Effects of consumer-oriented health information technologies in diabetes management over time: a systematic review and meta-analysis of randomized controlled trials

Objective To reveal the effects of consumer-oriented health information technologies (CHITs) on patient outcomes in diabetes management over time through systematic review and meta-analysis. Methods We searched 5 electronic databases (from database inception to July 2016) for studies that reported on randomized controlled trials examining the effects of CHITs on glycemic control and other patient outcomes in diabetes management. Data were analyzed using either meta-analysis or a narrative synthesis approach. Results Eighty randomized controlled trial studies, representing 87 individual trials, were identified and included for analysis. Overall, the meta-analysis showed that the use of CHITs resulted in significant improvement in glycemic control compared to usual care (standardized mean difference = -0.31%, 95% confidence interval -0.38 to -0.23, P  < .001) in patients with diabetes. Specifically, improvement in glycemic control was significant at intervention durations of 3, 6, 8, 9, 12, 15, 30, and 60 months, while no significant differences were found at other time points reported. The narrative synthesis provided mixed effects of CHITs on other clinical, psychosocial, behavioral, and knowledge outcomes. Conclusions The use of CHITs appears to be more effective than usual care in improving glycemic control for patients with diabetes. However, their effectiveness did not remain consistent over time and in other patient outcomes. Further efforts are required to examine long-term effects of CHITs and to explore factors that can moderate the effects over time.

[1]  Hun‐Sung Kim,et al.  An Internet-based health gateway device for interactive communication and automatic data uploading: Clinical efficacy for type 2 diabetes in a multi-centre trial , 2017, Journal of telemedicine and telecare.

[2]  S. Newman,et al.  A randomised, controlled trial of the effects of a mobile telehealth intervention on clinical and patient-reported outcomes in people with poorly controlled diabetes , 2017, Journal of telemedicine and telecare.

[3]  Xingda Qu,et al.  Predicting Factors of Consumer Acceptance of Health Information Technologies , 2016 .

[4]  Lin Sun,et al.  Randomized, Open-Label, Parallel Group Study to Evaluate the Effect of Internet-Based Glucose Management System on Subjects with Diabetes in China. , 2016, Telemedicine journal and e-health : the official journal of the American Telemedicine Association.

[5]  Weibin Zhou,et al.  Welltang - A smart phone-based diabetes management application - Improves blood glucose control in Chinese people with diabetes. , 2016, Diabetes research and clinical practice.

[6]  Matthew J Crowley,et al.  Practical Telemedicine for Veterans with Persistently Poor Diabetes Control: A Randomized Pilot Trial. , 2016, Telemedicine journal and e-health : the official journal of the American Telemedicine Association.

[7]  Da Tao,et al.  A 3-Month Randomized Controlled Pilot Trial of a Patient-Centered, Computer-Based Self-Monitoring System for the Care of Type 2 Diabetes Mellitus and Hypertension , 2016, Journal of Medical Systems.

[8]  Steven R. Simon,et al.  Consumer Health Informatics: Engaging and Empowering Patients and Families , 2016 .

[9]  Sung Hee Choi,et al.  Multifactorial intervention in diabetes care using real-time monitoring and tailored feedback in type 2 diabetes , 2016, Acta Diabetologica.

[10]  Yune Hee Lee,et al.  Efficacy of a New Medical Information system, Ubiquitous Healthcare Service with Voice Inception Technique in Elderly Diabetic Patients , 2015, Scientific Reports.

[11]  NicolucciAntonio,et al.  A Randomized Trial on Home Telemonitoring for the Management of Metabolic and Cardiovascular Risk in Patients with Type 2 Diabetes , 2015 .

[12]  A. Gryparis,et al.  Impact and duration effect of telemonitoring on HbA1c, BMI and cost in insulin-treated Diabetes Mellitus patients with inadequate glycemic control: A randomized controlled study , 2015, Hormones.

[13]  Shiraz Shaikh,et al.  Mobile phone intervention to improve diabetes care in rural areas of Pakistan: a randomized controlled trial. , 2015, Journal of the College of Physicians and Surgeons--Pakistan : JCPSP.

[14]  Laurie Hoffman-Goetz,et al.  What is consumer health informatics? A systematic review of published definitions , 2015, Informatics for health & social care.

[15]  G. Gensini,et al.  A Randomized Trial on Home Telemonitoring for the Management of Metabolic and Cardiovascular Risk in Patients with Type 2 Diabetes. , 2015, Diabetes technology & therapeutics.

[16]  Tiffany C. Veinot,et al.  Transforming consumer health informatics through a patient work framework: connecting patients to context , 2015, J. Am. Medical Informatics Assoc..

[17]  Weiju Chen,et al.  Web-based telemedicine for management of type 2 diabetes through glucose uploads: a randomized controlled trial. , 2014, International journal of clinical and experimental pathology.

[18]  M. Rosal,et al.  A Virtual World Versus Face-to-Face Intervention Format to Promote Diabetes Self-Management Among African American Women: A Pilot Randomized Clinical Trial , 2014, JMIR research protocols.

[19]  D. Schillinger,et al.  An Automated Telephone Nutrition Support System for Spanish-Speaking Patients With Diabetes , 2014, Journal of diabetes science and technology.

[20]  EsmatjesEnric,et al.  The efficiency of telemedicine to optimize metabolic control in patients with type 1 diabetes mellitus: Telemed study. , 2014 .

[21]  Sanjay Arora,et al.  Trial to examine text message-based mHealth in emergency department patients with diabetes (TExT-MED): a randomized controlled trial. , 2014, Annals of emergency medicine.

[22]  Da Tao,et al.  Does the use of consumer health information technology improve outcomes in the patient self-management of diabetes? A meta-analysis and narrative review of randomized controlled trials , 2014, Int. J. Medical Informatics.

[23]  S. Lee,et al.  A Randomized Controlled Trial of an Internet-Based Mentoring Program for Type 1 Diabetes Patients with Inadequate Glycemic Control , 2014, Diabetes & metabolism journal.

[24]  Kazuhiko Ohe,et al.  DialBetics: A Novel Smartphone-based Self-management Support System for Type 2 Diabetes Patients. , 2014, Journal of diabetes science and technology.

[25]  J. WakefieldBonnie,et al.  Effect of home telemonitoring on glycemic and blood pressure control in primary care clinic patients with diabetes. , 2014 .

[26]  S. Forjuoh,et al.  Behavioral and technological interventions targeting glycemic control in a racially/ethnically diverse population: a randomized controlled trial , 2014, BMC Public Health.

[27]  R. Gomis,et al.  The Efficiency of Telemedicine to Optimize Metabolic Control in Patients with Type 1 Diabetes Mellitus : Telemed Study , 2014 .

[28]  J. Davis,et al.  Effect of home telemonitoring on glycemic and blood pressure control in primary care clinic patients with diabetes. , 2014, Telemedicine journal and e-health : the official journal of the American Telemedicine Association.

[29]  S. Shalitin,et al.  Using the Internet-based upload blood glucose monitoring and therapy management system in patients with type 1 diabetes , 2014, Acta Diabetologica.

[30]  A. Ribeiro,et al.  Telemedicine Application in the Care of Diabetes Patients: Systematic Review and Meta-Analysis , 2013, PloS one.

[31]  P. Carayon,et al.  SEIPS 2.0: a human factors framework for studying and improving the work of healthcare professionals and patients , 2013, Ergonomics.

[32]  Morwenna Kirwan,et al.  Diabetes Self-Management Smartphone Application for Adults With Type 1 Diabetes: Randomized Controlled Trial , 2013, Journal of medical Internet research.

[33]  S. Nordfeldt,et al.  Consort-ehealth Checklist V1.6.2 Report Use of a Web 2.0 Portal to Improve Education and Communication in Paediatric Diabetes Patients with Families , 2022 .

[34]  Da Tao,et al.  Effects of Self-Management Health Information Technology on Glycaemic Control for Patients with Diabetes: A Meta-Analysis of Randomized Controlled Trials , 2013, Journal of telemedicine and telecare.

[35]  Lionel Tarassenko,et al.  Stepwise Self-Titration of Oral Glucose-Lowering Medication Using a Mobile Telephone-Based Telehealth Platform in Type 2 Diabetes: A Feasibility Trial in Primary Care , 2013, Journal of diabetes science and technology.

[36]  Arthur L Kellermann,et al.  What it will take to achieve the as-yet-unfulfilled promises of health information technology. , 2013, Health affairs.

[37]  Dianxu Ren,et al.  Biophysiologic outcomes of the Enhancing Adherence in Type 2 Diabetes (ENHANCE) trial. , 2012, Journal of the Academy of Nutrition and Dietetics.

[38]  Paul A Estabrooks,et al.  Twelve-month outcomes of an Internet-based diabetes self-management support program. , 2012, Patient education and counseling.

[39]  M. Boaz,et al.  The effectiveness of Internet‐based blood glucose monitoring system on improving diabetes control in adolescents with type 1 diabetes , 2012, Pediatric diabetes.

[40]  Robert A. Vigersky,et al.  Mobile Phone-Based Video Messages for Diabetes Self-Care Support , 2012, Journal of diabetes science and technology.

[41]  B. Anderson,et al.  Integrating an Automated Diabetes Management System Into the Family Management of Children With Type 1 Diabetes , 2012, Diabetes Care.

[42]  C. Quinn,et al.  Cluster-Randomized Trial of a Mobile Phone Personalized Behavioral Intervention for Blood Glucose Control , 2011, Diabetes Care.

[43]  Brian Oldenburg,et al.  Web-based interventions for the management of type 2 diabetes mellitus: A systematic review of recent evidence , 2011, Int. J. Medical Informatics.

[44]  M. Bujnowska-Fedak,et al.  The impact of telehome care on health status and quality of life among patients with diabetes in a primary care setting in Poland. , 2011, Telemedicine journal and e-health : the official journal of the American Telemedicine Association.

[45]  Xueli Yang,et al.  Effect of mobile phone intervention for diabetes on glycaemic control: a meta‐analysis , 2011, Diabetic medicine : a journal of the British Diabetic Association.

[46]  Sevgi Kızılcı,et al.  The Effects of Web-Based Diabetes Education on Diabetes Care Results: A Randomized Control Study , 2011, Computers, informatics, nursing : CIN.

[47]  K. Park,et al.  Improved Glycemic Control Without Hypoglycemia in Elderly Diabetic Patients Using the Ubiquitous Healthcare Service, a New Medical Information System , 2011, Diabetes Care.

[48]  Ernest L Carter,et al.  A patient-centric, provider-assisted diabetes telehealth self-management intervention for urban minorities. , 2011, Perspectives in health information management.

[49]  Stuart A. Ross,et al.  Effect of Internet Therapeutic Intervention on A1C Levels in Patients With Type 2 Diabetes Treated With Insulin , 2010, Diabetes Care.

[50]  Chul Sik Kim,et al.  Insulin dose titration system in diabetes patients using a short messaging service automatically produced by a knowledge matrix. , 2010, Diabetes technology & therapeutics.

[51]  Young-Woo Kwon,et al.  Web-based comprehensive information system for self-management of diabetes mellitus. , 2010, Diabetes technology & therapeutics.

[52]  D. Lewis,et al.  Consumer health informatics : informing consumers and improving health care , 2010 .

[53]  D. Moher,et al.  Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. , 2010, International journal of surgery.

[54]  J. Shaw,et al.  Global estimates of the prevalence of diabetes for 2010 and 2030. , 2010, Diabetes research and clinical practice.

[55]  Mary S. Dietrich,et al.  An Internet-Based Program to Improve Self-Management in Adolescents With Type 1 Diabetes , 2009, Diabetes Care.

[56]  M. Sevick,et al.  Active Care Management Supported by Home Telemonitoring in Veterans With Type 2 Diabetes , 2009, Diabetes Care.

[57]  B. Costa,et al.  Effectiveness of IT-based diabetes management interventions: a review of the literature , 2009, BMC family practice.

[58]  Mark Speechley,et al.  Health Technologies for Monitoring and Managing Diabetes: A Systematic Review , 2009, Journal of diabetes science and technology.

[59]  David Kerr,et al.  Diabetes Interactive Diary: A New Telemedicine System Enabling Flexible Diet and Insulin Therapy While Improving Quality of Life , 2009, Diabetes Care.

[60]  J. Polisena,et al.  Home telehealth for diabetes management: a systematic review and meta‐analysis , 2009, Diabetes, obesity & metabolism.

[61]  Joseph Finkelstein,et al.  Impact of consumer health informatics applications. , 2009, Evidence report/technology assessment.

[62]  Claire Bombardier,et al.  2009 Updated Method Guidelines for Systematic Reviews in the Cochrane Back Review Group , 2009, Spine.

[63]  Christopher J. Carpenter,et al.  Sample Sizes and Effect Sizes are Negatively Correlated in Meta-Analyses: Evidence and Implications of a Publication Bias Against NonSignificant Findings , 2009 .

[64]  Karim Keshavjee,et al.  Individualized electronic decision support and reminders to improve diabetes care in the community: COMPETE II randomized trial , 2009, Canadian Medical Association Journal.

[65]  Mei-Ling Yeh,et al.  A comparison of diabetes learning with and without interactive multimedia to improve knowledge, control, and self-care among people with diabetes in Taiwan. , 2009, Public health nursing.

[66]  James J. Cimino,et al.  Research Paper: A Randomized Trial Comparing Telemedicine Case Management with Usual Care in Older, Ethnically Diverse, Medically Underserved Patients with Diabetes Mellitus: 5 Year Results of the IDEATel Study , 2009, J. Am. Medical Informatics Assoc..

[67]  H J Yoo,et al.  A Ubiquitous Chronic Disease Care system using cellular phones and the internet , 2009, Diabetic medicine : a journal of the British Diabetic Association.

[68]  Irl B Hirsch,et al.  Web-based collaborative care for type 1 diabetes: a pilot randomized trial. , 2009, Diabetes technology & therapeutics.

[69]  R. Istepanian,et al.  Evaluation of a mobile phone telemonitoring system for glycaemic control in patients with diabetes , 2009, Journal of telemedicine and telecare.

[70]  M. Boaz,et al.  An automated telemedicine system improves patient-reported well-being. , 2009, Diabetes technology & therapeutics.

[71]  James D. Ralston,et al.  Web-Based Collaborative Care for Type 2 Diabetes , 2009, Diabetes Care.

[72]  Aviva Zyskind,et al.  Exploring the use of computer based patient education resources to enable diabetic patients from underserved populations to self-manage their disease , 2009, Inf. Serv. Use.

[73]  Susan S. Woods,et al.  Barriers and drivers of health information technology use for the elderly, chronically ill, and underserved. , 2008, Evidence report/technology assessment.

[74]  Suk-Il Kim,et al.  Effectiveness of mobile and internet intervention in patients with obese type 2 diabetes , 2008, Int. J. Medical Informatics.

[75]  Kerem Shuval,et al.  Evaluating the impact of mobile telephone technology on type 2 diabetic patients' self-management: the NICHE pilot study. , 2008, Journal of evaluation in clinical practice.

[76]  Hee-Seung Kim,et al.  A short message service by cellular phone in type 2 diabetic patients for 12 months. , 2008, Diabetes research and clinical practice.

[77]  Janet B McGill,et al.  Continued use of an integrated meter with electronic logbook maintains improvements in glycemic control beyond a randomized, controlled trial. , 2007, Diabetes technology & therapeutics.

[78]  J. Quesada,et al.  One-year efficacy and safety of Web-based follow-up using cellular phone in type 1 diabetic patients under insulin pump therapy: the PumpNet study. , 2007, Diabetes & metabolism.

[79]  Guy Paré,et al.  Review Paper: Systematic Review of Home Telemonitoring for Chronic Diseases: The Evidence Base , 2007, J. Am. Medical Informatics Assoc..

[80]  Amy N. Cohen,et al.  Review paper: Informatics Systems to Promote Improved Care for Chronic Illness: A Literature Review , 2007, J. Am. Medical Informatics Assoc..

[81]  Susan M McCurry,et al.  The effects of a web-based intervention on the physical outcomes associated with diabetes among adults age 60 and older: a randomized trial. , 2007, Diabetes technology & therapeutics.

[82]  Patricia Flatley Brennan,et al.  HeartCareII: Home Care Support for Patients with Chronic Cardiac Disease , 2007, MedInfo.

[83]  Diana Sherifali,et al.  Physiological Outcomes of an Internet Disease Management Program vs. In-person Counselling:A Randomized, Controlled Trial , 2006, Canadian Journal of Diabetes.

[84]  V. Franklin,et al.  A randomized controlled trial of Sweet Talk, a text‐messaging system to support young people with diabetes , 2006, Diabetic medicine : a journal of the British Diabetic Association.

[85]  Hee-Seung Kim,et al.  Long-Term Effect of the Internet-Based Glucose Monitoring System on HbA1c Reduction and Glucose Stability , 2006, Diabetes Care.

[86]  P. Carayon,et al.  Work system design for patient safety: the SEIPS model , 2006, Quality and Safety in Health Care.

[87]  R. Gomis,et al.  Telecare in a structured therapeutic education programme addressed to patients with type 1 diabetes and poor metabolic control. , 2006, Diabetes research and clinical practice.

[88]  Christian Popow,et al.  Telemedical support to improve glycemic control in adolescents with type 1 diabetes mellitus , 2006, European Journal of Pediatrics.

[89]  Alanna Kulchak Rahm,et al.  Robustness of a computer-assisted diabetes self-management intervention across patient characteristics, healthcare settings, and intervention staff. , 2006, The American journal of managed care.

[90]  Russell E Glasgow,et al.  Effects of a brief computer-assisted diabetes self-management intervention on dietary, biological and quality-of-life outcomes , 2006, Chronic illness.

[91]  N. Clark,et al.  Standards of Medical Care in Diabetes: Response to Power , 2006 .

[92]  Chien-Tsai Liu,et al.  Development and evaluation of an integrated patient-oriented education management system for diabetes. , 2006, Studies in health technology and informatics.

[93]  L. Tarassenko,et al.  A randomized controlled trial of the effect of real-time telemedicine support on glycemic control in young adults with type 1 diabetes (ISRCTN 46889446). , 2005, Diabetes care.

[94]  Jeffrey Hummel,et al.  A randomized, controlled trial of an automated wireless messaging system for diabetes. , 2005, Diabetes technology & therapeutics.

[95]  L. Tarassenko,et al.  A systematic review of telemedicine interventions to support blood glucose self‐monitoring in diabetes , 2005, Diabetic medicine : a journal of the British Diabetic Association.

[96]  Michael L Berbaum,et al.  Implementation and evaluation of a low-literacy diabetes education computer multimedia application. , 2005, Diabetes care.

[97]  Betty A Levine,et al.  Web-based care management in patients with poorly controlled diabetes. , 2005, Diabetes care.

[98]  Y. Jang,et al.  Standards of Medical Care in Diabetes-2010 by the American Diabetes Association: Prevention and Management of Cardiovascular Disease , 2010 .

[99]  Alanna Kulchak Rahm,et al.  Randomized effectiveness trial of a computer-assisted intervention to improve diabetes care. , 2005, Diabetes care.

[100]  A. Pentland,et al.  The DAILY (Daily Automated Intensive Log for Youth) trial: a wireless, portable system to improve adherence and glycemic control in youth with diabetes. , 2004, Diabetes technology & therapeutics.

[101]  Hee-Seung Kim,et al.  Establishment of blood glucose monitoring system using the internet. , 2003, Diabetes care.

[102]  J. Chiasson,et al.  The use of information technology for the management of intensive insulin therapy in type 1 diabetes mellitus. , 2003, Diabetes & metabolism.

[103]  D. Altman,et al.  Measuring inconsistency in meta-analyses , 2003, BMJ : British Medical Journal.

[104]  Wolfgang Dietrich,et al.  Are there time and cost savings by using telemanagement for patients on intensified insulin therapy?: A randomised, controlled trial , 2002, Comput. Methods Programs Biomed..

[105]  R. Glasgow,et al.  Internet-Based Diabetes Self-Management and Support: Initial Outcomes From the Diabetes Network Project , 2002 .

[106]  M. Tsang,et al.  Improvement in diabetes control with a monitoring system based on a hand-held, touch-screen electronic diary , 2001, Journal of telemedicine and telecare.

[107]  K. Czajkowski,et al.  What we can really expect from telemedicine in intensive diabetes treatment: results from 3-year study on type 1 pregnant diabetic women. , 2001, Diabetes technology & therapeutics.

[108]  Gunther Eysenbach,et al.  Consumer health informatics , 2000, BMJ : British Medical Journal.

[109]  Pierre-Andre La Chance,et al.  Long-term effects and costs of brief behavioural dietary intervention for patients with diabetes delivered from the medical office. , 1997, Patient education and counseling.

[110]  G. Smith,et al.  Bias in meta-analysis detected by a simple, graphical test , 1997, BMJ.

[111]  N. B. Johnson,et al.  Using Telecommunication Technology to Manage Children with Diabetes: The Computer-Linked Outpatient Clinic (CLOC) Study , 1995, The Diabetes educator.

[112]  H. Farreny,et al.  Telematic expert system Diabeto: New Tool for Diet Self-Monitoring for Diabetic Patients , 1992, Diabetes Care.

[113]  M. Marre,et al.  Telematic Transmission of Computerized Blood Glucose Profiles for IDDM Patients , 1991, Diabetes Care.

[114]  M. S. Patel,et al.  An introduction to meta-analysis. , 1989, Health Policy.