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Ko JH, Moon SJ, Ajjan RA, Lee MY, Lee HJ, Choi B, Park J, Lee SE, Kang JH, Park CY. Workplace-based continuous glucose monitoring with structured education for pre-diabetes and type 2 diabetes: A prospective community cohort study. Diabetes Obes Metab 2025; 27:2996-3005. [PMID: 40041974 DOI: 10.1111/dom.16304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2024] [Revised: 02/04/2025] [Accepted: 02/07/2025] [Indexed: 05/04/2025]
Abstract
AIMS We investigated the effect of continuous glucose monitoring (CGM) with personalised structured education on patients with type 2 diabetes (T2D) and pre-diabetes in a workplace setting. MATERIALS AND METHODS This 8-week prospective study enrolled adults with T2D or pre-diabetes at Samsung Electronics Device Solutions between March and September 2023. Participants underwent CGM (Freestyle Libre) for 2 weeks and received personalized structured education on diet and physical activity. The primary outcome was the change in HbA1c level at 8 weeks compared with baseline. Secondary outcomes included changes in fasting blood sugar (FBS), lipid profile, weight and patient-related outcome measures (PROMs) at 8 weeks and longer. RESULTS Among 234 participants (161 T2D and 73 pre-diabetes), significant improvements were observed in the T2D group patients in terms of HbA1c (6.9% ± 1.2%-6.5% ± 0.8%), FBS (128.4 ± 36.9-117.6 ± 22.2 mg/dL), weight (81.9 ± 13.5-80.7 ± 13.6 kg) and low-density lipoprotein (LDL) cholesterol (106.0 ± 41.5 to 95.1 ± 35.9 mg/dL) (all p < 0.001) levels. Meanwhile, patients with pre-diabetes showed significant improvements in weight (79.7 ± 14.0-78.5 ± 13.9 kg) and LDL cholesterol (124.5 ± 32.8-113.8 ± 29.1 mg/dL) (all p < 0.001), with no significant changes in HbA1c or FBS. These improvements were maintained during follow-up check-ups after a mean of 6.4 months. Participants in both groups demonstrated improvements in their PROMs. CONCLUSIONS Among adults with T2D and pre-diabetes, the use of CGM with structured education in a workplace-based setting helped with weight loss and improved LDL cholesterol levels in both groups, while also improving glycaemia in patients with T2D.
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Affiliation(s)
- Ji-Hee Ko
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
- National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Sun-Joon Moon
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Ramzi A Ajjan
- Clinical Population and Sciences Department, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
| | - Mi Yeon Lee
- Division of Biostatistics, Department of R&D Management, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Hae-Jeong Lee
- Future Medical Center, Kangbuk Samsung Hospital, Seoul, Republic of Korea
| | - Boram Choi
- Future Medical Center, Kangbuk Samsung Hospital, Seoul, Republic of Korea
| | - JiYeon Park
- Future Medical Center, Kangbuk Samsung Hospital, Seoul, Republic of Korea
| | - Seung-Eun Lee
- Safety & Health Team, Global Manufacturing & Infra Technology, Samsung Electronics Co. Ltd, Suwon, Republic of Korea
| | - Jae-Hyeon Kang
- Division of Biostatistics, Department of R&D Management, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
- Department of Family Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Cheol-Young Park
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
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de Frel DL, Schroijen MA, Aardoom JJ, van Gils W, Huisman SD, Janssen VR, Versluis A, Kleinsmann MS, Atsma DE, Pijl H. Participatory Development of an Integrated, eHealth-Supported, Educational Care Pathway (Diabetes Box) for People With Type 2 Diabetes: Development and Usability Study. JMIR Hum Factors 2024; 11:e45055. [PMID: 38819880 PMCID: PMC11179029 DOI: 10.2196/45055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Revised: 09/17/2023] [Accepted: 11/20/2023] [Indexed: 06/01/2024] Open
Abstract
BACKGROUND Type 2 diabetes (T2D) tremendously affects patient health and health care globally. Changing lifestyle behaviors can help curb the burden of T2D. However, health behavior change is a complex interplay of medical, behavioral, and psychological factors. Personalized lifestyle advice and promotion of self-management can help patients change their health behavior and improve glucose regulation. Digital tools are effective in areas of self-management and have great potential to support patient self-management due to low costs, 24/7 availability, and the option of dynamic automated feedback. To develop successful eHealth solutions, it is important to include stakeholders throughout the development and use a structured approach to guide the development team in planning, coordinating, and executing the development process. OBJECTIVE The aim of this study is to develop an integrated, eHealth-supported, educational care pathway for patients with T2D. METHODS The educational care pathway was developed using the first 3 phases of the Center for eHealth and Wellbeing Research roadmap: the contextual inquiry, the value specification, and the design phase. Following this roadmap, we used a scoping review about diabetes self-management education and eHealth, past experiences of eHealth practices in our hospital, focus groups with health care professionals (HCPs), and a patient panel to develop a prototype of an educational care pathway. This care pathway is called the Diabetes Box (Leiden University Medical Center) and consists of personalized education, digital educational material, self-measurements of glucose, blood pressure, activity, and sleep, and a smartphone app to bring it all together. RESULTS The scoping review highlights the importance of self-management education and the potential of telemonitoring and mobile apps for blood glucose regulation in patients with T2D. Focus groups with HCPs revealed the importance of including all relevant lifestyle factors, using a tailored approach, and using digital consultations. The contextual inquiry led to a set of values that stakeholders found important to include in the educational care pathway. All values were specified in biweekly meetings with key stakeholders, and a prototype was designed. This prototype was evaluated in a patient panel that revealed an overall positive impression of the care pathway but stressed that the number of apps should be restricted to one, that there should be no delay in glucose value visualization, and that insulin use should be incorporated into the app. Both patients and HCPs stressed the importance of direct automated feedback in the Diabetes Box. CONCLUSIONS After developing the Diabetes Box prototype using the Center for eHealth and Wellbeing Research roadmap, all stakeholders believe that the concept of the Diabetes Box is useful and feasible and that direct automated feedback and education on stress and sleep are essential. A pilot study is planned to assess feasibility, acceptability, and usefulness in more detail.
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Affiliation(s)
| | - Mariëlle A Schroijen
- Division of Endocrinology, Department of Internal Medicine, Leiden University Medical Center, Leiden, Netherlands
| | - Jiska J Aardoom
- Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, Netherlands
- National eHealth Living Lab, Leiden, Netherlands
| | - Wesley van Gils
- Division of Endocrinology, Department of Internal Medicine, Leiden University Medical Center, Leiden, Netherlands
| | - Sasja D Huisman
- Division of Endocrinology, Department of Internal Medicine, Leiden University Medical Center, Leiden, Netherlands
| | - Veronica R Janssen
- Department of Cardiology, Leiden University Medical Center, Leiden, Netherlands
| | - Anke Versluis
- Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, Netherlands
- National eHealth Living Lab, Leiden, Netherlands
| | - Maaike S Kleinsmann
- Department of Design, Organization and Strategy, Faculty of Industrial Design Engineering, Delft University of Technology, Delft, Netherlands
| | - Douwe E Atsma
- Department of Cardiology, Leiden University Medical Center, Leiden, Netherlands
- National eHealth Living Lab, Leiden, Netherlands
- Department of Design, Organization and Strategy, Faculty of Industrial Design Engineering, Delft University of Technology, Delft, Netherlands
| | - Hanno Pijl
- Division of Endocrinology, Department of Internal Medicine, Leiden University Medical Center, Leiden, Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, Netherlands
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Moldovan IA, Bragg A, Nidhiry AS, De La Cruz BA, Mitchell SE. The Physical Activity Assessment of Adults With Type 2 Diabetes Using Accelerometer-Based Cut Points: Scoping Review. Interact J Med Res 2022; 11:e34433. [PMID: 36066937 PMCID: PMC9490541 DOI: 10.2196/34433] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 04/25/2022] [Accepted: 07/11/2022] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Incorporating physical activity into lifestyle routines is recommended for individuals with type 2 diabetes. Accelerometers offer a promising method for objectively measuring physical activity and for assessing interventions. However, the existing literature for accelerometer-measured physical activity among middle-aged and older adults with type 2 diabetes is lacking. OBJECTIVE This study aims to identify research studies in which accelerometer-based cut points were used to classify the physical activity intensity of middle-aged to older adults with type 2 diabetes as sedentary, light, moderate, vigorous, and very vigorous, and to determine if validated accelerometer cut points specifically for this population exist. METHODS We followed the Joanna Briggs Institute methodology for scoping reviews. Between June 23 and July 12, 2020, two reviewers independently screened records from four databases (PubMed, Web of Science, Embase, Engineering Village) and the ActiGraph Corp web site for eligible studies that included patients with type 2 diabetes with a sample mean age ≥50 years, used research-grade accelerometers, applied cut points to categorize objectively measured physical activity, and were available in English. We excluded studies reporting exclusively steps or step counts measured by accelerometers or pedometers and conference abstracts or other sources that did not have a full text available. Data extraction was completed using Microsoft Excel. Data for the following variables were tabulated based on frequency distributions: study design, accelerometer type, device placement, epoch length, total wear time, and cut points used. Study aims and participant demographic data were summarized. RESULTS A total of 748 records were screened at the abstract level, and 88 full-text articles were assessed for eligibility. Ultimately, 46 articles were retained and analyzed. Participants' mean ages ranged from 50 to 79.9 years. The ActiGraph accelerometer and the Freedson et al and Troiano et al counts-per-minute cut points were the most frequently used across the literature. Freedson et al and Troiano et al counts-per-minute cut points for light, moderate, and vigorous activity correspond to <1952, 1952-5724, and ≥5725, and 100-2019, 2020-5998, and ≥5999, respectively. The Lopes et al cut points were developed by calibrating the ActiGraph in middle-aged and older adults with overweight/obesity and type 2 diabetes. These counts-per-minute thresholds are ≥200 (light), ≥1240 (moderate), and ≥2400 (vigorous), and were applied in 1 interventional study. CONCLUSIONS An assortment of accelerometer cut points have been used by researchers to categorize physical activity intensity for middle-aged and older adults with diabetes. Only one set of cut points was validated and calibrated in our population of interest. Additional research is warranted to address the need for diabetes-specific cut points to inform public health recommendations. This includes confirmation that the Lopes et al cut points reflect clinically meaningful changes in physical activity for adults with diabetes who have comorbidities other than overweight/obesity and the development of relative intensity cut points that may be more suitable for those with suboptimal physical functioning.
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Affiliation(s)
- Ioana A Moldovan
- Department of Family Medicine, Boston Medical Center, Boston, MA, United States
| | - Alexa Bragg
- Department of Family Medicine, Boston University School of Medicine, Boston, MA, United States
| | - Anna S Nidhiry
- Department of Family Medicine, Boston Medical Center, Boston, MA, United States
| | | | - Suzanne E Mitchell
- Department of Family Medicine, Boston Medical Center, Boston, MA, United States
- Department of Family Medicine, Boston University School of Medicine, Boston, MA, United States
- Department of Family Medicine and Community Health, University of Massachusetts Chan Medical School, Worcester, MA, United States
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Zheng M, Patel A, Khoja A, Luo Y, Lin W, He Q, Zhao X, Wang J, Yang S, Hu P. Barriers and facilitators of diabetes management by continuous glucose monitoring systems among adults with type 2 diabetes: a protocol of qualitative systematic review. BMJ Open 2021; 11:e046050. [PMID: 34716153 PMCID: PMC8559096 DOI: 10.1136/bmjopen-2020-046050] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
INTRODUCTION Studies suggest that continuous glucose monitors (CGMs) play an important role in the management of diabetes. Although general acceptance has been reported by patients with type 2 diabetes towards the use of CGMs, potential barriers exist like pain due to sensor insertion, accidental removal of the device or adhesive strip, impacts of daily activities, skin reactions to sensor adhesive, etc. This systematic review of qualitative studies aims to explore the perspectives, experiences and narratives of patients and caregivers about CGM use, and its barriers and facilitators. METHODS AND ANALYSIS This review will include qualitative studies and cross-sectional and longitudinal cohort studies using open-ended questions, published in English by 30 October 2021. The following electronic databases will be searched: Cochrane Library, PubMed, EMBASE, CINAHL, PsycINFO and Scopus. A search of grey literature will be conducted via an online search of Google Scholar, WorldCat, ClinicalTrials.gov and OpenGrey A combined search strategy using medical subject headings (MeSH), controlled vocabulary and 'free-text' terms will be appropriately revised to suit each database. Primary outcomes will include patient and caregiver perspectives on diabetes management regarding glucose control; living with CGM (quality of life, experience of wearing a CGM); psychological aspects (anxiety, depression, emotional burden); barriers (technical issues, financial issues) to use of CGM and thoughts (interpretation, understanding) on the CGM report. A qualitative meta-synthesis will be conducted employing a systematic literature search of existing literature, quality assessment using study-specific tools and an aggregative thematic synthesis by a multidisciplinary team. ETHICS AND DISSEMINATION Ethical approval is not required since this is a systematic review. The results will help improve clinical implementation of CGMs on part of both patients and caregivers. PROSPERO REGISTRATION NUMBER CRD42020152211.
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Affiliation(s)
- Mingyue Zheng
- Adelaide Medical School, The University of Adelaide Faculty of Health and Medical Sciences, Adelaide, South Australia, Australia
- School of Health and Rehabilitation, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Anamica Patel
- Observatory Evidence Service, Public Health Wales, Cardiff, UK
| | - Adeel Khoja
- Adelaide Medical School, The University of Adelaide Faculty of Health and Medical Sciences, Adelaide, South Australia, Australia
| | - Yunting Luo
- Center of Infectious Diseases, Sichuan University West China Hospital, Chengdu, Sichuan, China
- Institute for Disaster Management and Reconstruction, Sichuan University, Chengdu, Sichuan, China
| | - Wei Lin
- School of Management, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
| | - Qian He
- Department of Tendon Trauma, N0.1 Orthopedics Hospital of ChengDu QingYang District Medical Center, Chengdu, China
| | - Xuan Zhao
- School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
| | - Juan Wang
- School of Public Health, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
| | - Shenqiao Yang
- School of Health and Rehabilitation, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Peng Hu
- School of Health and Rehabilitation, Chengdu University of Traditional Chinese Medicine, Chengdu, China
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Herane-Vives A, Espinoza S, Sandoval R, Ortega L, Alameda L, Young AH, Arnone D, Hayes A, Benöhr J. A Novel Earwax Method to Measure Acute and Chronic Glucose Levels. Diagnostics (Basel) 2020; 10:E1069. [PMID: 33321856 PMCID: PMC7764152 DOI: 10.3390/diagnostics10121069] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 11/27/2020] [Accepted: 11/28/2020] [Indexed: 11/16/2022] Open
Abstract
Diabetes is the fourth cause of death globally. To date, there is not a practical, as well as an accurate sample for reflecting chronic glucose levels. We measured earwax glucose in 37 controls. Participants provided standard serum, glycated hemoglobin (HbA1c) and earwax samples at two time-points, one month apart. The specimens measured baseline fasting glucose, a follow-up postprandial glucose level and a between sample chronic glucose, calculated using the average level on the two occasions. The baseline earwax sample was obtained using a clinical method and the follow-up using a novel self-sampling earwax device. The earwax analytic time was significantly faster using the novel device, in comparison to the clinical use of the syringe. Earwax accurately reflected glucose at both assessments with stronger correlations than HbA1c. Follow-up postprandial concentrations were more significant than their respective fasting baseline concentrations, reflecting differences in fasting and postprandial glycemia and more efficient standardization at follow up. Earwax demonstrated to be more predictable than HbA1c in reflecting systemic fasting, postprandial and long-term glucose levels, and to be less influenced by confounders. Earwax glucose measurements were approximately 60% more predictable than HbA1c in reflecting glycemia over a month. The self-sampling device provided a sample that might accurately reflect chronic glycemia.
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Affiliation(s)
- Andrés Herane-Vives
- Institute of Cognitive Neuroscience, Clinical, Educational & Health Psychology Department, Faculty of Brain Disease, University College London, Alexandra House, 17-19 Queen Square, Bloomsbury, London WC1N 3AZ, UK
- Centre for Affective Disorders, Affective Disorders Research Group, Department of Psychological Medicine, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, UK; (A.H.Y.); (D.A.); (A.H.)
| | - Susana Espinoza
- Departamento de Clínicas, Facultad de Medicina, Universidad Católica del Norte, Larrondo 1281, 1781421 Coquimbo, Chile; (S.E.); (R.S.); (L.O.)
| | - Rodrigo Sandoval
- Departamento de Clínicas, Facultad de Medicina, Universidad Católica del Norte, Larrondo 1281, 1781421 Coquimbo, Chile; (S.E.); (R.S.); (L.O.)
| | - Lorena Ortega
- Departamento de Clínicas, Facultad de Medicina, Universidad Católica del Norte, Larrondo 1281, 1781421 Coquimbo, Chile; (S.E.); (R.S.); (L.O.)
| | - Luis Alameda
- Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, UK;
- Instituto de Investigación Sanitaria de Sevilla, IBiS, Hospital Universitario Virgen del Rocío, Departamento de Psiquiatría, Universidad de Sevilla, 41013 Sevilla, Spain
- Service of General Psychiatry, Lausanne University Hospital (CHUV), 1008 Lausanne, Switzerland
| | - Allan H. Young
- Centre for Affective Disorders, Affective Disorders Research Group, Department of Psychological Medicine, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, UK; (A.H.Y.); (D.A.); (A.H.)
| | - Danilo Arnone
- Centre for Affective Disorders, Affective Disorders Research Group, Department of Psychological Medicine, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, UK; (A.H.Y.); (D.A.); (A.H.)
- Department of Psychiatry and Behavioural Science, College of Medicine and Health Sciences, United Arab Emirates University, 5MW2+PW Al Ain, Abu Dhabi, UAE
| | - Alexander Hayes
- Centre for Affective Disorders, Affective Disorders Research Group, Department of Psychological Medicine, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, UK; (A.H.Y.); (D.A.); (A.H.)
| | - Jan Benöhr
- Benöhr Design Creatives, Jollystrasse 5, 81545 München, Germany;
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Taylor PJ, Thompson CH, Brinkworth GD. Effectiveness and acceptability of continuous glucose monitoring for type 2 diabetes management: A narrative review. J Diabetes Investig 2018; 9:713-725. [PMID: 29380542 PMCID: PMC6031515 DOI: 10.1111/jdi.12807] [Citation(s) in RCA: 63] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2017] [Revised: 01/07/2018] [Accepted: 01/21/2018] [Indexed: 01/05/2023] Open
Abstract
The present narrative review discusses the role of continuous glucose monitoring (CGM) in glycemic and weight control, and lifestyle behavior adherence in adults with type 2 diabetes. A literature search from January 2001 to November 2017 was carried out (MEDLINE, CINAHL, Web of Science and Scopus). Eligible studies were trials evaluating the use of CGM with the aim of achieving glucose control or lifestyle-related treatment adherence over a period of ≥8 weeks in adults with type 2 diabetes compared with usual care or another comparison intervention, or observational trials reporting CGM user experience. A total of 5,542 participants were recruited into 11 studies (eight randomized controlled trials [n = 5,346] and three observational studies [n = 196]). The sample size ranged 6-4,678 participants, the mean age was 51.7-60.0 years and diabetes duration was 2.1-19.2 years, with high heterogeneity between studies. Overall, the available evidence showed, compared with traditional self-monitoring of blood glucose levels, CGM promoted greater reductions in glycated hemoglobin, bodyweight and caloric intake; higher adherence rating to a personal eating plan; and increases in physical activity. High compliance to CGM wear-time and device calibration was reported (>90%). The addition of lifestyle and/or behavioral counseling to CGM appeared to further potentiate these improvements. Preliminary evidence suggests that CGM use promotes glycemic and weight control, and lifestyle behavior adherence in adults with type 2 diabetes. These benefits might be further enhanced with integration of diet, exercise, and glucose excursion education and counseling. However, specific attributes of effective interventions and the application of CGM information for promoting improved outcomes and healthier choices remain unclear.
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Affiliation(s)
- Pennie J Taylor
- CSIRO, Health and BiosecurityAdelaideSouth AustraliaAustralia
- Discipline of MedicineSchool of MedicineUniversity of AdelaideAdelaideSouth AustraliaAustralia
| | - Campbell H Thompson
- Discipline of MedicineSchool of MedicineUniversity of AdelaideAdelaideSouth AustraliaAustralia
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McMillan KA, Kirk A, Hewitt A, MacRury S. A Systematic and Integrated Review of Mobile-Based Technology to Promote Active Lifestyles in People With Type 2 Diabetes. J Diabetes Sci Technol 2017; 11:299-307. [PMID: 27334301 PMCID: PMC5478011 DOI: 10.1177/1932296816656018] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
AIM The aim was to review studies examining the effectiveness, acceptability, and feasibility of mobile-based technology for promoting active lifestyles in people with type 2 diabetes (T2D). BACKGROUND Benefits of leading an active lifestyle following a diagnosis of T2D, including improved glycemic control, have been reported. Studies examining the specific use of mobile-based technologies to promote an active lifestyle in T2D have not previously been reviewed. METHODS Research studies examining effectiveness, feasibility or acceptability of mobile-based technology for active lifestyle promotion for T2D management were included (n = 9). The databases searched included PubMed, Medline, ScienceDirect, and ACM Digital Library (January 2005 to October 2015). Studies were categorized as (1) informing, (2) monitoring, (3) provoking, or (4) sustaining behavior change. RESULTS Technologies used included smartphone or tablet apps, diabetes personal digital assistant, continuous glucose monitor and accelerometer, pedometer, and a website delivered by a smartphone. No articles examined the effectiveness of mobile-based technology in monitoring health behaviors and behavior change. Four of the studies found mobile-based technology to be motivational and supportive for behavior change. The visual reinforcement was identified as motivational. The feasibility and acceptability of using mobile-based technology to provide sustained lifestyle change and the effectiveness of mobile-based technology in monitoring health behaviors and behavior change have not been investigated. No studies examined all 3 of the outcomes or focused decreasing the participants' sedentary behavior. CONCLUSIONS Limited research has examined the feasibility, acceptability, and effectiveness of mobile-based technology to promote active lifestyles and subsequently good diabetes management in people with T2D.
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Affiliation(s)
- Kathryn Anne McMillan
- Physical Activity for Health Group, University of Strathclyde, Glasgow, UK
- Kathryn Anne McMillan, BSc, Physical Activity for Health Group, University of Strathclyde, Room GH535 Graham Hills Building, 50 George St, Glasgow, G1 1QL, UK.
| | - Alison Kirk
- Physical Activity for Health Group, University of Strathclyde, Glasgow, UK
| | - Allan Hewitt
- Physical Activity for Health Group, University of Strathclyde, Glasgow, UK
| | - Sandra MacRury
- Highland Diabetes Institute, University of Highlands and Islands, Inverness, UK
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Sahin C, Naylor PJ. Mixed-Methods Research in Diabetes Management via Mobile Health Technologies: A Scoping Review. JMIR Diabetes 2017; 2:e3. [PMID: 30291052 PMCID: PMC6238837 DOI: 10.2196/diabetes.6667] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Revised: 12/08/2016] [Accepted: 01/07/2017] [Indexed: 01/15/2023] Open
Abstract
BACKGROUND Considering the increasing incidence and prevalence of diabetes worldwide and the high level of patient involvement it requires, diabetes self-management is a serious issue. The use of mobile health (mHealth) in diabetes self-management has increased, but so far research has not provided sufficient information about the uses and effectiveness of mHealth-based interventions. Alternative study designs and more rigorous methodologies are needed. Mixed-methods designs may be particularly useful because both diabetes self-management and mHealth studies require integrating theoretical and methodological approaches. OBJECTIVE This scoping review aimed to examine the extent of the use of mixed-methods research in mHealth-based diabetes management studies. The methodological approaches used to conduct mixed-methods studies were analyzed, and implications for future research are provided. METHODS Guided by Arksey and O'Malley's framework, this scoping review implemented a comprehensive search strategy including reviewing electronic databases, key journal searches, Web-based research and knowledge centers, websites, and handsearching reference lists of the studies. The studies focusing on mHealth technologies and diabetes management were included in the review if they were primary research papers published in academic journals and reported using a combination of qualitative and quantitative methods. The key data extracted from the reviewed studies include purpose of mixing, design type, stage of integration, methods of legitimation, and data collection techniques. RESULTS The final sample (N=14) included studies focused on the feasibility and usability of mHealth diabetes apps (n=7), behavioral measures related to the mHealth apps (n=6), and challenges of intervention delivery in the mHealth context (n=1). Reviewed studies used advanced forms of mixed-methods designs where integration occurred at multiple points and data were collected using multiple techniques. However, the majority of studies did not identify a specific mixed-methods design or use accepted terminology; nor did they justify using this approach. CONCLUSIONS This review provided important insights into the use of mixed methods in studies focused on diabetes management via mHealth technologies. The prominent role of qualitative methods and tailored measures in diabetes self-management studies was confirmed, and the importance of using multiple techniques and approaches in this field was emphasized. This review suggests defining specific mixed-methods questions, using specific legitimation methods, and developing research designs that overcome sampling and other methodological problems in future studies.
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Affiliation(s)
- Cigdem Sahin
- Social Dimensions of Health Program, University of Victoria, Victoria, BC, Canada
| | - Patti-Jean Naylor
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, BC, Canada
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Bailey KJ, Little JP, Jung ME. Self-Monitoring Using Continuous Glucose Monitors with Real-Time Feedback Improves Exercise Adherence in Individuals with Impaired Blood Glucose: A Pilot Study. Diabetes Technol Ther 2016; 18:185-93. [PMID: 26885934 DOI: 10.1089/dia.2015.0285] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
BACKGROUND Exercise helps individuals with prediabetes or type 2 diabetes (T2D) manage their blood glucose (BG); however, exercise adherence in this population is dismal. In this pilot study we tested the efficacy of a self-monitoring group-based intervention using continuous glucose monitors (CGMs) at increasing exercise adherence in individuals with impaired BG. MATERIALS AND METHODS Thirteen participants with prediabetes or T2D were randomized to an 8-week standard care exercise program (CON condition) (n = 7) or self-monitoring exercise intervention (SM condition) (n = 6). Participants in the SM condition were taught how to self-monitor their exercise and BG, to goal set, and to use CGM to observe how exercise influences BG. We hypothesized that compared with the CON condition, using a real-time CGM would facilitate self-monitoring behavior, resulting in increased exercise adherence. RESULTS Repeated-measures analysis of variance revealed significant Condition × Time interactions for self-monitoring (P < 0.01), goal setting (P = 0.01), and self-efficacy to self-monitor (P = 0.01), such that the SM condition showed greater increases in these outcomes immediately after the program and at the 1-month follow-up compared with the CON condition. The SM condition had higher program attendance rates (P = 0.03), and a greater proportion of participants reregistered for additional exercise programs (P = 0.048) compared with the CON condition. Participants in both conditions experienced improvements in health-related quality of life, waist circumference, and fitness (P values <0.05). CONCLUSIONS These findings provide promising initial support for the use of a real-time CGM to foster self-monitoring and exercise behavior in individuals living with prediabetes or T2D.
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Affiliation(s)
- Kaitlyn J Bailey
- School of Health and Exercise Sciences, University of British Columbia , Kelowna, British Columbia, Canada
| | - Jonathan P Little
- School of Health and Exercise Sciences, University of British Columbia , Kelowna, British Columbia, Canada
| | - Mary E Jung
- School of Health and Exercise Sciences, University of British Columbia , Kelowna, British Columbia, Canada
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Fonda SJ, Salkind SJ, Walker MS, Chellappa M, Ehrhardt N, Vigersky RA. Heterogeneity of responses to real-time continuous glucose monitoring (RT-CGM) in patients with type 2 diabetes and its implications for application. Diabetes Care 2013; 36:786-92. [PMID: 23172975 PMCID: PMC3609537 DOI: 10.2337/dc12-1225] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To characterize glucose response patterns of people who wore a real-time continuous glucose monitor (RT-CGM) as an intervention to improve glycemic control. Participants had type 2 diabetes, were not taking prandial insulin, and interpreted the RT-CGM data independently. RESEARCH DESIGN AND METHODS Data were from the first 12 weeks of a 52-week, prospective, randomized trial comparing RT-CGM (n = 50) with self-monitoring of blood glucose (n = 50). RT-CGM was used in 8 of the first 12 weeks. A1C was collected at baseline and quarterly. This analysis included 45 participants who wore the RT-CGM ≥4 weeks. Analyses examined the RT-CGM data for common response patterns-a novel approach in this area of research. It then used multilevel models for longitudinal data, regression, and nonparametric methods to compare the patterns of A1C, mean glucose, glycemic variability, and views per day of the RT-CGM device. RESULTS There were five patterns. For four patterns, mean glucose was lower than expected as of the first RT-CGM cycle of use given participants' baseline A1C. We named them favorable response but with high and variable glucose (n = 7); tight control (n = 14); worsening glycemia (n = 6); and incremental improvement (n = 11). The fifth was no response (n = 7). A1C, mean glucose, glycemic variability, and views per day differed across patterns at baseline and longitudinally. CONCLUSIONS The patterns identified suggest that targeting people with higher starting A1Cs, using it short-term (e.g., 2 weeks), and monitoring for worsening glycemia that might be the result of burnout may be the best approach to using RT-CGM in people with type 2 diabetes not taking prandial insulin.
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Affiliation(s)
- Stephanie J Fonda
- Walter Reed National Military Medical Center, Bethesda, Maryland, USA.
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11
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Chan ZCY. Exploring creativity and critical thinking in traditional and innovative problem-based learning groups. J Clin Nurs 2013; 22:2298-307. [DOI: 10.1111/jocn.12186] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/10/2012] [Indexed: 11/28/2022]
Affiliation(s)
- Zenobia CY Chan
- School of Nursing; The Hong Kong Polytechnic University; Hung Hom; Hong Kong SAR China
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12
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Miller ST, Marolen KN, Beech BM. Perceptions of physical activity and motivational interviewing among rural African-American women with type 2 diabetes. Womens Health Issues 2009; 20:43-9. [PMID: 19944621 DOI: 10.1016/j.whi.2009.09.004] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2009] [Revised: 09/11/2009] [Accepted: 09/29/2009] [Indexed: 10/20/2022]
Abstract
PURPOSE Motivational interviewing (MI), a patient-centered behavioral counseling style, is a common behavioral intervention strategy. Because intervention outcomes are highly dependent on patient responsiveness to intervention strategy, we evaluated MI perceptions among rural African American women with type 2 diabetes before a physical activity intervention. METHODS Four moderator-led focus groups were conducted with patients aged 21-50 years who had never participated in a MI intervention and who receive diabetes care in a rural community health center. Patients were asked to share their perceptions of an MI consultation after viewing a DVD-based example. They were also asked to discuss their physical activity perceptions and readiness. A comprehensive content analysis based on grounded theory was performed by two raters in order to identify main themes. MAIN FINDINGS Although patients (n = 31) had an appreciation for physical activity benefits and high levels of physical activity readiness, themes related to physical activity barriers and lack of motivation were pervasive. Patients regarded the MI consultation as an effective health communication but the patient-centeredness of the approach was negatively perceived. Compared with MI, patients agreed that more traditional paternalistic approaches (i.e., physician-led interactions) were more representative of "good counseling" and more familiar to them. Patients shared deeply about personal experiences and provided words of encouragement to one another. CONCLUSION Physical activity interventions including rural African-American women should include activities that focus on barrier management and increasing motivation. MI might be an appropriate behavioral counseling model when added to a more traditional cognitive-behavioral physical activity intervention that is group-based and tailored to patients' communication preferences and the clinical setting.
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Affiliation(s)
- Stephania T Miller
- Meharry Medical College, Department of Surgery, 1005 Dr. D.B. Todd Blvd., Nashville, TN 37208, USA.
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Allen NA, Fain JA, Braun B, Chipkin SR. Continuous glucose monitoring in non-insulin-using individuals with type 2 diabetes: acceptability, feasibility, and teaching opportunities. Diabetes Technol Ther 2009; 11:151-8. [PMID: 19216684 PMCID: PMC2939842 DOI: 10.1089/dia.2008.0053] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
BACKGROUND Continuous glucose monitoring (CGM) has the potential to provide useful data for behavioral interventions targeting non-insulin-using, sedentary individuals with type 2 diabetes mellitus (T2DM). The aims of this study were to describe CGM in terms of (1) feasibility and acceptability and (2) dietary- and exercise-teaching events. METHODS Cross-sectional data were analyzed from 27 non-insulin-using adults with T2DM who wore CGM for 72 h as part of a larger study on using CGM for exercise counseling in this population. Feasibility data included accuracy of entering daily self-monitored blood glucose (SMBG) readings and events (e.g., meals, exercise), sensor failures, alarms, optimal accuracy of glucose data, and download failures. Acceptability data included CGM satisfaction and wearing difficulties. Dietary- and exercise-teaching events were identified from CGM and activity monitor data. RESULTS CGM graphs showed 141 dietary- and 71 exercise-teaching events. About half the participants (52%) reported difficulty remembering to enter events into CGM monitors, but most (82%) kept an accurate paper log of events. Insufficient SMBG entries resulted in 32 CGM graphs with "use clinical judgment" warnings. Eighty-three percent of missed SMBG entries were from 18 participants 55-77 years old. Missing correlation coefficients resulted from glucose concentrations varying <100 mg/dL. A majority of participants (n = 19) were willing to wear CGM again despite reporting minor discomfort at sensor site and with wearing the monitor. CONCLUSIONS CGM data provided several teaching opportunities in non-insulin-using adults with T2DM. Overall, CGM was acceptable and feasible. Some identified problems may be eliminated by newer technology.
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