Cargando…
The Effects of Continuous Usage of a Diabetes Management App on Glycemic Control in Real-world Clinical Practice: Retrospective Analysis
BACKGROUND: The efficacy of digital technology in improving diabetes management has typically been demonstrated through studies such as randomized controlled trials, which have reported a steeper reduction in hemoglobin A(1c) (HbA(1c)) values for patients who adopted a digital solution. However, evi...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8323018/ https://www.ncbi.nlm.nih.gov/pubmed/34264192 http://dx.doi.org/10.2196/23227 |
_version_ | 1783731163805777920 |
---|---|
author | Tu, Yu-Zhen Chang, Ya-Ting Chiou, Hung-Yi Lai, Ken |
author_facet | Tu, Yu-Zhen Chang, Ya-Ting Chiou, Hung-Yi Lai, Ken |
author_sort | Tu, Yu-Zhen |
collection | PubMed |
description | BACKGROUND: The efficacy of digital technology in improving diabetes management has typically been demonstrated through studies such as randomized controlled trials, which have reported a steeper reduction in hemoglobin A(1c) (HbA(1c)) values for patients who adopted a digital solution. However, evidence from real-world clinical practice is still limited. OBJECTIVE: This study aimed to evaluate the effectiveness of digital interventions by tracking HbA(1c) improvements over 1 year in real-world clinical settings. METHODS: Patients used the Health2Sync mobile app to track self-measured outcomes and communicate with health care professionals (HCPs). HCPs used the web-based Patient Management Platform to monitor patient data, view test results from clinical laboratories, and communicate with patients. Patients who have been onboarded for at least 13 months and have consecutive HbA(1c) findings for 5 quarters were included in the analysis. They were then stratified into 3 groups (high, mid, and low retention) based on their level of use of Health2Sync in the first 6 months of onboarding. A mixed model was built to compare the slopes of the rate of reduction in HbA(1c) among the groups. In addition, these patients’ retention on the app from the seventh to the 12th month was verified through multiple comparisons. RESULTS: A sample of 2036 users was included in the analysis. With the mixed model coefficient estimates, we found that app users had significant HbA(1c) percentage reductions as the passed quarter count increased (t=–9.869; P<.001), and that effectiveness increased in the high (t=–5.173) and mid retention (t=–6.620) groups as the interaction effects were significantly negative compared to that in the low retention group (P<.001) in the passed quarter count. The low retention group also had the highest average HbA(1c) value at the end of 13 months (high: 7.01%, SD 1.02%; mid: 6.99%, SD 1.00%; low: 7.17%, SD 1.14%) (Bonferroni correction: high vs low, P=.07; mid vs low, P=.02; high vs mid, P>.99). The level of use of the app remained consistent in the seventh to the 12th month after onboarding (high: 5.23 [SD 1.37] months, mid: 2.43 [SD 1.68] months, low: 0.41 [SD 0.97] months) (P<.001). CONCLUSIONS: Our analysis shows that continuous usage of the diabetes management app is associated with better glycemic control in real-world clinical practice. Further studies are required to reveal the efficacy for specific diabetes types and to observe effects beyond 1 year. |
format | Online Article Text |
id | pubmed-8323018 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-83230182021-08-11 The Effects of Continuous Usage of a Diabetes Management App on Glycemic Control in Real-world Clinical Practice: Retrospective Analysis Tu, Yu-Zhen Chang, Ya-Ting Chiou, Hung-Yi Lai, Ken J Med Internet Res Original Paper BACKGROUND: The efficacy of digital technology in improving diabetes management has typically been demonstrated through studies such as randomized controlled trials, which have reported a steeper reduction in hemoglobin A(1c) (HbA(1c)) values for patients who adopted a digital solution. However, evidence from real-world clinical practice is still limited. OBJECTIVE: This study aimed to evaluate the effectiveness of digital interventions by tracking HbA(1c) improvements over 1 year in real-world clinical settings. METHODS: Patients used the Health2Sync mobile app to track self-measured outcomes and communicate with health care professionals (HCPs). HCPs used the web-based Patient Management Platform to monitor patient data, view test results from clinical laboratories, and communicate with patients. Patients who have been onboarded for at least 13 months and have consecutive HbA(1c) findings for 5 quarters were included in the analysis. They were then stratified into 3 groups (high, mid, and low retention) based on their level of use of Health2Sync in the first 6 months of onboarding. A mixed model was built to compare the slopes of the rate of reduction in HbA(1c) among the groups. In addition, these patients’ retention on the app from the seventh to the 12th month was verified through multiple comparisons. RESULTS: A sample of 2036 users was included in the analysis. With the mixed model coefficient estimates, we found that app users had significant HbA(1c) percentage reductions as the passed quarter count increased (t=–9.869; P<.001), and that effectiveness increased in the high (t=–5.173) and mid retention (t=–6.620) groups as the interaction effects were significantly negative compared to that in the low retention group (P<.001) in the passed quarter count. The low retention group also had the highest average HbA(1c) value at the end of 13 months (high: 7.01%, SD 1.02%; mid: 6.99%, SD 1.00%; low: 7.17%, SD 1.14%) (Bonferroni correction: high vs low, P=.07; mid vs low, P=.02; high vs mid, P>.99). The level of use of the app remained consistent in the seventh to the 12th month after onboarding (high: 5.23 [SD 1.37] months, mid: 2.43 [SD 1.68] months, low: 0.41 [SD 0.97] months) (P<.001). CONCLUSIONS: Our analysis shows that continuous usage of the diabetes management app is associated with better glycemic control in real-world clinical practice. Further studies are required to reveal the efficacy for specific diabetes types and to observe effects beyond 1 year. JMIR Publications 2021-07-15 /pmc/articles/PMC8323018/ /pubmed/34264192 http://dx.doi.org/10.2196/23227 Text en ©Yu-Zhen Tu, Ya-Ting Chang, Hung-Yi Chiou, Ken Lai. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 15.07.2021. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Tu, Yu-Zhen Chang, Ya-Ting Chiou, Hung-Yi Lai, Ken The Effects of Continuous Usage of a Diabetes Management App on Glycemic Control in Real-world Clinical Practice: Retrospective Analysis |
title | The Effects of Continuous Usage of a Diabetes Management App on Glycemic Control in Real-world Clinical Practice: Retrospective Analysis |
title_full | The Effects of Continuous Usage of a Diabetes Management App on Glycemic Control in Real-world Clinical Practice: Retrospective Analysis |
title_fullStr | The Effects of Continuous Usage of a Diabetes Management App on Glycemic Control in Real-world Clinical Practice: Retrospective Analysis |
title_full_unstemmed | The Effects of Continuous Usage of a Diabetes Management App on Glycemic Control in Real-world Clinical Practice: Retrospective Analysis |
title_short | The Effects of Continuous Usage of a Diabetes Management App on Glycemic Control in Real-world Clinical Practice: Retrospective Analysis |
title_sort | effects of continuous usage of a diabetes management app on glycemic control in real-world clinical practice: retrospective analysis |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8323018/ https://www.ncbi.nlm.nih.gov/pubmed/34264192 http://dx.doi.org/10.2196/23227 |
work_keys_str_mv | AT tuyuzhen theeffectsofcontinuoususageofadiabetesmanagementapponglycemiccontrolinrealworldclinicalpracticeretrospectiveanalysis AT changyating theeffectsofcontinuoususageofadiabetesmanagementapponglycemiccontrolinrealworldclinicalpracticeretrospectiveanalysis AT chiouhungyi theeffectsofcontinuoususageofadiabetesmanagementapponglycemiccontrolinrealworldclinicalpracticeretrospectiveanalysis AT laiken theeffectsofcontinuoususageofadiabetesmanagementapponglycemiccontrolinrealworldclinicalpracticeretrospectiveanalysis AT tuyuzhen effectsofcontinuoususageofadiabetesmanagementapponglycemiccontrolinrealworldclinicalpracticeretrospectiveanalysis AT changyating effectsofcontinuoususageofadiabetesmanagementapponglycemiccontrolinrealworldclinicalpracticeretrospectiveanalysis AT chiouhungyi effectsofcontinuoususageofadiabetesmanagementapponglycemiccontrolinrealworldclinicalpracticeretrospectiveanalysis AT laiken effectsofcontinuoususageofadiabetesmanagementapponglycemiccontrolinrealworldclinicalpracticeretrospectiveanalysis |