Improving Glycemic Control in Type 2 Diabetes Using Mobile Applications and e-Coaching: A Mixed Treatment Comparison Network Meta-Analysis

Min Kyung Hyun, Jang Won Lee, Seung Hyun Ko, Jin Seub Hwang

Research output: Contribution to journalReview articlepeer-review

5 Scopus citations

Abstract

Objectives: This study compared the effectiveness of glycemic control among usual care, care management using a mobile application (app), and management using an app with additional e-coaching for patients with type 2 diabetes mellitus (T2DM) using a mixed treatment comparison (MTC) network meta-analysis (NMA). Methods: A systematic search for published randomized controlled trials (RCTs) was conducted, which included Pubmed, Web of Science, Cochrane Central Register of Controlled Trials, CINAL, Koreamed, KMbase, and ScienceOn, until October 2020. Among the 10,391 studies identified after removing duplicates, 14 RCTs were finally included in the MTC NMA. Data extraction and methodological quality assessment using version 2 of the Cochrane tool for assessing the risk-of-bias in randomized trials (RoB 2) was performed. The comparative efficacy was analyzed using the random-effects NMA based on a frequentist model by the intervention group and main outcome variables. Results: At the 3-month follow-up after each intervention, a comparison of the P-scores revealed the app plus e-coaching intervention to be the most effective method for reducing the HbA1c level in a homogeneous gender ratio group (P-score 0.92). At the 6-month follow-up period, app intervention was the best in reducing the HbA1c level in the homogeneous gender ratio and under 60 years of age group (P-score 1.00). Conclusions: Based on MTC analysis using the data from published RCTs, mobile apps or apps with e-coaching interventions for T2DM patients were more effective in improving the HbA1c values, FBS, and hypoglycemia frequency than usual care. Nevertheless, further research will be needed to clarify the effects of adding e-coaching to the app.

Original languageEnglish
Pages (from-to)1239-1252
Number of pages14
JournalJournal of diabetes science and technology
Volume16
Issue number5
DOIs
StatePublished - Sep 2022

Bibliographical note

Publisher Copyright:
© 2021 Diabetes Technology Society.

Keywords

  • e-coaching
  • glycemic control
  • mixed treatment comparison
  • mobile applications
  • type 2 diabetes

Fingerprint

Dive into the research topics of 'Improving Glycemic Control in Type 2 Diabetes Using Mobile Applications and e-Coaching: A Mixed Treatment Comparison Network Meta-Analysis'. Together they form a unique fingerprint.

Cite this