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Mueller S, Dinges SMT, Gass F, Fegers-Wustrow I, Treitschke J, von Korn P, Boscheri A, Krotz J, Freigang F, Dubois C, Winzer EB, Linke A, Edelmann F, Feuerstein A, Wolfram O, Schäfer K, Verket M, Wolfarth B, Dörr M, Wachter R, Hackenberg B, Rust S, Nebling T, Amelung V, Halle M. Telemedicine-supported lifestyle intervention for glycemic control in patients with CHD and T2DM: multicenter, randomized controlled trial. Nat Med 2025; 31:1203-1213. [PMID: 39920395 PMCID: PMC12003154 DOI: 10.1038/s41591-025-03498-w] [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: 07/13/2024] [Accepted: 01/08/2025] [Indexed: 02/09/2025]
Abstract
Patients with coronary heart disease (CHD) and type 2 diabetes mellitus (T2DM) have a substantially increased risk for major cardiovascular events and mortality. Increasing physical activity and improving a healthy diet may effectively reduce cardiovascular risk factors; however, the effects are often transient. In a multicenter, 1:1 randomized controlled trial including 502 patients with combined CHD and T2DM (68 ± 8 years; 84% men), we assessed the effects of a home-based telemedicine-supported lifestyle intervention (exercise training, nutritional recommendations and health literacy training) with regular individualized feedback versus usual care. The study met its primary endpoint of reduced glycated hemoglobin after 6 months in favor of the lifestyle intervention group (mean between-group difference in the complete-case analysis (n = 197 and n = 193), -0.13% (95% confidence interval, -0.25 to -0.01), P = 0.04). When individualized feedback and health literacy training were discontinued after 6 months (while other telemedicine tools were maintained), no statistically significant between-group differences were observed at 12 months. At 12 months, 31 patients (6.2%) had a major adverse cardiovascular event (lifestyle intervention, n = 20 (8.0%); usual care, n = 11 (4.4%); P = 0.15), with the main reason being hospitalization for angina or revascularization (lifestyle intervention, n = 15; usual care, n = 8). There were five deaths (lifestyle intervention, n = 2; usual care, n = 3), none of which were categorized as related to the intervention. However, three events that resulted in hospitalization were categorized as potentially related to the intervention (decompensation of heart failure, vertebral disc prolapse and inguinal hernia). In conclusion, a home-based lifestyle intervention with telemedicine support showed modest effects in patients with CHD and T2DM. ClinicalTrials.gov registration: NCT03835923 .
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Affiliation(s)
- Stephan Mueller
- Technical University of Munich, School of Medicine and Health, Department for Preventive Sports Medicine and Sports Cardiology, TUM University Hospital, Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany
| | - Sophia M T Dinges
- Technical University of Munich, School of Medicine and Health, Department for Preventive Sports Medicine and Sports Cardiology, TUM University Hospital, Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany
| | - Felix Gass
- Technical University of Munich, School of Medicine and Health, Department for Preventive Sports Medicine and Sports Cardiology, TUM University Hospital, Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany
| | - Isabel Fegers-Wustrow
- Technical University of Munich, School of Medicine and Health, Department for Preventive Sports Medicine and Sports Cardiology, TUM University Hospital, Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany
| | - Julian Treitschke
- Technical University of Munich, School of Medicine and Health, Department for Preventive Sports Medicine and Sports Cardiology, TUM University Hospital, Munich, Germany
| | - Pia von Korn
- Technical University of Munich, School of Medicine and Health, Department for Preventive Sports Medicine and Sports Cardiology, TUM University Hospital, Munich, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany
| | - Alessandra Boscheri
- Technical University of Munich, School of Medicine and Health, Department for Preventive Sports Medicine and Sports Cardiology, TUM University Hospital, Munich, Germany
- KIZ-Kardiologie im Zentrum, Munich, Germany
| | - Janosch Krotz
- Institute for Applied Healthcare Research GmbH (inav), Berlin, Germany
| | - Felix Freigang
- Institute for Applied Healthcare Research GmbH (inav), Berlin, Germany
| | - Clara Dubois
- Institute for Applied Healthcare Research GmbH (inav), Berlin, Germany
| | - Ephraim B Winzer
- Department for Internal Medicine and Cardiology, Technische Universität Dresden, Heart Centre Dresden, University Hospital, Dresden, Germany
| | - Axel Linke
- Department for Internal Medicine and Cardiology, Technische Universität Dresden, Heart Centre Dresden, University Hospital, Dresden, Germany
| | - Frank Edelmann
- Department of Cardiology, Angiology and Intensive Care Medicine, Campus Virchow Klinikum, Deutsches Herzzentrum der Charité, Berlin, Germany
- Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Berlin, Berlin, Germany
| | - Anna Feuerstein
- Department of Cardiology, Angiology and Intensive Care Medicine, Campus Virchow Klinikum, Deutsches Herzzentrum der Charité, Berlin, Germany
- Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Berlin, Berlin, Germany
| | - Oliver Wolfram
- Department of Cardiology and Angiology, University Hospital Magdeburg, Magdeburg, Germany
| | - Kerstin Schäfer
- Department of Cardiology and Angiology, University Hospital Magdeburg, Magdeburg, Germany
| | - Marlo Verket
- Department of Internal Medicine I, University Hospital Aachen, Aachen, Germany
| | - Bernd Wolfarth
- Department of Sports Medicine, Humboldt University and Charité University School of Medicine, Berlin, Germany
| | - Marcus Dörr
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Greifswald, Greifswald, Germany
| | - Rolf Wachter
- Department of Cardiology, University Hospital Leipzig, Leipzig, Germany
- Department of Cardiology and Pneumology, University Medical Center Göttingen, Göttingen, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Göttingen, Göttingen, Germany
| | | | - Sarah Rust
- Techniker Krankenkasse, Hamburg, Germany
| | | | - Volker Amelung
- Institute for Applied Healthcare Research GmbH (inav), Berlin, Germany
| | - Martin Halle
- Technical University of Munich, School of Medicine and Health, Department for Preventive Sports Medicine and Sports Cardiology, TUM University Hospital, Munich, Germany.
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany.
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Edalat A, Hu R, Patel Z, Polydorou N, Ryan F, Nicholls D. Self-initiated humour protocol: a pilot study with an AI agent. Front Digit Health 2025; 7:1530131. [PMID: 40182587 PMCID: PMC11965911 DOI: 10.3389/fdgth.2025.1530131] [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: 11/18/2024] [Accepted: 02/21/2025] [Indexed: 04/05/2025] Open
Abstract
Introduction Non-hostile humour and laughter have been known for therapeutic benefits in an individual's mental health and wellbeing. To this end, we evaluated the Self-Initiated Humour Protocol (SIHP), a new type of self-administrable laughter intervention that utilises spontaneous and self-induced laughter. Rooted in the core principles of the Self-Attachment Technique-in which an individual creates an affectional bond with their childhood self as represented by their childhood photo or personalised childhood avatar-SIHP provides an algorithmic framework for individuals to learn to laugh in a non-hostile manner and develop a sense of humour in all possible life contexts. This allows SIHP to be self-administered by interacting with an AI agent. Methods An 8-week intervention was conducted with N = 27 adult participants. Exclusion criteria: severe depression or anxiety (PHQ-9 and GAD-7 scores above 15). Participants' measurements were collected in the areas of wellbeing, use of different humour styles, emotional self-regulation, self-compassion and psychological capital, and analysed to understand any changes over time. Measurements were taken immediately before, after the intervention, and at the 3-month follow-up. Throughout the intervention, participants were required to practise SIHP 20 min a day with the aid of an emotionally intelligent chatbot and their personalised child avatar in virtual reality (VR). Results Analysis of results at the 3-month follow-up showed significant improvements in the primary outcome of wellbeing with large effect size ( r = 0.92 ), as well as a range of secondary outcomes with large effect sizes, self-compassion ( r = 0.93 ), use of self-enhancing humour ( d = 0.80 ), and emotion regulation ( d = 0.87 ); the results also showed improvement to participant's psychological capital with moderate effect size ( d = 0.56 ). Discussion This study shows the potential for the practice of SIHP as supported by an emotionally intelligent chatbot and personalised child avatar to have medium-term positive effects, which should be validated through future randomised trials.
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Affiliation(s)
- Abbas Edalat
- Algorithmic Human Development Group, Department of Computing, Imperial College London, London, United Kingdom
| | - Ruoyu Hu
- Algorithmic Human Development Group, Department of Computing, Imperial College London, London, United Kingdom
| | - Zeena Patel
- Algorithmic Human Development Group, Department of Computing, Imperial College London, London, United Kingdom
| | - Neophytos Polydorou
- Algorithmic Human Development Group, Department of Computing, Imperial College London, London, United Kingdom
| | - Frank Ryan
- Faculty of Medicine Centre, Faculty of Medicine, Imperial College London, London, United Kingdom
| | - Dasha Nicholls
- Division of Psychiatry, Faculty of Medicine, Imperial College London, London, United Kingdom
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Zhang X, Qiao X, Peng K, Gao S, Hao Y. Digital Behavior Change Interventions to Reduce Sedentary Behavior and Promote Physical Activity in Adults with Diabetes: A Systematic Review and Meta-Analysis of Randomized Controlled Trials. Int J Behav Med 2024; 31:959-973. [PMID: 37391571 DOI: 10.1007/s12529-023-10188-9] [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: 05/31/2023] [Indexed: 07/02/2023]
Abstract
BACKGROUND Technological advancements and ease of Internet access have increased the number of digital behavior change interventions (DBCIs). This systematic review and meta-analysis aimed to assess the effectiveness of DBCIs in reducing sedentary behavior (SB) and promoting physical activity (PA) in adults with diabetes. METHODS A comprehensive search of seven databases-PubMed, Embase, PsycINFO, Cochrane Library, CINAHL, Web of Science, and Sedentary Behavior Research Database-was performed. Two reviewers independently carried out the study selection, data extraction, risk of bias assessment, and quality of evidence evaluation. Meta-analyses were performed where feasible; otherwise, narrative summaries were performed. RESULTS A total of 13 randomized controlled trials with 980 participants met the inclusion criteria. Overall, DBCIs could significantly increase steps and the number of breaks in sedentary time. The subgroup analyses exhibited significant effects in DBCIs with over 10 behavior change techniques (BCTs) in improving steps, the time spent in light physical activity (LPA), and moderate-to-vigorous physical activity (MVPA). The subgroup analyses showed a significant step increment in DBCIs of moderate and long durations, with over 4 BCT clusters, or in conjunction with a face-to-face component. The subgroup analyses also indicated significant effects in studies with ≥ 2 DBCI components in improving steps, the time spent in LPA and MVPA, and reducing sedentary time. CONCLUSION There is some evidence that DBCI may increase PA and reduce SB in adults with type 2 diabetes. However, more high-quality studies are required. Future studies are needed to examine the potential of DBCIs in adults with type 1 diabetes.
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Affiliation(s)
- Xiaoyan Zhang
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China
- Beijing University of Chinese Medicine Best Practice Spotlight Organization of the Registered Nurses' Association of Ontario, Beijing, China
- Beijing University of Chinese Medicine Centre for Evidence-Based Nursing: A JBI Affiliated Group, Beijing, China
| | - Xue Qiao
- Beijing University of Chinese Medicine Best Practice Spotlight Organization of the Registered Nurses' Association of Ontario, Beijing, China
- Beijing University of Chinese Medicine Centre for Evidence-Based Nursing: A JBI Affiliated Group, Beijing, China
- School of Nursing, Beijing University of Chinese Medicine, Beijing, China
| | - Ke Peng
- Department of Nursing, Beijing Hospital, Beijing, China
| | - Shan Gao
- Outpatient Department, Chinese PLA General Hospital, Beijing, China
| | - Yufang Hao
- Beijing University of Chinese Medicine Best Practice Spotlight Organization of the Registered Nurses' Association of Ontario, Beijing, China.
- Beijing University of Chinese Medicine Centre for Evidence-Based Nursing: A JBI Affiliated Group, Beijing, China.
- School of Nursing, Beijing University of Chinese Medicine, Beijing, China.
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Oliveira A, Wolff J, Alfouzan N, Yu J, Yahya A, Lammy K, Nakamura MT. A Novel Web App for Dietary Weight Management: Development, Implementation, and Usability Study. JMIR Form Res 2024; 8:e58363. [PMID: 39527795 PMCID: PMC11589505 DOI: 10.2196/58363] [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: 03/13/2024] [Revised: 07/12/2024] [Accepted: 09/06/2024] [Indexed: 11/16/2024] Open
Abstract
BACKGROUND Online weight loss programs have ambiguous efficacy. There is a growing body of evidence that weight loss programs when combined with apps have better outcomes; however, many apps lack an evidence-based approach to dietary changes for weight loss and do not rely on a theoretical framework for behavior change. OBJECTIVE This study aimed to describe the development and the preliminary usability and acceptability testing of a web app that uses behavior change techniques (BCTs) to support users of a comprehensive online weight loss program. METHODS The weight loss program intervention components were nutrient and weight tracking charts that needed a remotely accessible and online format. The app was designed by nutrition researchers and developers in a collaborative effort. A review of BCTs in weight loss and web apps was performed as well as an assessment of user needs to inform the initial prototype. A preliminary app prototype, version 1.0, was provided to participants of a weight loss trial (N=30) to assess for feasibility of its use. A full app prototype, version 2.0, was feasibility and acceptability tested by trial participants (n=11) with formal feedback by Likert-scale survey and open-ended questions. In the final round of testing, a user group of scientists and developers (n=11) was selected to provide a structured 3-month review through which the group met weekly for collective feedback sessions. RESULTS The process resulted in a fully developed web app, MealPlot, by the Applied Research Institute, for meal planning and weight tracking that can be used by weight loss users and health professionals to track their patients. MealPlot includes a weight chart, a protein-fiber chart, and a chat feature. In addition, MealPlot has 2 distinct platforms, 1 for weight loss users and 1 for health professionals. Selected BCTs for incorporation into the app were goal setting, feedback, problem-solving, self-monitoring, and social support. Version 1.0 was used successfully to provide a functioning, online weight chart over the course of a 1-year trial. Version 2.0 provided a functional weight chart and meal planning page, but 8 out of 11 participants indicated MealPlot was difficult to use. Version 3.0 was developed based on feedback and strategies provided from user group testing. CONCLUSIONS The web app, MealPlot, was developed to improve outcomes and functionality of an online weight loss program by providing a remote method of tracking weight, food intake, and connecting users to health professionals for consistent guidance that is not otherwise available in a traditional in-person health care setting. The final version 3.0 of the web app will be refined based on findings of a review study gathering feedback from health professionals and from actual weight loss users who are part of a clinical weight loss trial.
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Affiliation(s)
- Ashleigh Oliveira
- Division of Nutritional Sciences, University of Illinois at Urbana Champaign, Urbana, IL, United States
| | - John Wolff
- Applied Research Institute, Champaign, IL, United States
| | - Nouf Alfouzan
- Department of Food Science and Human Nutrition, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Jin Yu
- Department of Food Science and Human Nutrition, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Asma Yahya
- Division of Nutritional Sciences, University of Illinois at Urbana Champaign, Urbana, IL, United States
| | - Kayla Lammy
- Department of Food Science and Human Nutrition, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Manabu T Nakamura
- Division of Nutritional Sciences, University of Illinois at Urbana Champaign, Urbana, IL, United States
- Department of Food Science and Human Nutrition, University of Illinois at Urbana-Champaign, Urbana, IL, United States
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Okamoto M, Saito Y, Nakamura S, Nagasawa M, Shibuya M, Nagasaka G, Narimatsu H. Smartphone-Based Digital Peer Support for a Walking Intervention Among Public Officers in Kanagawa Prefecture: Single-Arm Pre- and Postintervention Evaluation. JMIR Form Res 2024; 8:e53759. [PMID: 39316793 PMCID: PMC11462101 DOI: 10.2196/53759] [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: 10/18/2023] [Revised: 04/15/2024] [Accepted: 07/25/2024] [Indexed: 09/26/2024] Open
Abstract
BACKGROUND Digital peer support, defined as peer support delivered through technology such as smartphone apps, may be promising to promote activity in the form of step counts. Interactions among users have a positive impact on retention rates, and apps with social elements show significant improvements in daily step count. However, the feasibility of digital peer support in promoting physical activity (PA) is unknown; therefore, its effectiveness on step count and the clinical implications remain unconfirmed. OBJECTIVE This study aimed to assess the feasibility of digital peer support over a 3-month intervention period using the retention rate as the outcome. Moreover, changes in daily step count and physical measurements were compared between pre- and postintervention. METHODS The study design was a 3-month 1-arm intervention with participants from local government offices in Kanagawa, Japan. We used an available smartphone app, Minchalle, as the tool for the group intervention. Participants were required to report their daily step count to a maximum of 5 members composed exclusively of study participants. The primary outcome was the retention rate. Secondary outcomes included daily step count, the rate of achieving daily step goals, physical measurements, and lifestyle characteristics. Descriptive statistics and the Pearson coefficient were used to examine the relationship between goal achievement and step count, as well as changes in step count and various variables including physical measurements. RESULTS Of the 63 participants, 62 completed the intervention. The retention rate was 98% (62/63). The average daily step count during the intervention was 6993 (SD 2328) steps, an 1182-step increase compared with the count observed 1 week before the intervention began. The rate of achieving the daily step count during the intervention was 53.5% (SD 26.2%). There was a significant correlation (r=0.27, P=.05) between achieving daily step goals and increasing daily step count. Comparative analyses showed that changes in weight (68.56, SD 16.97 kg vs 67.30, SD 16.86 kg; P<.001), BMI (24.82, SD 4.80 kg/m2 vs 24.35, SD 4.73 kg/m2; P<.001), somatic fat rate (28.50%, SD 7.44% vs 26.58%, SD 7.90%; P=.005), systolic blood pressure (130.42, SD 17.92 mm Hg vs 122.00, SD 15.06 mm Hg; P<.001), and diastolic blood pressure (83.24, SD 13.27 mm Hg vs 77.92, SD 11.71 mm Hg; P=.002) were significantly different before and after the intervention. Similarly, the daily amount of PA significantly improved from 5.77 (SD 3.81) metabolic equivalent (MET)-hours per day to 9.85 (SD 7.84) MET-hours per day (P<.001). CONCLUSIONS This study demonstrated that digital peer support is feasible for maintaining a high retention rate and can, therefore, effectively promote PA. It can be a promising tool to improve daily step count, subjective PA, and clinical outcomes, such as weight and somatic fat rate. TRIAL REGISTRATION UMIN Clinical Trials Registry UMIN000042520; https://tinyurl.com/46c4nm8z.
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Affiliation(s)
- Masumi Okamoto
- Graduate School of Health Innovation, Kanagawa University of Human Services, Kawasaki, Japan
- Center for Innovation Policy, Kanagawa University of Human Services, Kawasaki, Japan
- Cancer Prevention and Control Division, Kanagawa Cancer Center Research Institute, Yokohama, Japan
| | - Yoshinobu Saito
- Faculty of Sport Management, Nippon Sport Science University, Yokohama, Japan
- Graduate School of Physical Education, Health and Sport Studies, Nippon Sport Science University, Tokyo, Japan
| | - Sho Nakamura
- Graduate School of Health Innovation, Kanagawa University of Human Services, Kawasaki, Japan
- Cancer Prevention and Control Division, Kanagawa Cancer Center Research Institute, Yokohama, Japan
- Department of Genetic Medicine, Kanagawa Cancer Center, Yokohama, Japan
| | - Makoto Nagasawa
- Graduate School of Health Innovation, Kanagawa University of Human Services, Kawasaki, Japan
| | | | | | - Hiroto Narimatsu
- Graduate School of Health Innovation, Kanagawa University of Human Services, Kawasaki, Japan
- Center for Innovation Policy, Kanagawa University of Human Services, Kawasaki, Japan
- Cancer Prevention and Control Division, Kanagawa Cancer Center Research Institute, Yokohama, Japan
- Department of Genetic Medicine, Kanagawa Cancer Center, Yokohama, Japan
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Hendrickx W, Wondergem R, Veenhof C, English C, Visser-Meily JMA, Pisters MF. Improving Movement Behavior in People after Stroke with the RISE Intervention: A Randomized Multiple Baseline Study. J Clin Med 2024; 13:4341. [PMID: 39124608 PMCID: PMC11313465 DOI: 10.3390/jcm13154341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Revised: 07/23/2024] [Accepted: 07/23/2024] [Indexed: 08/12/2024] Open
Abstract
Objective: High amounts of sedentary behavior increase the risk of cardiovascular disease. This study aimed to determine the preliminary effectiveness and feasibility of the RISE intervention to support community-dwelling people with stroke, who are highly sedentary, to reduce and interrupt sedentary time. Additionally, the added value of including participatory support was determined. Methods: A randomized, multiple-baseline study was conducted including 14 participants. All received the RISE intervention, a 15-week blended behavioral intervention in which a primary care physiotherapist provided personalized coaching in the home setting by using behavior-change techniques and the RISE eCoaching system, including an activity monitor and app to provide real time feedback. Half of the participants (randomly allocated) received participatory support from someone from their social network (e.g., partner or close friend) who joined them in the intervention. Preliminary effectiveness was determined with significant changes in total sedentary time and fragmentation (interruption) of sedentary time using a randomization test. Feasibility was assessed by adherence with the intervention protocol, safety, and satisfaction with the intervention. Results: Participants significantly reduced total sedentary time (p = 0.01) by 1.3 h on average and increased their fragmentation (p < 0.01). Subgroup analyses showed significant improvements in both outcomes only in the group with participatory support. Thirteen (92.9%) participants completed the intervention, no related adverse events occurred, and the reported participant satisfaction was sufficient. Conclusions: The RISE intervention appears promising to support people with stroke who are highly sedentary to reduce and interrupt their sedentary time. Participatory support appears to contribute to greater results. Trial registration: ISRCTN international trial registry, 10694741.
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Affiliation(s)
- Wendy Hendrickx
- Research Group Empowering Healthy Behavior, Department of Health Innovations and Technology, Fontys University of Applied Sciences, 5600 AH Eindhoven, The Netherlands;
- Department of Rehabilitation, Physiotherapy Science & Sport, UMC Utrecht Brain Center, Utrecht University, 3584 CX Utrecht, The Netherlands
- Center for Physical Therapy Research and Innovation in Primary Care, Julius Health Care Centers, 3454 PV De Meern, The Netherlands
| | - Roderick Wondergem
- School of Sport Studies, Fontys University of Applied Sciences, 5644 HZ Eindhoven, The Netherlands
| | - Cindy Veenhof
- Department of Rehabilitation, Physiotherapy Science & Sport, UMC Utrecht Brain Center, Utrecht University, 3584 CX Utrecht, The Netherlands
- Center for Physical Therapy Research and Innovation in Primary Care, Julius Health Care Centers, 3454 PV De Meern, The Netherlands
- Research Group Innovation of Human Movement Care, University of Applied Sciences Utrecht, 3584 CS Utrecht, The Netherlands
| | - Coralie English
- School of Health Sciences, University of Newcastle, Callaghan, NSW 2308, Australia
- Heart and Stroke Program, Hunter Medical Research Institute, Newcastle, NSW 2305, Australia
- Centre of Research Excellence to Accelerate Stroke Trial Innovation and Translation, University of Sydney, Sydney, NSW 2010, Australia
| | - Johanna M. A. Visser-Meily
- Center of Excellence for Rehabilitation Medicine, UMC Utrecht Brain Center and De Hoogstraat Rehabilitation, 3583 TM Utrecht, The Netherlands
| | - Martijn F. Pisters
- Research Group Empowering Healthy Behavior, Department of Health Innovations and Technology, Fontys University of Applied Sciences, 5600 AH Eindhoven, The Netherlands;
- Department of Rehabilitation, Physiotherapy Science & Sport, UMC Utrecht Brain Center, Utrecht University, 3584 CX Utrecht, The Netherlands
- Center for Physical Therapy Research and Innovation in Primary Care, Julius Health Care Centers, 3454 PV De Meern, The Netherlands
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Visser CD, Antonisse LLM, Alleda FM, Bos C, Saini P, Kuipers E, Guchelaar HJ, Teichert M. Self-management support with the Respiratory Adherence Care Enhancer instrument in asthma and chronic obstructive pulmonary disease: An implementation trial. Br J Clin Pharmacol 2024; 90:1344-1356. [PMID: 38403776 DOI: 10.1111/bcp.16025] [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: 07/25/2023] [Revised: 12/15/2023] [Accepted: 01/29/2024] [Indexed: 02/27/2024] Open
Abstract
AIM Suboptimal self-management with controller inhalation therapy in asthma and COPD is frequently observed with poor treatment outcomes. The developed 'Respiratory Adherence Care Enhancer' (RACE) instrument identifies and addresses individual barriers to self-management with a theoretical underpinning. This study investigates the feasibility of pharmaceutical support with this instrument. METHODS An implementation trial was conducted with asthma and COPD patients in 5 community pharmacies in the Netherlands. Patients were allocated to standard care or add-on support with the RACE instrument. Patients were invited to complete the RACE questionnaire at baseline, 5-week and 10-week follow-up. Barrier profiles were accessible for the intervention group with subsequent consultations at baseline and 5-weeks. Experiences were collected from patients and consultants with a questionnaire and reported findings. Primary endpoints focused on the acceptability, practicality and implementation process. Secondary endpoints included between-group differences in barrier and disease control outcomes from baseline at 10-weeks follow-up. RESULTS In total, 84 patients were included; 48 were assigned to intervention and 36 to standard care. Patient satisfaction of support with the RACE instrument was high (71%). Patients felt motivated, reassured and more confident about their disease management. Consultants reported an increase in awareness of patient barriers. Patient recognition of barrier profiles was 83.9% (±12.9%). The barrier inhaler techniques decreased significantly for the intervention group at follow-up with odds ratio 0.30 (95% confidence interval, 0.10-0.91). No significant differences were observed for changes in number of barriers and disease control. CONCLUSION Self-management support with the RACE instrument is feasible and appreciated, facilitating behaviour change with patient-centred pharmaceutical care in asthma and COPD.
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Affiliation(s)
- Claire D Visser
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, The Netherlands
| | - Lisanne L M Antonisse
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, The Netherlands
| | - Floor M Alleda
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, The Netherlands
| | - Colin Bos
- Department of Digital Engagement, Behavior and Cognition, Philips Research, Eindhoven, The Netherlands
| | - Privender Saini
- Department of Digital Engagement, Behavior and Cognition, Philips Research, Eindhoven, The Netherlands
| | - Esther Kuipers
- Community Pharmacy Empel, 's-Hertogenbosch, The Netherlands
| | - Henk-Jan Guchelaar
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, The Netherlands
| | - Martina Teichert
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, The Netherlands
- Royal Dutch Pharmacists Association (KNMP), The Hague, The Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, The Netherlands
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Liu M, Guan X, Guo X, He Y, Liu Z, Ni S, Wu Y. Impact of Serious Games on Body Composition, Physical Activity, and Dietary Change in Children and Adolescents: A Systematic Review and Meta-Analysis of Randomized Controlled Trials. Nutrients 2024; 16:1290. [PMID: 38732536 PMCID: PMC11085665 DOI: 10.3390/nu16091290] [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: 04/15/2024] [Accepted: 04/19/2024] [Indexed: 05/13/2024] Open
Abstract
Over the past four decades, obesity in children of all ages has increased worldwide, which has intensified the search for innovative intervention strategies. Serious games, a youth-friendly form of intervention designed with educational or behavioral goals, are emerging as a potential solution to this health challenge. To analyze the effectiveness of serious games in improving body composition, physical activity, and dietary change, we performed a systematic review and meta-analysis of randomized controlled trials (RCTs) from PubMed, Web of Science, EMBASE, and Scopus databases. Pooled standardized mean differences (SMD) were calculated for 20 studies (n = 2238 the intervention group; n = 1983 in the control group) using random-effect models. The intervention group demonstrated a slightly better, although non-significant, body composition score, with a pooled SMD of -0.26 (95% CI: -0.61 to 0.09). The pooled effect tends to be stronger with longer duration of intervention (-0.40 [95% CI: -0.96, 0.16] for >3 months vs. -0.02 [95% CI: -0.33, 0.30] for ≤3 months), although the difference was not statistically significant (p-difference = 0.24). As for the specific pathways leading to better weight control, improvements in dietary habits due to serious game interventions were not significant, while a direct positive effect of serious games on increasing physical activity was observed (pooled SMD = 0.61 [95% CI: 0.04 to 1.19]). While the impact of serious game interventions on body composition and dietary changes is limited, their effectiveness in increasing physical activity is notable. Serious games show potential as tools for overweight/obesity control among children and adolescents but may require longer intervention to sustain its effect.
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Affiliation(s)
- Mingchang Liu
- Institute for Hospital Management, School of Medicine, Tsinghua University, Beijing 100084, China; (M.L.); (X.G.); (Z.L.)
| | - Xinyue Guan
- Institute for Hospital Management, School of Medicine, Tsinghua University, Beijing 100084, China; (M.L.); (X.G.); (Z.L.)
| | - Xueqing Guo
- Sargent College of Health & Rehabilitation Sciences, Boston University, Boston, MA 02215, USA;
| | - Yixuan He
- Department of Bioengineering, East China University of Science and Technology, Shanghai 200237, China;
| | - Zeqi Liu
- Institute for Hospital Management, School of Medicine, Tsinghua University, Beijing 100084, China; (M.L.); (X.G.); (Z.L.)
| | - Shiguang Ni
- Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China;
| | - You Wu
- Institute for Hospital Management, School of Medicine, Tsinghua University, Beijing 100084, China; (M.L.); (X.G.); (Z.L.)
- Department of Health Policy and Management, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA
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Cuesta-Vargas AI, Biró A, Escriche-Escuder A, Trinidad-Fernández M, García-Conejo C, Roldán Jiménez CR, Tang W, Salvatore A, Nikolova B, Muro-Culebras A, Martín-Martín J, González-Sánchez M, Ruiz-Muñoz M, Mayoral F. Effectiveness of a gamified digital intervention based on lifestyle modification (iGAME) in secondary prevention: a protocol for a randomised controlled trial. BMJ Open 2023; 13:e066669. [PMID: 37316318 DOI: 10.1136/bmjopen-2022-066669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/16/2023] Open
Abstract
INTRODUCTION Combating physical inactivity and reducing sitting time are one of the principal challenges proposed by public health systems. Gamification has been seen as an innovative, functional and motivating strategy to encourage patients to increase their physical activity (PA) and reduce sedentary lifestyles through behaviour change techniques (BCT). However, the effectiveness of these interventions is not usually studied before their use. The main objective of this study will be to analyse the effectiveness of a gamified mobile application (iGAME) developed in the context of promoting PA and reducing sitting time with the BCT approach, as an intervention of secondary prevention in sedentary patients. METHODS AND ANALYSIS A randomised clinical trial will be conducted among sedentary patients with one of these conditions: non-specific low back pain, cancer survivors and mild depression. The experimental group will receive a 12-week intervention based on a gamified mobile health application using BCT to promote PA and reduce sedentarism. Participants in the control group will be educated about the benefits of PA. The International Physical Activity Questionnaire will be considered the primary outcome. International Sedentary Assessment Tool, EuroQoL-5D, MEDRISK Instruments and consumption of Health System resources will be evaluated as secondary outcomes. Specific questionnaires will be administered depending on the clinical population. Outcomes will be assessed at baseline, at 6 weeks, at the end of the intervention (12 weeks), at 26 weeks and at 52 weeks. ETHICS AND DISSEMINATION The study has been approved by the Portal de Ética de la Investigación Biomédica de Andalucía Ethics Committee (RCT-iGAME 24092020). All participants will be informed about the purpose and content of the study and written informed consent will be completed. The results of this study will be published in a peer-reviewed journal and disseminated electronically and in print. TRIAL REGISTRATION NUMBER NCT04019119.
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Affiliation(s)
- Antonio I Cuesta-Vargas
- Departamento de Fisioterapia, Universidad de Malaga, Andalucia Tech, Malaga, España
- Instituto de Investigacion Biomédica de Málaga (IBIMA), Malaga, España
| | - Attila Biró
- Departamento de Fisioterapia, Universidad de Malaga, Andalucia Tech, Malaga, España
- Instituto de Investigacion Biomédica de Málaga (IBIMA), Malaga, España
- ITware, Budapest, Hungary
- Department of Electrical Engineering and Information Technology, George Emil Palade University of Medicine, Pharmacy, Science, and Technology of Targu Mures, Targu Mures, Romania
| | - Adrian Escriche-Escuder
- Departamento de Fisioterapia, Universidad de Malaga, Andalucia Tech, Malaga, España
- Instituto de Investigacion Biomédica de Málaga (IBIMA), Malaga, España
| | - Manuel Trinidad-Fernández
- Departamento de Fisioterapia, Universidad de Malaga, Andalucia Tech, Malaga, España
- Instituto de Investigacion Biomédica de Málaga (IBIMA), Malaga, España
| | - Celia García-Conejo
- Departamento de Fisioterapia, Universidad de Malaga, Andalucia Tech, Malaga, España
- Instituto de Investigacion Biomédica de Málaga (IBIMA), Malaga, España
| | - Cristina Roldán Roldán Jiménez
- Departamento de Fisioterapia, Universidad de Malaga, Andalucia Tech, Malaga, España
- Instituto de Investigacion Biomédica de Málaga (IBIMA), Malaga, España
| | - Wen Tang
- Bournemouth University, Poole, UK
| | | | | | - Antonio Muro-Culebras
- Departamento de Fisioterapia, Universidad de Malaga, Andalucia Tech, Malaga, España
- Instituto de Investigacion Biomédica de Málaga (IBIMA), Malaga, España
| | - Jaime Martín-Martín
- Instituto de Investigacion Biomédica de Málaga (IBIMA), Malaga, España
- Departamento de Medicina Legal, Universidad de Malaga, Málaga, España
| | | | - María Ruiz-Muñoz
- Departamento de Enfermeria, Universidad de Malaga, Malaga, España
| | - Fermin Mayoral
- Instituto de Investigacion Biomédica de Málaga (IBIMA), Malaga, España
- Salud Mental, Hospital Regional Universitario de Malaga, Malaga, Spain
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10
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Sevic A, Hashemi NS, Thørrisen MM, Strømstad K, Skarpaas LS, Storm M, Brønnick KK. Effectiveness of eHealth Interventions Targeting Employee Health Behaviors: Systematic Review. J Med Internet Res 2023; 25:e38307. [PMID: 37079369 PMCID: PMC10160931 DOI: 10.2196/38307] [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: 03/28/2022] [Revised: 10/12/2022] [Accepted: 02/27/2023] [Indexed: 03/03/2023] Open
Abstract
BACKGROUND The number of people with noncommunicable diseases is increasing. Noncommunicable diseases are the major cause of disability and premature mortality worldwide, associated with negative workplace outcomes such as sickness absence and reduced work productivity. There is a need to identify scalable interventions and their active components to relieve disease and treatment burden and facilitate work participation. eHealth interventions have shown potential in clinical and general populations to increase well-being and physical activity and could be well suited for workplace settings. OBJECTIVE We aimed to provide an overview of the effectiveness of eHealth interventions at the workplace targeting employee health behaviors and map behavior change techniques (BCTs) used in these interventions. METHODS A systematic literature search was performed in PubMed, Embase, PsycINFO, Cochrane CENTRAL, and CINAHL in September 2020 and updated in September 2021. Extracted data included participant characteristics, setting, eHealth intervention type, mode of delivery, reported outcomes, effect sizes, and attrition rates. Quality and risk of bias of the included studies were assessed using the Cochrane Collaboration risk-of-bias 2 tool. BCTs were mapped in accordance with the BCT Taxonomy v1. The review was reported according to the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) checklist. RESULTS In total, 17 randomized controlled trials met the inclusion criteria. The measured outcomes, treatment and follow-up periods, content of eHealth interventions, and workplace contexts had high heterogeneity. Of the 17 studies, 4 (24%) reported unequivocally significant findings for all primary outcomes, with effect sizes ranging from small to large. Furthermore, 53% (9/17) of the studies reported mixed results, and 24% (4/17) reported nonsignificant results. The most frequently targeted behavior was physical activity (15/17, 88% of the studies); the least frequently targeted behavior was smoking (2/17, 12% of the studies). Attrition varied greatly across the studies (0%-37%). Risk of bias was high in 65% (11/17) of the studies, with some concerns in the remaining 35% (6/17). Interventions used various BCTs, and the most frequently used were feedback and monitoring (14/17, 82%), goals and planning (10/17, 59%), antecedents (10/17, 59%), and social support (7/17, 41%). CONCLUSIONS This review suggests that, although eHealth interventions may have potential, there are still unanswered questions regarding their effectiveness and what drives the mechanism behind these effects. Low methodological quality, high heterogeneity and complexity, the characteristics of the included samples, and often high attrition rates challenge the investigation of the effectiveness and the making of sound inferences about the effect sizes and significance of the results. To address this, new studies and methods are needed. A megastudy design in which different interventions are evaluated in the same population over the same period on the same outcomes may solve some of the challenges. TRIAL REGISTRATION PROSPERO CRD42020202777; https://www-crd-york-ac-uk/prospero/display_record.php?RecordID=202777.
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Affiliation(s)
- Aleksandra Sevic
- Department of Public Health, Faculty of Health Sciences, University of Stavanger, Stavanger, Norway
| | - Neda S Hashemi
- Department of Public Health, Faculty of Health Sciences, University of Stavanger, Stavanger, Norway
| | - Mikkel Magnus Thørrisen
- Department of Public Health, Faculty of Health Sciences, University of Stavanger, Stavanger, Norway
- Department of Rehabilitation Science and Health Technology, Faculty of Health Sciences, OsloMet - Oslo Metropolitan University, Oslo, Norway
| | - Kine Strømstad
- Department of Public Health, Faculty of Health Sciences, University of Stavanger, Stavanger, Norway
| | - Lisebet Skeie Skarpaas
- Department of Rehabilitation Science and Health Technology, Faculty of Health Sciences, OsloMet - Oslo Metropolitan University, Oslo, Norway
| | - Marianne Storm
- Department of Public Health, Faculty of Health Sciences, University of Stavanger, Stavanger, Norway
- Faculty of Health Sciences and Social Care, Molde University College, Molde, Norway
| | - Kolbjørn Kallesten Brønnick
- Department of Quality and Health Technology, Faculty of Health Sciences, University of Stavanger, Stavanger, Norway
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11
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Buis L, Guo H, Rookes T, Frost R, Hamilton FL. Assessing the Acceptability and Effectiveness of Mobile-Based Physical Activity Interventions for Midlife Women During Menopause: Systematic Review of the Literature. JMIR Mhealth Uhealth 2022; 10:e40271. [PMID: 36485026 PMCID: PMC9789501 DOI: 10.2196/40271] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 09/26/2022] [Accepted: 10/28/2022] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Midlife women with menopausal symptoms are less likely to meet the recommended level of physical activity (PA). Promoting PA among women in midlife could reduce their risk of cardiovascular diseases and perhaps improve menopausal symptoms. Mobile PA interventions in the form of smartphone apps and wearable activity trackers can potentially encourage users to increase PA levels and address time and resource barriers to PA. However, evidence on the acceptability and effectiveness of these interventions among midlife women is unclear. OBJECTIVE This systematic review evaluated the effectiveness, acceptability, and active behavior change techniques (BCTs) of mobile PA technologies among midlife menopausal women. METHODS A mixed methods systematic review of qualitative and quantitative studies was conducted. MEDLINE (Ovid), Embase, Scopus, CINAHL, Web of Science, SPORTDiscus, CENTRAL, PsycINFO, and the ProQuest Sports Medicine and Education Index were systematically searched. Studies were selected and screened according to predetermined eligibility criteria. In total, 2 reviewers independently assessed the risk of bias using the Mixed Methods Appraisal Tool and completed BCT mapping of the included interventions using the BCT Taxonomy v1. RESULTS A total of 12 studies were included in this review. Overall risk of bias was "Moderate to high" in 58% (7/12) of the included studies and "low" in 42% (5/12) of the studies. Of the 12 studies, 7 (58%) assessed changes in PA levels. The pooled effect size of 2 randomized controlled trials resulted in a small to moderate increase in moderate to vigorous PA of approximately 61.36 weekly minutes among midlife women, at least in the short term (95% CI 17.70-105.01; P=.006). Although a meta-analysis was not feasible because of heterogeneity, positive improvements were also found in a range of menopause-related outcomes such as weight reduction, anxiety management, sleep quality, and menopause-related quality of life. Midlife women perceived mobile PA interventions to be acceptable and potentially helpful in increasing PA and daily steps. The average number of BCTs per mobile PA intervention was 8.8 (range 4-13) according to the BCT Taxonomy v1. "Self-monitoring of behaviour," "Biofeedback," and "Goal setting (behaviour)" were the most frequently described BCTs across the included interventions. CONCLUSIONS This review demonstrated that mobile PA interventions in the form of smartphone apps and wearable trackers are potentially effective for small to moderate increases in moderate to vigorous PA among midlife women with menopausal symptoms. Although menopause is a natural condition affecting half the population worldwide, there is a substantial lack of evidence to support the acceptability and effectiveness of mobile PA interventions on menopause-related outcomes, which needs further investigation. TRIAL REGISTRATION PROSPERO CRD42021273062; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=273062.
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Affiliation(s)
| | - Haoyue Guo
- UCL Research Department of Primary Care and Population Health, University College London, London, United Kingdom
| | - Tasmin Rookes
- UCL Research Department of Primary Care and Population Health, University College London, London, United Kingdom
| | - Rachael Frost
- UCL Research Department of Primary Care and Population Health, University College London, London, United Kingdom
| | - Fiona L Hamilton
- UCL Research Department of Primary Care and Population Health, University College London, London, United Kingdom
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12
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Schirmann F, Kanehl P, Jones L. What Intervention Elements Drive Weight Loss in Blended-Care Behavior Change Interventions? A Real-World Data Analysis with 25,706 Patients. Nutrients 2022; 14:2999. [PMID: 35889956 PMCID: PMC9323476 DOI: 10.3390/nu14142999] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 07/14/2022] [Accepted: 07/18/2022] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Blended-care behavior change interventions (BBCI) are a combination of digital care and coaching by health care professionals (HCP), which are proven effective for weight loss. However, it remains unclear what specific elements of BBCI drive weight loss. OBJECTIVES This study aims to identify the distinct impact of HCP-elements (coaching) and digital elements (self-monitoring, self-management, and education) for weight loss in BBCI. METHODS Long-term data from 25,706 patients treated at a digital behavior change provider were analyzed retrospectively using a ridge regression model to predict weight loss at 3, 6, and 12 months. RESULTS Overall relative weight loss was -1.63 kg at 1 month, -3.61 kg at 3 months, -5.28 kg at 6 months, and -6.55 kg at 12 months. The four factors of BBCI analyzed here (coaching, self-monitoring, self-management, and education) predict weight loss with varying accuracy and degree. Coaching, self-monitoring, and self-management are positively correlated with weight losses at 3 and 6 months. Learn time (i.e., self-guided education) is clearly associated with a higher degree of weight loss. Number of appointments outside of app coaching with a dietitian (coach) was negatively associated with weight loss. CONCLUSIONS The results testify to the efficacy of BBCI for weight loss-with particular positive associations per time point-and add to a growing body of research that characterizes the distinct impact of intervention elements in real-world settings, aiming to inform the design of future interventions for weight management.
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Martín-Martín J, Wang L, De-Torres I, Escriche-Escuder A, González-Sánchez M, Muro-Culebras A, Roldán-Jiménez C, Ruiz-Muñoz M, Mayoral-Cleries F, Biró A, Tang W, Nikolova B, Salvatore A, Cuesta-Vargas AI. The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors. SENSORS (BASEL, SWITZERLAND) 2022; 22:2552. [PMID: 35408167 PMCID: PMC9002639 DOI: 10.3390/s22072552] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Revised: 03/08/2022] [Accepted: 03/24/2022] [Indexed: 06/14/2023]
Abstract
Through this study, we developed and validated a system for energy expenditure calculation, which only requires low-cost inertial sensors and open source R software. Five healthy subjects ran at ten different speeds while their kinematic variables were recorded on the thigh and wrist. Two ActiGraph wireless inertial sensors and a low-cost Bluetooth-based inertial sensor (Lis2DH12), assembled by SensorID, were used. Ten energy expenditure equations were automatically calculated in a developed open source R software (our own creation). A correlation analysis was used to compare the results of the energy expenditure equations. A high interclass correlation coefficient of estimated energy expenditure on the thigh and wrist was observed with an Actigraph and Sensor ID accelerometer; the corrected Freedson equation showed the highest values, and the Santos-Lozano vector magnitude equation and Sasaki equation demonstrated the lowest one. Energy expenditure was compared between the wrist and thigh and showed low correlation values. Despite the positive results obtained, it was necessary to design specific equations for the estimation of energy expenditure measured with inertial sensors on the thigh. The use of the same formula equation in two different placements did not report a positive interclass correlation coefficient.
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Affiliation(s)
- Jaime Martín-Martín
- Biomedical Research Institute of Málaga (IBIMA), 29010 Málaga, Spain; (J.M.-M.); (I.D.-T.); (A.E.-E.); (M.G.-S.); (A.M.-C.); (C.R.-J.); (M.R.-M.); (F.M.-C.)
- Legal and Forensic Medicine Area, Department of Human Anatomy, Legal Medicine and History of Science, Faculty of Medicine, University of Málaga, 29071 Málaga, Spain
| | - Li Wang
- Faculty of Media and Communication, Bournemouth University, Bournemouth BH12 5BB, UK;
| | - Irene De-Torres
- Biomedical Research Institute of Málaga (IBIMA), 29010 Málaga, Spain; (J.M.-M.); (I.D.-T.); (A.E.-E.); (M.G.-S.); (A.M.-C.); (C.R.-J.); (M.R.-M.); (F.M.-C.)
- Physical Medicine and Rehabilitation Unit, Regional Universitary Hospital of Málaga, 29010 Málaga, Spain
| | - Adrian Escriche-Escuder
- Biomedical Research Institute of Málaga (IBIMA), 29010 Málaga, Spain; (J.M.-M.); (I.D.-T.); (A.E.-E.); (M.G.-S.); (A.M.-C.); (C.R.-J.); (M.R.-M.); (F.M.-C.)
- Department of Physiotherapy, University of Málaga, 29071 Málaga, Spain
| | - Manuel González-Sánchez
- Biomedical Research Institute of Málaga (IBIMA), 29010 Málaga, Spain; (J.M.-M.); (I.D.-T.); (A.E.-E.); (M.G.-S.); (A.M.-C.); (C.R.-J.); (M.R.-M.); (F.M.-C.)
- Department of Physiotherapy, University of Málaga, 29071 Málaga, Spain
| | - Antonio Muro-Culebras
- Biomedical Research Institute of Málaga (IBIMA), 29010 Málaga, Spain; (J.M.-M.); (I.D.-T.); (A.E.-E.); (M.G.-S.); (A.M.-C.); (C.R.-J.); (M.R.-M.); (F.M.-C.)
- Department of Physiotherapy, University of Málaga, 29071 Málaga, Spain
| | - Cristina Roldán-Jiménez
- Biomedical Research Institute of Málaga (IBIMA), 29010 Málaga, Spain; (J.M.-M.); (I.D.-T.); (A.E.-E.); (M.G.-S.); (A.M.-C.); (C.R.-J.); (M.R.-M.); (F.M.-C.)
- Department of Physiotherapy, University of Málaga, 29071 Málaga, Spain
| | - María Ruiz-Muñoz
- Biomedical Research Institute of Málaga (IBIMA), 29010 Málaga, Spain; (J.M.-M.); (I.D.-T.); (A.E.-E.); (M.G.-S.); (A.M.-C.); (C.R.-J.); (M.R.-M.); (F.M.-C.)
- Department of Nursing and Podiatry, University of Málaga, 29071 Málaga, Spain
| | - Fermín Mayoral-Cleries
- Biomedical Research Institute of Málaga (IBIMA), 29010 Málaga, Spain; (J.M.-M.); (I.D.-T.); (A.E.-E.); (M.G.-S.); (A.M.-C.); (C.R.-J.); (M.R.-M.); (F.M.-C.)
- Mental Health Unit, Regional Universitary Hospital of Málaga, 29010 Málaga, Spain
| | | | - Wen Tang
- Faculty of Science and Technology, Bournemouth University, Bournemouth BH12 5BB, UK;
| | - Borjanka Nikolova
- Arthaus, Production Trade and Service Company Arthaus Doo Import-Export Skopje, 1000 Skopje, North Macedonia;
| | | | - Antonio I. Cuesta-Vargas
- Biomedical Research Institute of Málaga (IBIMA), 29010 Málaga, Spain; (J.M.-M.); (I.D.-T.); (A.E.-E.); (M.G.-S.); (A.M.-C.); (C.R.-J.); (M.R.-M.); (F.M.-C.)
- Department of Physiotherapy, University of Málaga, 29071 Málaga, Spain
- School of Clinical Science, Faculty of Health Science, Queensland University Technology, Brisbane 400, Australia
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