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The association between nonadherence and glycated hemoglobin among type 2 diabetes patients using basal insulin analogs
BACKGROUND: The main objective of this study was to investigate the relationship between adherence and both clinical (ie, glycated hemoglobin [HbA(1c)]) and nonclinical (ie, health status, work impairment, and health care-resource use) health outcomes among type 2 diabetes (T2D) patients using basal...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove Medical Press
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4069147/ https://www.ncbi.nlm.nih.gov/pubmed/24971002 http://dx.doi.org/10.2147/PPA.S55550 |
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author | DiBonaventura, Marco Wintfeld, Neil Huang, Joanna Goren, Amir |
author_facet | DiBonaventura, Marco Wintfeld, Neil Huang, Joanna Goren, Amir |
author_sort | DiBonaventura, Marco |
collection | PubMed |
description | BACKGROUND: The main objective of this study was to investigate the relationship between adherence and both clinical (ie, glycated hemoglobin [HbA(1c)]) and nonclinical (ie, health status, work impairment, and health care-resource use) health outcomes among type 2 diabetes (T2D) patients using basal insulin. MATERIALS AND METHODS: The 2012 US National Health and Wellness Survey dataset was used for this study (n=71,141). A total of 1,198 respondents who reported a diagnosis of T2D, were currently using basal insulin, and reported both their HbA(1c) and level of nonadherence were included in the analyses. Classical test theory and item response theory (IRT) analyses were used to provide evidence for the Morisky Medication Adherence Scale (MMAS) in this population. Adherence was then used as a predictor of HbA(1c) and nonclinical outcomes using regression modeling, controlling for demographics and health history. RESULTS: A total of 61.44% of respondents were male, and the mean age was 60.65 (standard deviation 10.74) years. Internal consistency of the eight-item MMAS (MMAS-8) was adequate (Cronbach’s α =0.68), and one factor was retained (eigenvalue =1.80). IRT analyses suggested that the MMAS-8 was most precise for those with high levels of nonadherence. A significant relationship between variables emerged, whereby each point increase in the level of nonadherence was associated with a 0.21 increase in HbA(1c) (B=0.212, P<0.05). A modest quadratic trend was also observed (B=0.026, P<0.05), indicating that the benefit to HbA(1c) may taper off at high adherence. Each point of nonadherence was associated with a 4.6%, 20.4%, and 20.9% increase in the number of physician visits, emergency room visits, and hospitalizations, respectively. DISCUSSION: This study provides evidence that adherence rates are high among patients with T2D using basal insulin, and the MMAS-8 is a reliable and valid tool to assess adherence. Further, the results suggest that HbA(1c) increases concomitantly with nonadherence, as do poorer health status and health care-resource use. |
format | Online Article Text |
id | pubmed-4069147 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Dove Medical Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-40691472014-06-26 The association between nonadherence and glycated hemoglobin among type 2 diabetes patients using basal insulin analogs DiBonaventura, Marco Wintfeld, Neil Huang, Joanna Goren, Amir Patient Prefer Adherence Original Research BACKGROUND: The main objective of this study was to investigate the relationship between adherence and both clinical (ie, glycated hemoglobin [HbA(1c)]) and nonclinical (ie, health status, work impairment, and health care-resource use) health outcomes among type 2 diabetes (T2D) patients using basal insulin. MATERIALS AND METHODS: The 2012 US National Health and Wellness Survey dataset was used for this study (n=71,141). A total of 1,198 respondents who reported a diagnosis of T2D, were currently using basal insulin, and reported both their HbA(1c) and level of nonadherence were included in the analyses. Classical test theory and item response theory (IRT) analyses were used to provide evidence for the Morisky Medication Adherence Scale (MMAS) in this population. Adherence was then used as a predictor of HbA(1c) and nonclinical outcomes using regression modeling, controlling for demographics and health history. RESULTS: A total of 61.44% of respondents were male, and the mean age was 60.65 (standard deviation 10.74) years. Internal consistency of the eight-item MMAS (MMAS-8) was adequate (Cronbach’s α =0.68), and one factor was retained (eigenvalue =1.80). IRT analyses suggested that the MMAS-8 was most precise for those with high levels of nonadherence. A significant relationship between variables emerged, whereby each point increase in the level of nonadherence was associated with a 0.21 increase in HbA(1c) (B=0.212, P<0.05). A modest quadratic trend was also observed (B=0.026, P<0.05), indicating that the benefit to HbA(1c) may taper off at high adherence. Each point of nonadherence was associated with a 4.6%, 20.4%, and 20.9% increase in the number of physician visits, emergency room visits, and hospitalizations, respectively. DISCUSSION: This study provides evidence that adherence rates are high among patients with T2D using basal insulin, and the MMAS-8 is a reliable and valid tool to assess adherence. Further, the results suggest that HbA(1c) increases concomitantly with nonadherence, as do poorer health status and health care-resource use. Dove Medical Press 2014-06-19 /pmc/articles/PMC4069147/ /pubmed/24971002 http://dx.doi.org/10.2147/PPA.S55550 Text en © 2014 DiBonaventura et al. This work is published by Dove Medical Press Limited, and licensed under Creative Commons Attribution – Non Commercial (unported, v3.0) License The full terms of the License are available at http://creativecommons.org/licenses/by-nc/3.0/. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. |
spellingShingle | Original Research DiBonaventura, Marco Wintfeld, Neil Huang, Joanna Goren, Amir The association between nonadherence and glycated hemoglobin among type 2 diabetes patients using basal insulin analogs |
title | The association between nonadherence and glycated hemoglobin among type 2 diabetes patients using basal insulin analogs |
title_full | The association between nonadherence and glycated hemoglobin among type 2 diabetes patients using basal insulin analogs |
title_fullStr | The association between nonadherence and glycated hemoglobin among type 2 diabetes patients using basal insulin analogs |
title_full_unstemmed | The association between nonadherence and glycated hemoglobin among type 2 diabetes patients using basal insulin analogs |
title_short | The association between nonadherence and glycated hemoglobin among type 2 diabetes patients using basal insulin analogs |
title_sort | association between nonadherence and glycated hemoglobin among type 2 diabetes patients using basal insulin analogs |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4069147/ https://www.ncbi.nlm.nih.gov/pubmed/24971002 http://dx.doi.org/10.2147/PPA.S55550 |
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