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Changes in Glycemic Control Among Individuals With Diabetes Who Used a Personalized Digital Nutrition Platform: Longitudinal Study
BACKGROUND: Diabetes-related costs are the highest across all chronic conditions in the United States, with type 2 diabetes accounting for up to 95% of all cases of diabetes. A healthy diet is strongly associated with lowering glycated hemoglobin A(1c) (HbA(1c)) levels among individuals with diabete...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8561409/ https://www.ncbi.nlm.nih.gov/pubmed/34661545 http://dx.doi.org/10.2196/32298 |
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author | Shea, Benjamin Bakre, Shivani Carano, Keaton Scharen, Jared Langheier, Jason Hu, Emily A |
author_facet | Shea, Benjamin Bakre, Shivani Carano, Keaton Scharen, Jared Langheier, Jason Hu, Emily A |
author_sort | Shea, Benjamin |
collection | PubMed |
description | BACKGROUND: Diabetes-related costs are the highest across all chronic conditions in the United States, with type 2 diabetes accounting for up to 95% of all cases of diabetes. A healthy diet is strongly associated with lowering glycated hemoglobin A(1c) (HbA(1c)) levels among individuals with diabetes, which can help curtail other health complications. Digital health platforms can offer critical support for improving diet and glycemic control among individuals with diabetes. Less is known about the characteristics of people with diabetes who use digital health platforms (specifically, a platform that integrates personalized healthy meal plans and food ordering) and changes in their HbA(1c) levels. OBJECTIVE: The aim of this study is to characterize Foodsmart users with diabetes and evaluate the longitudinal impact of Foodsmart—a personalized digital nutrition platform with meal planning, food ordering, and nutrition education features—on changes in HbA(1c) levels. METHODS: We retrospectively analyzed data collected from 643 adults with at least two self-reported HbA(1c) entries in the Foodsmart platform between January 2016 and June 2021. Participants self-reported their HbA(1c) levels, height, weight, health conditions, and diet in a 53-item food frequency questionnaire. Diabetes was defined as HbA(1c) ≥6.5%. We analyzed distributions of characteristics by baseline diabetes status and examined the association of characteristics with the likelihood of having diabetes at baseline. To evaluate the change in HbA(1c) levels among Foodsmart users, we calculated mean changes (absolute and percent) in HbA(1c) among participants with diabetes and by length of follow-up. We also compared changes in HbA(1c) and weight between participants with diabetes at baseline who achieved a normal HbA(1c) level and those who did not. RESULTS: We found that 43.5% (280/643) of the participants with at least two HbA(1c) level entries had diabetes at baseline. Participants with diabetes at baseline were more likely to be male, have a higher weight and BMI, report high blood pressure, and have a poorer diet in comparison to participants without diabetes. Using a multivariable logistic regression model, we found that being male and obese were statistically significantly associated with baseline diabetes. Among participants with diabetes at baseline, HbA(1c) was reduced, on average, by 0.46%. In addition, 21.4% (60/280) of participants with diabetes achieved a normal HbA(1c) level (<6.5%) in their last HbA(1c) level entry; this percentage increased with longer follow-up time (39% [7/18] at >24 months). In a sensitivity analysis, users with an HbA(1c) ≥7.0% at baseline had an average absolute change of –0.62% and 31.2% (62/199) of these participants achieved HbA(1c) levels of less than 7.0%. CONCLUSIONS: This study assessed characteristics of individuals enrolled on the Foodsmart platform with HbA(1c) levels and found that users with diabetes had lower HbA(1c) levels over time and a sizable percentage of participants were successful in achieving normal levels. |
format | Online Article Text |
id | pubmed-8561409 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-85614092021-11-19 Changes in Glycemic Control Among Individuals With Diabetes Who Used a Personalized Digital Nutrition Platform: Longitudinal Study Shea, Benjamin Bakre, Shivani Carano, Keaton Scharen, Jared Langheier, Jason Hu, Emily A JMIR Diabetes Original Paper BACKGROUND: Diabetes-related costs are the highest across all chronic conditions in the United States, with type 2 diabetes accounting for up to 95% of all cases of diabetes. A healthy diet is strongly associated with lowering glycated hemoglobin A(1c) (HbA(1c)) levels among individuals with diabetes, which can help curtail other health complications. Digital health platforms can offer critical support for improving diet and glycemic control among individuals with diabetes. Less is known about the characteristics of people with diabetes who use digital health platforms (specifically, a platform that integrates personalized healthy meal plans and food ordering) and changes in their HbA(1c) levels. OBJECTIVE: The aim of this study is to characterize Foodsmart users with diabetes and evaluate the longitudinal impact of Foodsmart—a personalized digital nutrition platform with meal planning, food ordering, and nutrition education features—on changes in HbA(1c) levels. METHODS: We retrospectively analyzed data collected from 643 adults with at least two self-reported HbA(1c) entries in the Foodsmart platform between January 2016 and June 2021. Participants self-reported their HbA(1c) levels, height, weight, health conditions, and diet in a 53-item food frequency questionnaire. Diabetes was defined as HbA(1c) ≥6.5%. We analyzed distributions of characteristics by baseline diabetes status and examined the association of characteristics with the likelihood of having diabetes at baseline. To evaluate the change in HbA(1c) levels among Foodsmart users, we calculated mean changes (absolute and percent) in HbA(1c) among participants with diabetes and by length of follow-up. We also compared changes in HbA(1c) and weight between participants with diabetes at baseline who achieved a normal HbA(1c) level and those who did not. RESULTS: We found that 43.5% (280/643) of the participants with at least two HbA(1c) level entries had diabetes at baseline. Participants with diabetes at baseline were more likely to be male, have a higher weight and BMI, report high blood pressure, and have a poorer diet in comparison to participants without diabetes. Using a multivariable logistic regression model, we found that being male and obese were statistically significantly associated with baseline diabetes. Among participants with diabetes at baseline, HbA(1c) was reduced, on average, by 0.46%. In addition, 21.4% (60/280) of participants with diabetes achieved a normal HbA(1c) level (<6.5%) in their last HbA(1c) level entry; this percentage increased with longer follow-up time (39% [7/18] at >24 months). In a sensitivity analysis, users with an HbA(1c) ≥7.0% at baseline had an average absolute change of –0.62% and 31.2% (62/199) of these participants achieved HbA(1c) levels of less than 7.0%. CONCLUSIONS: This study assessed characteristics of individuals enrolled on the Foodsmart platform with HbA(1c) levels and found that users with diabetes had lower HbA(1c) levels over time and a sizable percentage of participants were successful in achieving normal levels. JMIR Publications 2021-10-18 /pmc/articles/PMC8561409/ /pubmed/34661545 http://dx.doi.org/10.2196/32298 Text en ©Benjamin Shea, Shivani Bakre, Keaton Carano, Jared Scharen, Jason Langheier, Emily A Hu. Originally published in JMIR Diabetes (https://diabetes.jmir.org), 18.10.2021. 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 JMIR Diabetes, is properly cited. The complete bibliographic information, a link to the original publication on https://diabetes.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Shea, Benjamin Bakre, Shivani Carano, Keaton Scharen, Jared Langheier, Jason Hu, Emily A Changes in Glycemic Control Among Individuals With Diabetes Who Used a Personalized Digital Nutrition Platform: Longitudinal Study |
title | Changes in Glycemic Control Among Individuals With Diabetes Who Used a Personalized Digital Nutrition Platform: Longitudinal Study |
title_full | Changes in Glycemic Control Among Individuals With Diabetes Who Used a Personalized Digital Nutrition Platform: Longitudinal Study |
title_fullStr | Changes in Glycemic Control Among Individuals With Diabetes Who Used a Personalized Digital Nutrition Platform: Longitudinal Study |
title_full_unstemmed | Changes in Glycemic Control Among Individuals With Diabetes Who Used a Personalized Digital Nutrition Platform: Longitudinal Study |
title_short | Changes in Glycemic Control Among Individuals With Diabetes Who Used a Personalized Digital Nutrition Platform: Longitudinal Study |
title_sort | changes in glycemic control among individuals with diabetes who used a personalized digital nutrition platform: longitudinal study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8561409/ https://www.ncbi.nlm.nih.gov/pubmed/34661545 http://dx.doi.org/10.2196/32298 |
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