among people living with HIV, and the intervention effects were sustained at 1-year and 3-year follow-ups. Further research is needed to explore the mechanisms of the long-term effects of mHealth interventions such as Run4Love and to implement these effective interventions among people living with HIV. Trial Registration Chinese Clinical Trial Registry ChiCTR-IPR-17012606; https://trialsearch.who.int/Trial2.aspx?TrialID=ChiCTR-IPR-17012606 International Registered Report Identifier (IRRID) RR2-10.2196/10274
Collapse
Affiliation(s)
- Yan Guo
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
- Department of Population and Quantitative Health Sciences, University of Massachusetts Chan Medical School, Worcester, MA, United States
| | - Yingqi Li
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Chuanchuan Yu
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - He Xu
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Y Alicia Hong
- Department of Health Administration and Policy, College of Health and Human Services, George Mason University, Fairfax, VA, United States
| | - Xiaolan Wang
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Nanxiang Zhang
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yu Zeng
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Aliza Monroe-Wise
- Department of Global Health, University of Washington, Seattle, WA, United States
| | - Linghua Li
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou, China
| | - Cong Liu
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou, China
| | - Weiping Cai
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou, China
| | - Aihua Lin
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
- Department of Health Service and Management, Guangzhou Xinhua University, Guangzhou, China
| |
Collapse
|
14
|
Li Y, Guo Y, Hong YA, Zeng Y, Monroe-Wise A, Zeng C, Zhu M, Zhang H, Qiao J, Xu Z, Cai W, Li L, Liu C. Dose-Response Effects of Patient Engagement on Health Outcomes in an mHealth Intervention: Secondary Analysis of a Randomized Controlled Trial. JMIR Mhealth Uhealth 2022; 10:e25586. [PMID: 34982724 PMCID: PMC8767469 DOI: 10.2196/25586] [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: 11/08/2020] [Revised: 05/04/2021] [Accepted: 11/12/2021] [Indexed: 12/16/2022] Open
Abstract
Background The dose–response relationship between patient engagement and long-term intervention effects in mobile health (mHealth) interventions are understudied. Studies exploring long-term and potentially changing relationships between patient engagement and health outcomes in mHealth interventions are needed. Objective This study aims to examine dose–response relationships between patient engagement and 3 psychosocial outcomes in an mHealth intervention, Run4Love, using repeated measurements of outcomes at baseline and 3, 6, and 9 months. Methods This study is a secondary analysis using longitudinal data from the Run4Love trial, a randomized controlled trial with 300 people living with HIV and elevated depressive symptoms to examine the effects of a 3-month mHealth intervention on reducing depressive symptoms and improving quality of life (QOL). We examined the relationships between patient engagement and depressive symptoms, QOL, and perceived stress in the intervention group (N=150) using 4–time-point outcome measurements. Patient engagement was assessed using the completion rate of course assignments and frequency of items completed. Cluster analysis was used to categorize patients into high- and low-engagement groups. Generalized linear mixed effects models were conducted to investigate the dose–response relationships between patient engagement and outcomes. Results The cluster analysis identified 2 clusters that were distinctively different from each other. The first cluster comprised 72 participants with good compliance to the intervention, completing an average of 74% (53/72) of intervention items (IQR 0.22). The second cluster comprised 78 participants with low compliance to the intervention, completing an average of 15% (11/72) of intervention items (IQR 0.23). Results of the generalized linear mixed effects models showed that, compared with the low-engagement group, the high-engagement group had a significant reduction in more depressive symptoms (β=−1.93; P=.008) and perceived stress (β=−1.72; P<.001) and an improved QOL (β=2.41; P=.01) over 9 months. From baseline to 3, 6, and 9 months, the differences in depressive symptoms between the 2 engagement groups were 0.8, 1.6, 2.3, and 3.7 points, respectively, indicating widening between-group differences over time. Similarly, between-group differences in QOL and perceived stress increased over time (group differences in QOL: 0.9, 1.9, 4.7, and 5.1 points, respectively; group differences in the Perceived Stress Scale: 0.9, 1.4, 2.3, and 3.0 points, respectively). Conclusions This study revealed a positive long-term dose–response relationship between patient engagement and 3 psychosocial outcomes among people living with HIV and elevated depressive symptoms in an mHealth intervention over 9 months using 4 time-point repeat measurement data. The high- and low-engagement groups showed significant and widening differences in depressive symptoms, QOL, and perceived stress at the 3-, 6-, and 9-month follow-ups. Future mHealth interventions should improve patient engagement to achieve long-term and sustained intervention effects. Trial Registration Chinese Clinical Trial Registry ChiCTR-IPR-17012606; https://www.chictr.org.cn/showproj.aspx?proj=21019
Collapse
Affiliation(s)
- Yiran Li
- Department of Medical Statistics, School of Public Health, Guangzhou, China
| | - Yan Guo
- Department of Medical Statistics, School of Public Health, Guangzhou, China.,Sun Yat-sen Center for Global Health, Guangzhou, China.,Department of Population and Quantitative Health Sciences, University of Massachusetts Chan Medical School, Worcester, MA, United States
| | - Y Alicia Hong
- Department of Health Administration and Policy, College of Health and Human Services, George Mason University, Fairfax, VA, United States
| | - Yu Zeng
- Department of Medical Statistics, School of Public Health, Guangzhou, China
| | - Aliza Monroe-Wise
- Department of Global Health, University of Washington, Seattle, WA, United States
| | - Chengbo Zeng
- South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, United States.,Department of Health Promotion, Education, and Behavior, Arnold School of Public Health, University of South Carolina, Columbia, SC, United States
| | - Mengting Zhu
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, Hong Kong
| | - Hanxi Zhang
- National Center of AIDS/STD Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Jiaying Qiao
- Department of Medical Statistics, School of Public Health, Guangzhou, China
| | - Zhimeng Xu
- Department of Medical Statistics, School of Public Health, Guangzhou, China
| | - Weiping Cai
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, China
| | - Linghua Li
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, China
| | - Cong Liu
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, China
| |
Collapse
|
15
|
Gan DZQ, McGillivray L, Han J, Christensen H, Torok M. Effect of Engagement With Digital Interventions on Mental Health Outcomes: A Systematic Review and Meta-Analysis. Front Digit Health 2021; 3:764079. [PMID: 34806079 PMCID: PMC8599127 DOI: 10.3389/fdgth.2021.764079] [Citation(s) in RCA: 95] [Impact Index Per Article: 23.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Accepted: 09/29/2021] [Indexed: 01/19/2023] Open
Abstract
Digital mental health interventions (DMHIs) present a promising way to address gaps in mental health service provision. However, the relationship between user engagement and outcomes in the context of these interventions has not been established. This study addressed the current state of evidence on the relationship between engagement with DMHIs and mental health outcomes. MEDLINE, PsycINFO, and EmBASE databases were searched from inception to August 1, 2021. Original or secondary analyses of randomized controlled trials (RCTs) were included if they examined the relationship between DMHI engagement and post-intervention outcome(s). Thirty-five studies were eligible for inclusion in the narrative review and 25 studies had sufficient data for meta-analysis. Random-effects meta-analyses indicated that greater engagement was significantly associated with post-intervention mental health improvements, regardless of whether this relationship was explored using correlational [r = 0.24, 95% CI (0.17, 0.32), Z = 6.29, p < 0.001] or between-groups designs [Hedges' g = 0.40, 95% CI (0.097, 0.705), p = 0.010]. This association was also consistent regardless of intervention type (unguided/guided), diagnostic status, or mental health condition targeted. This is the first review providing empirical evidence that engagement with DMHIs is associated with therapeutic gains. Implications and future directions are discussed. Systematic Review Registration: PROSPERO, identifier: CRD 42020184706.
Collapse
Affiliation(s)
- Daniel Z Q Gan
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
| | - Lauren McGillivray
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
| | - Jin Han
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
| | - Helen Christensen
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
| | - Michelle Torok
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
| |
Collapse
|
16
|
Li Y, Guo Y, Hong YA, Zeng C, Zeng Y, Zhang H, Zhu M, Qiao J, Cai W, Li L, Liu C. Mediating Effects of Stigma and Depressive Symptoms in a Social Media-Based Intervention to Improve Long-term Quality of Life Among People Living With HIV: Secondary Analysis of a Randomized Controlled Trial. J Med Internet Res 2021; 23:e27897. [PMID: 34751654 PMCID: PMC8663519 DOI: 10.2196/27897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 06/09/2021] [Accepted: 09/22/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Mobile health (mHealth) interventions have been shown to effectively improve the quality of life (QOL) among people living with HIV. However, little is known about the long-term effects of mHealth interventions. OBJECTIVE This study aims to explore the intervention mechanisms of a social media-based intervention, Run4Love, on the QOL of people with HIV over across a 9-month follow-up period. METHODS We recruited people living with HIV who were concurrently experiencing elevated depressive symptoms from an HIV outpatient clinic in South China. A total of 300 eligible participants were randomized either to the intervention group or the control group in a 1:1 ratio after they provided informed consent and completed a baseline survey. The intervention group received a 3-month WeChat-based intervention, comprising cognitive-behavioral stress management (CBSM) courses and physical activity promotion. The control group received a printed brochure on nutrition guidelines in addition to the usual care for HIV treatment. Neither participants nor the research staff were blinded to group assignment. All patients were followed at 3, 6, and 9 months. The primary outcome was depressive symptoms. Structural equation model (SEM) with longitudinal data was conducted to examine the sequential mediating effects of HIV-related stigma and depressive symptoms on the long-term intervention effects on participants' QOL. RESULTS About 91.3% (274/300), 88.3% (265/300), and 86.7% (260/300) of all participants completed follow-up surveys at 3, 6, and 9 months, respectively. Results showed that the intervention had significantly improved participants' QOL at 9 months, via complete mediating effects of reduced HIV-related stigma at 3 months and decreased depressive symptoms at 6 months. No adverse events were reported. CONCLUSIONS These findings underscore the critical roles of HIV-related stigma and depressive symptoms in an mHealth intervention with long-term effects on QOL improvements. We call for targeted mHealth interventions to improve QOL among people living with HIV, especially social media-based interventions that can address HIV-related stigma and alleviate depressive symptoms. TRIAL REGISTRATION Chinese Clinical Trial Registry ChiCTR-IPR-17012606; https://www.chictr.org.cn/showproj.aspx?proj=21019.
Collapse
Affiliation(s)
- Yiran Li
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yan Guo
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China.,Sun Yat-sen Center for Global Health, Guangzhou, China
| | - Y Alicia Hong
- Department of Health Administration and Policy, College of Health and Human Services, George Mason University, Fairfax, VA, United States
| | - Chengbo Zeng
- South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, United States.,Department of Health Promotion, Education, and Behavior, Arnold School of Public Health, University of South Carolina, Columbia, SC, United States
| | - Yu Zeng
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Hanxi Zhang
- National Center of AIDS/STD Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Mengting Zhu
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Jiaying Qiao
- Department of Vital Statistics, Shanghai Municipal Center for Disease Control and Prevention, Shanghai, China
| | - Weiping Cai
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, China
| | - Linghua Li
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, China
| | - Cong Liu
- Department of Infectious Diseases, Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou, China
| |
Collapse
|