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Duong T, Olsen Q, Menon A, Woods L, Wang W, Varnfield M, Jiang L, Sullivan C. Digital Health Interventions to Prevent Type 2 Diabetes Mellitus: Systematic Review. J Med Internet Res 2025; 27:e67507. [PMID: 40280555 PMCID: PMC12064978 DOI: 10.2196/67507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2024] [Revised: 01/13/2025] [Accepted: 03/20/2025] [Indexed: 04/29/2025] Open
Abstract
BACKGROUND Digital health interventions (DHIs) have rapidly evolved and significantly revolutionized the health care system. The quadruple aims of health care (improving population health, enhancing consumer experience, enhancing health care provider [HCP] experience, and decreasing health costs) serve as a strategic guiding framework for DHIs. It is unknown how DHIs can impact the burden of type 2 diabetes mellitus (T2DM), as measured by the quadruple aims. OBJECTIVE This study aimed to systematically review the effects of DHIs on improving the burden of T2DM, as measured by the quadruple aims. METHODS PubMed, Embase, CINAHL, and Web of Science were searched for studies published from January 2014 to March 2024. Primary outcomes were the development of T2DM, hemoglobin A1c (HbA1c) change, and blood glucose change (dysglycemia changes). Secondary outcomes were consumer experience, HCP experience, and health care costs. Outcomes were mapped to the quadruple aims. DHIs were categorized using the World Health Organization's DHI classification. For each study, DHI categories were assessed for their effects on each outcome, categorizing the effects as positive, negative, or neutral. The overall effects of each DHI category were determined by synthesizing all reported positive, neutral, or negative effects regardless of the number of studies supporting each effect. The Cochrane risk-of-bias version 2 (RoB 2) tool for randomized trials was used to assess the quality of randomized controlled trials (RCTs), while the ROBINS-I (risk of bias in nonrandomized studies of interventions) tool was applied for nonrandomized studies. RESULTS In total, 53 papers were included. For the T2DM development outcome, the effects of DHIs were positive in 1 (1.9%) study and neutral in 9 (17%) studies, and there were insufficient data to assess in 4 (7.5%) studies. For the dysglycemia outcome, the effects were positive in 23 (43.4%) studies and neutral in 24 (45.3%) studies, and there were insufficient data in 6 (11.3%) studies. There were mixed effects on consumer experience (n=13, 24.5%) and a lack of studies reporting HCP experience (n=1, 1.9%) and health care costs (n=3, 5.7%). All studies that reported positive population health outcomes used a minimum of 2 distinct categories of DHIs. Among these successful studies, the one that reported delaying the development of T2DM and 16 (69.6%) of those reporting improvements in dysglycemia involved HCP interaction. Targeted communication with persons (TCP), personal health tracking (PHT), and telemedicine (TM) showed some evidence as a potentially useful tool for T2DM prevention and dysglycemia. CONCLUSIONS The effects of DHIs on T2DM prevention, as measured by the quadruple aims, have not been comprehensively assessed, with proven benefits for population health, mixed results for consumer experience, and insufficient studies on HCP experience and health care costs. To maximize their effectiveness in preventing T2DM and managing dysglycemia, DHIs should be used in combination and strategically integrated with in-person or remote HCP interaction. TRIAL REGISTRATION PROSPERO CRD42024512690; https://www.crd.york.ac.uk/PROSPERO/view/CRD42024512690.
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Affiliation(s)
- Tuan Duong
- Queensland Digital Health Centre, Faculty of Medicine, The University of Queensland, Brisbane, Australia
- Family Medicine Department, University of Medicine and Pharmacy, Hue, Vietnam
| | - Quita Olsen
- Queensland Digital Health Centre, Faculty of Medicine, The University of Queensland, Brisbane, Australia
| | - Anish Menon
- Queensland Digital Health Centre, Faculty of Medicine, The University of Queensland, Brisbane, Australia
- Princess Alexandra Hospital, Metro South Hospital and Health Service, Brisbane, Australia
| | - Leanna Woods
- Queensland Digital Health Centre, Faculty of Medicine, The University of Queensland, Brisbane, Australia
| | - Wenyong Wang
- Queensland Digital Health Centre, Faculty of Medicine, The University of Queensland, Brisbane, Australia
- Logan Hospital, Metro South Hospital and Health Service, Brisbane, Australia
| | - Marlien Varnfield
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation, Brisbane, Australia
- School of Public Health, The University of Queensland, Brisbane, Australia
| | - Lee Jiang
- Queensland Digital Health Centre, Faculty of Medicine, The University of Queensland, Brisbane, Australia
| | - Clair Sullivan
- Queensland Digital Health Centre, Faculty of Medicine, The University of Queensland, Brisbane, Australia
- Metro North Hospital and Health Service, Brisbane, Australia
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Fredensborg Holm T, Udsen FW, Giese IE, Færch K, Jensen MH, von Scholten BJ, Hangaard S. The Effectiveness of Digital Health Lifestyle Interventions on Weight Loss in People With Prediabetes: A Systematic Review, Meta-Analysis, and Meta-Regression. J Diabetes Sci Technol 2024:19322968241292646. [PMID: 39508277 PMCID: PMC11571619 DOI: 10.1177/19322968241292646] [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: 11/15/2024]
Abstract
BACKGROUND Digital health lifestyle interventions (DHLI) may offer scalable solutions to manage prediabetes in clinical practice; however, their effectiveness on people with prediabetes has not been systematically investigated and reviewed. Hence, in this systematic review, meta-analysis, and meta-regression the effectiveness of DHLI on prediabetes-related outcomes was investigated. METHODS Four databases were searched to identify randomized controlled trials investigating the effectiveness of DHLI on adults with prediabetes published before 23 February 2024. The primary outcome was the change in body weight, with secondary outcomes including, among others, glycemic status, body composition, and feasibility outcomes. Meta-analyses were conducted to provide overall effect estimates of outcomes. In addition, meta-regressions on the primary outcome were conducted. The study quality was assessed using the Cochrane Risk of Bias tool, and the certainty of evidence was assessed using the Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach. RESULTS A total of 33 studies were included (n = 14 398). The study duration ranged from 3 to 60 months. The digital interventions varied from in-person meetings combined with pedometers and telephone calls to fully digital interventions. The overall estimated treatment difference in change in body weight favored the intervention (mean difference: -1.74 kg; 95% confidence interval: -2.37, -1.11; P < .01) with moderate certainty. Statistically significant overall effect estimates favoring the intervention were also found for secondary outcomes with very low to moderate certainty. CONCLUSION Digital health lifestyle interventions can result in statistically significant change in body weight and other secondary outcomes among people with prediabetes.
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Affiliation(s)
- Tanja Fredensborg Holm
- Department of Health Science and Technology, Aalborg University, Gistrup, Denmark
- Steno Diabetes Center North Jutland, Aalborg University Hospital, Aalborg, Denmark
| | - Flemming Witt Udsen
- Department of Health Science and Technology, Aalborg University, Gistrup, Denmark
| | | | - Kristine Færch
- Data Science, Novo Nordisk A/S, Søborg, Denmark
- Clinical Research, Steno Diabetes Center Copenhagen, Copenhagen University Hospital, Herlev, Denmark
| | - Morten Hasselstrøm Jensen
- Department of Health Science and Technology, Aalborg University, Gistrup, Denmark
- Data Science, Novo Nordisk A/S, Søborg, Denmark
| | - Bernt Johan von Scholten
- Department of Health Science and Technology, Aalborg University, Gistrup, Denmark
- Data Science, Novo Nordisk A/S, Søborg, Denmark
| | - Stine Hangaard
- Department of Health Science and Technology, Aalborg University, Gistrup, Denmark
- Steno Diabetes Center North Jutland, Aalborg University Hospital, Aalborg, Denmark
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Cao Y, Shrestha A, Janiczak A, Li X, Lu Y, Haregu T. Lifestyle Intervention in Reducing Insulin Resistance and Preventing type 2 Diabetes in Asia Pacific Region: A Systematic Review and Meta-Analysis. Curr Diab Rep 2024; 24:207-215. [PMID: 39083158 PMCID: PMC11303493 DOI: 10.1007/s11892-024-01548-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/14/2024] [Indexed: 08/07/2024]
Abstract
PURPOSE OF REVIEW To update the evidence of lifestyle interventions for the prevention of type 2 diabetes mellites (T2DM) in adults, particularly in the Asia Pacific region. The key questions to ask are: 1) How effective are lifestyle interventions in preventing T2DM among at-risk adults in the Asia Pacific Region? 2)What are the key characteristics of the implementation of lifestyle interventions for diabetes prevention? RECENT FINDINGS Lifestyle interventions for the prevention of T2DM have been suggested to be effective. There is evidence of ethnic differences in some glycaemic and anthropometric outcomes. The meta-analysis suggested a significant result in reducing waist circumference (standardised mean difference - 019, 95%CI ( -0.31, -0.06)), and no significant effects in other outcomes. However, the implementation outcomes suggested lifestyle intervention might be a cost-effective and sustainable approach in T2DM particularly in countries in the Asia Pacific Region. The focus of lifestyle intervention in the Asia Pacific Region should not only lie in the effectiveness of the trial but a thorough evaluation of the implementation outcomes, as well as cultural adaptations, with the support of all stakeholders through all stages of the implementation.
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Affiliation(s)
- Yingting Cao
- School of Allied Health, Human Services and Sport, La Trobe University, Plenty Road, Kingsbury Dr, Bundoora, VIC 3086, Australia.
- Non-communicable and implementation science lab, Baker Heart and Diabetes Institute, Alice Springs, Australia.
| | - Abha Shrestha
- Non-communicable and implementation science lab, Baker Heart and Diabetes Institute, Alice Springs, Australia
- School of Psychology and Public Health, La Trobe University, Melbourne, Victoria, Australia
| | - Amy Janiczak
- School of Allied Health, Human Services and Sport, La Trobe University, Plenty Road, Kingsbury Dr, Bundoora, VIC 3086, Australia
| | - Xia Li
- Statistics Consultancy Platform, La Trobe University, Melbourne, Australia
| | - Yang Lu
- Non-communicable and implementation science lab, Baker Heart and Diabetes Institute, Alice Springs, Australia
- School of Psychology and Public Health, La Trobe University, Melbourne, Victoria, Australia
- School of Sociology and Population Studies, Nanjing University of Posts and Telecommunications, Nanjing, China
| | - Tilahun Haregu
- Non-communicable and implementation science lab, Baker Heart and Diabetes Institute, Alice Springs, Australia
- School of Psychology and Public Health, La Trobe University, Melbourne, Victoria, Australia
- Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia
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Wang C, Zhang H, Nie X, Ding F, Liu Q, Hou L, Deng Y, Ye W, Yue J, He Y. Traditional Chinese medicine constitution and sarcopenia: a cross-sectional study. Front Public Health 2024; 12:1368933. [PMID: 39114511 PMCID: PMC11304350 DOI: 10.3389/fpubh.2024.1368933] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 07/04/2024] [Indexed: 08/10/2024] Open
Abstract
Objective Sarcopenia is a gradually advancing systemic disorder affecting skeletal muscles, primarily distinguished by diminished muscle mass and functional decline. As of present, a universally accepted diagnostic criterion for sarcopenia has yet to be established. From the perspective of the constitution theory in traditional Chinese medicine (TCM), the Yin-deficiency constitution is believed to have a significant correlation with the development of sarcopenia. The primary objective of this study was to examine the potential association between sarcopenia and Yin-deficiency constitution. Methods The present study is a cross-sectional analysis. The Asian Working Group for Sarcopenia (AWGS) recommended a diagnostic criterion for sarcopenia. A total of 141 participants over 50 years of age were diagnosed with sarcopenia. To determine the constitution of each patient, classification and determination standards were used in traditional Chinese medicine. In this study, a combination of logistic regression and propensity score matching (PSM) was employed to analyze a dataset comprising 1,372 eligible observations. The diagnostic efficacy of the test in distinguishing sarcopenia was assessed through receiver operating characteristic (ROC) curve analysis. Results The relationship between Yin-deficiency constitution and sarcopenia was examined using logistic regression analysis. In the crude model, the odds ratio (OR) was found to be 3.20 (95% confidence interval [CI]: 1.70-6.03). After adjusting for various confounding factors, including gender, sex, 6 m walking test/(m/s), SMI, and maximum grip strength/kg, the OR increased to 9.70 (95% CI: 3.20-69.38). The associations between seven other biased traditional Chinese medicine (TCM) constitutions and sarcopenia were not found to be statistically significant in the fully adjusted model. The propensity score matching (PSM) analysis yielded consistent results with the logistic regression analysis. Receiver operating characteristic (ROC) curve analysis showed that the AUC of the Yin-deficiency constitution combined with age and gender reached 0.707. Conclusion Among the nine TCM constitutions examined, the Yin-deficiency constitution demonstrates an independent association with sarcopenia. Yin-deficiency constitution may serve as a potential risk factor for the development of sarcopenia. To establish a causal relationship, further experimental investigations are warranted. The diagnostic performance of sarcopenia is effectively demonstrated by the Yin-deficiency constitution combined with age and gender.
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Affiliation(s)
- Chi Wang
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Sichuan Clinical Research Center for Laboratory Medicine, Chengdu, Sichuan, China
- Clinical Laboratory Medicine Research Center of West China Hospital, Chengdu, Sichuan, China
| | - He Zhang
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Sichuan Clinical Research Center for Laboratory Medicine, Chengdu, Sichuan, China
- Clinical Laboratory Medicine Research Center of West China Hospital, Chengdu, Sichuan, China
| | - Xin Nie
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Sichuan Clinical Research Center for Laboratory Medicine, Chengdu, Sichuan, China
- Clinical Laboratory Medicine Research Center of West China Hospital, Chengdu, Sichuan, China
| | - Fei Ding
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Sichuan Clinical Research Center for Laboratory Medicine, Chengdu, Sichuan, China
- Clinical Laboratory Medicine Research Center of West China Hospital, Chengdu, Sichuan, China
| | - Qianhui Liu
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Sichuan Clinical Research Center for Laboratory Medicine, Chengdu, Sichuan, China
- Clinical Laboratory Medicine Research Center of West China Hospital, Chengdu, Sichuan, China
| | - Lisha Hou
- Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Yiping Deng
- Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Wenbin Ye
- Xiamen Hospital of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Xiamen, Fujian, China
| | - Jirong Yue
- Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Yong He
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Sichuan Clinical Research Center for Laboratory Medicine, Chengdu, Sichuan, China
- Clinical Laboratory Medicine Research Center of West China Hospital, Chengdu, Sichuan, China
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Xue C, Chen Y, Bi Y, Yang X, Chen K, Tang C, Tong X, Zhao L, Wang H. Dilemmas in Elderly Diabetes and Clinical Practice Involving Traditional Chinese Medicine. Pharmaceuticals (Basel) 2024; 17:953. [PMID: 39065801 PMCID: PMC11279884 DOI: 10.3390/ph17070953] [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: 05/17/2024] [Revised: 06/19/2024] [Accepted: 06/30/2024] [Indexed: 07/28/2024] Open
Abstract
Diabetes is a widespread chronic disease that occurs mainly in the elderly population. Due to the difference in pathophysiology between elderly and young patients, the current clinical practice to treat elderly patients with anti-diabetes medications still faces some challenges and dilemmas, such as the urgent need for early diagnosis and prevention, and an imbalance between restricted dietary intake and the risk of undernutrition. Traditional Chinese medicine (TCM) offers various treatment regimens that are actively utilized in the field of diabetes management. Through multiple targets and multiple pathways, TCM formulas, medicinal herbs, and active natural products enhance the efficacy of diabetes prevention and diabetes control measures, simplify complex medication management, and improve common symptoms and common diabetic complications in elderly people. Historically, natural products have played a key role in material composition analysis of TCM and mechanism interpretation to enable drug discovery. However, there have been few conclusions on this topic. This review summarizes the development of TCM for the prevention and management of diabetes in elderly people, existing evidence-based clinical practices, and prospects for future development.
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Affiliation(s)
- Chongxiang Xue
- Graduate School, Beijing University of Chinese Medicine, Beijing 100029, China; (C.X.); (Y.C.); (X.Y.)
- Institute of Metabolic Diseases, Guang’anmen Hospital, China Academy of Chinese Medical Sciences, Beijing 100053, China; (K.C.); (X.T.)
| | - Ying Chen
- Graduate School, Beijing University of Chinese Medicine, Beijing 100029, China; (C.X.); (Y.C.); (X.Y.)
- Department of Integrative Cardiology, China-Japan Friendship Hospital, Beijing 100029, China
| | - Yuntian Bi
- School of Traditional Chinese Medicine, Hunan University of Chinese Medicine, Changsha 410208, China;
| | - Xiaofei Yang
- Graduate School, Beijing University of Chinese Medicine, Beijing 100029, China; (C.X.); (Y.C.); (X.Y.)
| | - Keyu Chen
- Institute of Metabolic Diseases, Guang’anmen Hospital, China Academy of Chinese Medical Sciences, Beijing 100053, China; (K.C.); (X.T.)
| | - Cheng Tang
- National Key Laboratory of Efficacy and Mechanism on Chinese Medicine for Metabolic Diseases, Beijing University of Chinese Medicine, Beijing 100029, China;
| | - Xiaolin Tong
- Institute of Metabolic Diseases, Guang’anmen Hospital, China Academy of Chinese Medical Sciences, Beijing 100053, China; (K.C.); (X.T.)
- National Key Laboratory of Efficacy and Mechanism on Chinese Medicine for Metabolic Diseases, Beijing University of Chinese Medicine, Beijing 100029, China;
| | - Linhua Zhao
- Institute of Metabolic Diseases, Guang’anmen Hospital, China Academy of Chinese Medical Sciences, Beijing 100053, China; (K.C.); (X.T.)
| | - Han Wang
- School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing 100029, China
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Shen Y, Wang S, Shen Y, Tan S, Dong Y, Qin W, Zhuang Y. Evaluating the Usability of mHealth Apps: An Evaluation Model Based on Task Analysis Methods and Eye Movement Data. Healthcare (Basel) 2024; 12:1310. [PMID: 38998845 PMCID: PMC11241497 DOI: 10.3390/healthcare12131310] [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: 05/27/2024] [Revised: 06/24/2024] [Accepted: 06/26/2024] [Indexed: 07/14/2024] Open
Abstract
Advancements in information technology have facilitated the emergence of mHealth apps as crucial tools for health management and chronic disease prevention. This research work focuses on mHealth apps for the management of diabetes by patients on their own. Given that China has the highest number of diabetes patients in the world, with 141 million people and a prevalence rate of 12.8% (mentioned in the Global Overview of Diabetes), the development of a usability research methodology to assess and validate the user-friendliness of apps is necessary. This study describes a usability evaluation model that combines task analysis methods and eye movement data. A blood glucose recording application was designed to be evaluated. The evaluation was designed based on the model, and the feasibility of the model was demonstrated by comparing the usability of the blood glucose logging application before and after a prototype modification based on the improvement suggestions derived from the evaluation. Tests showed that an improvement plan based on error logs and post-task questionnaires for task analysis improves interaction usability by about 24%, in addition to an improvement plan based on eye movement data analysis for hotspot movement acceleration that improves information access usability by about 15%. The results demonstrate that this study presents a usability evaluation model for mHealth apps that enables the effective evaluation of the usability of mHealth apps.
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Affiliation(s)
- Yichun Shen
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
| | - Shuyi Wang
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
| | - Yuhan Shen
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
| | - Shulian Tan
- The Institute of Rehabilitation Engineering and Technology, University of Shanghai for Science and Technology, Shanghai 200093, China
| | - Yue Dong
- The Institute of Rehabilitation Engineering and Technology, University of Shanghai for Science and Technology, Shanghai 200093, China
| | - Wei Qin
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
| | - Yiwei Zhuang
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
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Jahan E, Almansour R, Ijaz K, Baptista S, Giordan LB, Ronto R, Zaman S, O'Hagan E, Laranjo L. Smartphone Applications to Prevent Type 2 Diabetes: A Systematic Review and Meta-Analysis. Am J Prev Med 2024; 66:1060-1070. [PMID: 38272243 DOI: 10.1016/j.amepre.2024.01.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 01/10/2024] [Accepted: 01/15/2024] [Indexed: 01/27/2024]
Abstract
INTRODUCTION Evidence supporting the use of apps for lifestyle behavior change and diabetes prevention in people at high risk of diabetes is lacking. The aim of this systematic review was to determine the acceptability and effectiveness of smartphone applications (apps) for the prevention of type 2 diabetes. METHODS PubMed, Embase, CINAHL and PsychInfo were searched from 2008 to 2023. Included studies involved adults at high risk of developing diabetes evaluating an app intervention with the aim of preventing type 2 diabetes. Random-effects meta-analyses were conducted for weight loss, body mass index (BMI), glycated hemoglobin, and waist circumference. Narrative synthesis was conducted for all studies, including qualitative studies exploring user perspectives. RESULTS Twenty-four studies (n=2,378) were included in this systematic review, including 9 randomized controlled trials (RCTs) with an average duration of 6 months, 10 quasi-experimental and 7 qualitative studies. Socially disadvantaged groups were poorly represented. Six RCTs were combined in meta-analyses. Apps were effective at promoting weight loss [mean difference (MD) -1.85; 95% CI -2.90 to -0.80] and decreasing BMI [MD -0.90, 95% CI -1.53 to -0.27], with no effect on glycated hemoglobin and waist circumference. No studies reported on diabetes incidence. Qualitative studies highlighted the need for app personalization. DISCUSSION Smartphone apps have a promising effect on preventing type 2 diabetes by supporting weight loss. Future robust trials should include diverse populations in co-design and evaluation of apps and explore the role of artificial intelligence in further personalizing interventions for higher engagement and effectiveness.
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Affiliation(s)
- Esrat Jahan
- Department of Health Systems and Population, Macquarie University, Sydney, NSW, Australia; Maternal and Child Health Division, International Centre for Diarrhoeal Disease Research, Dhaka, Bangladesh
| | - Rawan Almansour
- College of Applied Medical Sciences, King Faisal University, Al Ahsa, Saudi Arabia
| | - Kiran Ijaz
- Affective Interactions lab, School of Architecture, Design and Planning, University of Sydney, Sydney, NSW, Australia
| | - Shaira Baptista
- The Australian Centre for Behavioural Research in Diabetes, Deakin University and the University of Melbourne, Melbourne, Victoria, Australia
| | - Leticia Bezerra Giordan
- Northern Beaches Hospital, 105 French's Forest Rd W, French's Forest, Sydney, NSW, Australia
| | - Rimante Ronto
- Department of Health Systems and Population, Macquarie University, Sydney, NSW, Australia
| | - Sarah Zaman
- Westmead Applied Research Centre, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia; Department of Cardiology, Westmead Hospital, Sydney, NSW, Australia
| | - Edel O'Hagan
- Westmead Applied Research Centre, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| | - Liliana Laranjo
- Westmead Applied Research Centre, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia.
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Feng H, Qiu S, Hong X, Ma S, Hou Z, Zhu K, Guo M, Wang C, Huang Y. Impact of Different Traditional Chinese Medicine Constitutions on the Clinical Outcomes of COVID-19 Patients Infected with SARS-CoV-2 Omicron Variant: A Retrospective Observational Study. Infect Drug Resist 2023; 16:6333-6344. [PMID: 37780533 PMCID: PMC10540866 DOI: 10.2147/idr.s424176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Accepted: 08/22/2023] [Indexed: 10/03/2023] Open
Abstract
Purpose Traditional Chinese Medicine (TCM) constitution and disease occurrence, development, and prognosis are interrelated. This study aimed to investigate the association between TCM constitution and the time to negative nucleic acid test results in patients with coronavirus disease 2019 (COVID-19) infected with the SARS-CoV-2 Omicron variant. Patients and Methods We identified COVID-19 patients (≥18 years) infected with the SARS-CoV-2 Omicron variant and collected clinical data, including clinical symptoms, time to negative nucleic acid test results, and TCM constitution. Linear and logistic regression analyses explored the relationship between TCM constitution and the time to negative nucleic acid test results in patients with the COVID-19 Omicron variant. Results We included 486 patients with COVID-19, with a mean age of 40.2 years; 321 (66.0%) men and 165 (34.0%) women. Balanced constitution accounted for 43.8%, and unbalanced constitution accounted for 56.2%. Chi-square test showed that different TCM constitutions had significant differences in the influence of clinical symptoms of COVID-19 patients (P < 0.01). After controlling for various factors, multiple linear regression analysis revealed that an unbalanced constitution was significantly positively correlated with time to negative nucleic acid test results (P < 0.05). After controlling for various factors, logistic regression analysis revealed that an unbalanced constitution was closely related to the 7-day nucleic acid test conversion rate (odds ratio (OR): 0.53, 95% confidence interval (CI): 0.36-0.80, P < 0.05). After dividing the unbalanced constitution into deficiency constitution and non-deficiency constitution, the non-deficiency constitution was closely associated with the 7-day nucleic acid test conversion rate (OR = 0.45, 95% CI: 0.28-0.74, P < 0.05). Further analysis revealed that damp-heat constitution in the non-deficiency constitution was associated with the 7-day nucleic acid test conversion rate (OR = 0.33, 95% CI: 0.18-0.60, P < 0.05). Conclusion In patients with COVID-19, an unbalanced constitution is associated with a longer time to negative nucleic acid test results and lower 7-day nucleic acid test conversion rates.
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Affiliation(s)
- Hui Feng
- Department of Traditional Chinese Medicine, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, People’s Republic of China
| | - Shanhu Qiu
- Department of General Practice, Zhongda Hospital, Institute of Diabetes, School of Medicine, Southeast University, Nanjing, People’s Republic of China
| | - Xiang Hong
- Department of Epidemiology and Health Statistics, School of Public Health, Southeast University, Nanjing, People’s Republic of China
| | - Shaolei Ma
- Department of Emergency and Critical Care Medicine, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, People’s Republic of China
| | - Zhenghua Hou
- Department of Psychosomatics & Psychiatry, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, People’s Republic of China
| | - Kongbo Zhu
- Department of Cardiology, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, People’s Republic of China
| | - Ming Guo
- Department of Traditional Chinese Medicine, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, People’s Republic of China
| | - Changsong Wang
- Department of Traditional Chinese Medicine, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, People’s Republic of China
| | - Yingzi Huang
- Department of Critical Care Medicine, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, People’s Republic of China
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Chung HW, Tai CJ, Chang P, Su WL, Chien LY. Authors' Reply: Concerns on Generalizability. JMIR Mhealth Uhealth 2023; 11:e51852. [PMID: 37733412 PMCID: PMC10563862 DOI: 10.2196/51852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Accepted: 08/28/2023] [Indexed: 09/22/2023] Open
Affiliation(s)
- Hsueh-Wen Chung
- Department of Nursing, College of Nursing, National Yang Ming Chiao Tung University, Taipei City, Taiwan
| | - Chen-Jei Tai
- Department of Obstetrics and Gynecology, School of Medicine, College of Medicine, Taipei Medical University, Taipei City, Taiwan
- Tai's Traditional Chinese Medicine Clinic, Taipei City, Taiwan
| | - Polun Chang
- Institute of Biomedical Informatics, National Yang Ming Chiao Tung University, Taipei City, Taiwan
| | - Wen-Lin Su
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City, Taiwan
- School of Medicine, Tzu Chi University, Hualien, Taiwan
| | - Li-Yin Chien
- Institute of Community Health Care, College of Nursing, National Yang Ming Chiao Tung University, Taipei City, Taiwan
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10
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Lin Y. Concerns on Generalizability. JMIR Mhealth Uhealth 2023; 11:e50280. [PMID: 37733387 PMCID: PMC10557003 DOI: 10.2196/50280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2023] [Accepted: 08/28/2023] [Indexed: 09/22/2023] Open
Affiliation(s)
- Yongjian Lin
- Department of Gastrointestinal and Gland Surgery, First Affiliated Hospital of Guangxi Medical University, Nanning, China
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