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A Mobile App for the Self-Management of Type 1 Diabetes Among Adolescents: A Randomized Controlled Trial
BACKGROUND: While optimal blood glucose control is known to reduce the long-term complications associated with type 1 diabetes mellitus, adolescents often struggle to achieve their blood glucose targets. However, their strong propensity toward technology presents a unique opportunity for the deliver...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5495971/ https://www.ncbi.nlm.nih.gov/pubmed/28630037 http://dx.doi.org/10.2196/mhealth.7336 |
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author | Goyal, Shivani Nunn, Caitlin A Rotondi, Michael Couperthwaite, Amy B Reiser, Sally Simone, Angelo Katzman, Debra K Cafazzo, Joseph A Palmert, Mark R |
author_facet | Goyal, Shivani Nunn, Caitlin A Rotondi, Michael Couperthwaite, Amy B Reiser, Sally Simone, Angelo Katzman, Debra K Cafazzo, Joseph A Palmert, Mark R |
author_sort | Goyal, Shivani |
collection | PubMed |
description | BACKGROUND: While optimal blood glucose control is known to reduce the long-term complications associated with type 1 diabetes mellitus, adolescents often struggle to achieve their blood glucose targets. However, their strong propensity toward technology presents a unique opportunity for the delivery of novel self-management interventions. To support type 1 diabetes self-management in this population, we developed the diabetes self-management app bant, which included wireless blood glucose reading transfer, out-of-range blood glucose trend alerts, coaching around out-of-range trend causes and fixes, and a point-based incentive system. OBJECTIVE: The primary objective was to evaluate bant ’s effect on hemoglobin A(1c) (HbA(1c)) through a randomized controlled trial (RCT). Secondary measures (eg, self-monitoring of blood glucose [SMBG]) were also collected to assess bant ’s impact on the self-management behaviors of adolescents with type 1 diabetes. METHODS: We enrolled 92 adolescents into a 12-month RCT, with 46 receiving usual care and 46 receiving usual care plus bant. Clinical outcome data were collected at quarterly research visits via validated tools, electronic chart review, glucometer downloads, and semistructured interviews. App satisfaction was assessed at 6 and 12 months, and at trial end, users ranked bant components based on perceived usefulness. Mobile analytics captured frequency of blood glucose uploads, which were used to categorize participants into high, moderate, low, or very low engagement levels. RESULTS: Linear mixed models showed no changes in primary and secondary clinical outcomes. However, exploratory regression analysis demonstrated a statistically significant association between increased SMBG and improved HbA(1c) in the intervention group. For a subgroup of bant users taking SMBG ≥5 daily, there was a significant improvement in HbA(1c) of 0.58% (P=.02), while the parallel subgroup in the control arm experienced no significant change in HbA(1c) (decrease of 0.06%, P=.84). Although app usage did diminish over the trial, on average, 35% (16/46 participants) were classified as moderately or highly engaged (uploaded SMBG ≥3 days a week) over the 12 months. CONCLUSION: Although primary analysis of clinical outcomes did not demonstrate differences between the bant and control groups, exploratory analysis suggested that bant may positively impact the use of SMBG data and glycemic control among youth. The next generation of bant will aim to remove barriers to use, such as deploying the app directly to personal devices instead of secondary research phones, and to explore the utility of integrating bant into routine clinical care to facilitate more frequent feedback. Future evaluations of mHealth apps should consider more robust research tools (eg, ResearchKit) and alternative RCT study designs to enable more rapid and iterative evaluations, better suited to the nature of rapidly evolving consumer technology. TRIAL REGISTRATION: ClinicalTrials.gov NCT01899274; https://clinicaltrials.gov/ct2/show/NCT01899274 (Archived by WebCite at http://www.webcitation.org/6qWrqF1yw) |
format | Online Article Text |
id | pubmed-5495971 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-54959712017-07-11 A Mobile App for the Self-Management of Type 1 Diabetes Among Adolescents: A Randomized Controlled Trial Goyal, Shivani Nunn, Caitlin A Rotondi, Michael Couperthwaite, Amy B Reiser, Sally Simone, Angelo Katzman, Debra K Cafazzo, Joseph A Palmert, Mark R JMIR Mhealth Uhealth Original Paper BACKGROUND: While optimal blood glucose control is known to reduce the long-term complications associated with type 1 diabetes mellitus, adolescents often struggle to achieve their blood glucose targets. However, their strong propensity toward technology presents a unique opportunity for the delivery of novel self-management interventions. To support type 1 diabetes self-management in this population, we developed the diabetes self-management app bant, which included wireless blood glucose reading transfer, out-of-range blood glucose trend alerts, coaching around out-of-range trend causes and fixes, and a point-based incentive system. OBJECTIVE: The primary objective was to evaluate bant ’s effect on hemoglobin A(1c) (HbA(1c)) through a randomized controlled trial (RCT). Secondary measures (eg, self-monitoring of blood glucose [SMBG]) were also collected to assess bant ’s impact on the self-management behaviors of adolescents with type 1 diabetes. METHODS: We enrolled 92 adolescents into a 12-month RCT, with 46 receiving usual care and 46 receiving usual care plus bant. Clinical outcome data were collected at quarterly research visits via validated tools, electronic chart review, glucometer downloads, and semistructured interviews. App satisfaction was assessed at 6 and 12 months, and at trial end, users ranked bant components based on perceived usefulness. Mobile analytics captured frequency of blood glucose uploads, which were used to categorize participants into high, moderate, low, or very low engagement levels. RESULTS: Linear mixed models showed no changes in primary and secondary clinical outcomes. However, exploratory regression analysis demonstrated a statistically significant association between increased SMBG and improved HbA(1c) in the intervention group. For a subgroup of bant users taking SMBG ≥5 daily, there was a significant improvement in HbA(1c) of 0.58% (P=.02), while the parallel subgroup in the control arm experienced no significant change in HbA(1c) (decrease of 0.06%, P=.84). Although app usage did diminish over the trial, on average, 35% (16/46 participants) were classified as moderately or highly engaged (uploaded SMBG ≥3 days a week) over the 12 months. CONCLUSION: Although primary analysis of clinical outcomes did not demonstrate differences between the bant and control groups, exploratory analysis suggested that bant may positively impact the use of SMBG data and glycemic control among youth. The next generation of bant will aim to remove barriers to use, such as deploying the app directly to personal devices instead of secondary research phones, and to explore the utility of integrating bant into routine clinical care to facilitate more frequent feedback. Future evaluations of mHealth apps should consider more robust research tools (eg, ResearchKit) and alternative RCT study designs to enable more rapid and iterative evaluations, better suited to the nature of rapidly evolving consumer technology. TRIAL REGISTRATION: ClinicalTrials.gov NCT01899274; https://clinicaltrials.gov/ct2/show/NCT01899274 (Archived by WebCite at http://www.webcitation.org/6qWrqF1yw) JMIR Publications 2017-06-19 /pmc/articles/PMC5495971/ /pubmed/28630037 http://dx.doi.org/10.2196/mhealth.7336 Text en ©Shivani Goyal, Caitlin A Nunn, Michael Rotondi, Amy B Couperthwaite, Sally Reiser, Angelo Simone, Debra K Katzman, Joseph A Cafazzo, Mark R Palmert. Originally published in JMIR Mhealth and Uhealth (http://mhealth.jmir.org), 19.06.2017. 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 JMIR mhealth and uhealth, is properly cited. The complete bibliographic information, a link to the original publication on http://mhealth.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Goyal, Shivani Nunn, Caitlin A Rotondi, Michael Couperthwaite, Amy B Reiser, Sally Simone, Angelo Katzman, Debra K Cafazzo, Joseph A Palmert, Mark R A Mobile App for the Self-Management of Type 1 Diabetes Among Adolescents: A Randomized Controlled Trial |
title | A Mobile App for the Self-Management of Type 1 Diabetes Among Adolescents: A Randomized Controlled Trial |
title_full | A Mobile App for the Self-Management of Type 1 Diabetes Among Adolescents: A Randomized Controlled Trial |
title_fullStr | A Mobile App for the Self-Management of Type 1 Diabetes Among Adolescents: A Randomized Controlled Trial |
title_full_unstemmed | A Mobile App for the Self-Management of Type 1 Diabetes Among Adolescents: A Randomized Controlled Trial |
title_short | A Mobile App for the Self-Management of Type 1 Diabetes Among Adolescents: A Randomized Controlled Trial |
title_sort | mobile app for the self-management of type 1 diabetes among adolescents: a randomized controlled trial |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5495971/ https://www.ncbi.nlm.nih.gov/pubmed/28630037 http://dx.doi.org/10.2196/mhealth.7336 |
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