Cargando…
Type 2 diabetes in Vietnam: a cross-sectional, prevalence-based cost-of-illness study
BACKGROUND: According to the International Diabetes Federation, total global health care expenditures for diabetes tripled between 2003 and 2013 because of increases in the number of people with diabetes as well as in the average expenditures per patient. This study aims to provide accurate and time...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove Medical Press
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5587014/ https://www.ncbi.nlm.nih.gov/pubmed/28919795 http://dx.doi.org/10.2147/DMSO.S145152 |
_version_ | 1783261927935311872 |
---|---|
author | Le, Nguyen Tu Dang Dinh Pham, Luyen Quang Vo, Trung |
author_facet | Le, Nguyen Tu Dang Dinh Pham, Luyen Quang Vo, Trung |
author_sort | Le, Nguyen Tu Dang |
collection | PubMed |
description | BACKGROUND: According to the International Diabetes Federation, total global health care expenditures for diabetes tripled between 2003 and 2013 because of increases in the number of people with diabetes as well as in the average expenditures per patient. This study aims to provide accurate and timely information about the economic impacts of type 2 diabetes mellitus (T2DM) in Vietnam. METHOD: The cost-of-illness estimates followed a prospective, prevalence-based approach from the societal perspective of T2DM with 392 selected diabetic patients who received treatment from a public hospital in Ho Chi Minh City, Vietnam, during the 2016 fiscal year. RESULTS: In this study, the annual cost per patient estimate was US $246.10 (95% CI 228.3, 267.2) for 392 patients, which accounted for about 12% (95% CI 11, 13) of the gross domestic product per capita in 2017. That includes US $127.30, US $34.40 and US $84.40 for direct medical costs, direct nonmedical expenditures, and indirect costs, respectively. The cost of pharmaceuticals accounted for the bulk of total expenditures in our study (27.5% of total costs and 53.2% of direct medical costs). A bootstrap analysis showed that female patients had a higher cost of treatment than men at US $48.90 (95% CI 3.1, 95.0); those who received insulin and oral antidiabetics (OAD) also had a statistically significant higher cost of treatment compared to those receiving OAD, US $445.90 (95% CI 181.2, 690.6). The Gradient Boosting Regression (Ensemble method) and Lasso Regression (Generalized Linear Models) were determined to be the best models to predict the cost of T2DM (R(2)=65.3, mean square error [MSE]=0.94; and R(2)=64.75, MSE=0.96, respectively). CONCLUSION: The findings of this study serve as a reference for policy decision making in diabetes management as well as adjustment of costs for patients in order to reduce the economic impact of the disease. |
format | Online Article Text |
id | pubmed-5587014 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Dove Medical Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-55870142017-09-15 Type 2 diabetes in Vietnam: a cross-sectional, prevalence-based cost-of-illness study Le, Nguyen Tu Dang Dinh Pham, Luyen Quang Vo, Trung Diabetes Metab Syndr Obes Original Research BACKGROUND: According to the International Diabetes Federation, total global health care expenditures for diabetes tripled between 2003 and 2013 because of increases in the number of people with diabetes as well as in the average expenditures per patient. This study aims to provide accurate and timely information about the economic impacts of type 2 diabetes mellitus (T2DM) in Vietnam. METHOD: The cost-of-illness estimates followed a prospective, prevalence-based approach from the societal perspective of T2DM with 392 selected diabetic patients who received treatment from a public hospital in Ho Chi Minh City, Vietnam, during the 2016 fiscal year. RESULTS: In this study, the annual cost per patient estimate was US $246.10 (95% CI 228.3, 267.2) for 392 patients, which accounted for about 12% (95% CI 11, 13) of the gross domestic product per capita in 2017. That includes US $127.30, US $34.40 and US $84.40 for direct medical costs, direct nonmedical expenditures, and indirect costs, respectively. The cost of pharmaceuticals accounted for the bulk of total expenditures in our study (27.5% of total costs and 53.2% of direct medical costs). A bootstrap analysis showed that female patients had a higher cost of treatment than men at US $48.90 (95% CI 3.1, 95.0); those who received insulin and oral antidiabetics (OAD) also had a statistically significant higher cost of treatment compared to those receiving OAD, US $445.90 (95% CI 181.2, 690.6). The Gradient Boosting Regression (Ensemble method) and Lasso Regression (Generalized Linear Models) were determined to be the best models to predict the cost of T2DM (R(2)=65.3, mean square error [MSE]=0.94; and R(2)=64.75, MSE=0.96, respectively). CONCLUSION: The findings of this study serve as a reference for policy decision making in diabetes management as well as adjustment of costs for patients in order to reduce the economic impact of the disease. Dove Medical Press 2017-08-29 /pmc/articles/PMC5587014/ /pubmed/28919795 http://dx.doi.org/10.2147/DMSO.S145152 Text en © 2017 Le et al. This work is published and licensed by Dove Medical Press Limited The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/). By accessing the work you hereby accept the Terms. 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 Le, Nguyen Tu Dang Dinh Pham, Luyen Quang Vo, Trung Type 2 diabetes in Vietnam: a cross-sectional, prevalence-based cost-of-illness study |
title | Type 2 diabetes in Vietnam: a cross-sectional, prevalence-based cost-of-illness study |
title_full | Type 2 diabetes in Vietnam: a cross-sectional, prevalence-based cost-of-illness study |
title_fullStr | Type 2 diabetes in Vietnam: a cross-sectional, prevalence-based cost-of-illness study |
title_full_unstemmed | Type 2 diabetes in Vietnam: a cross-sectional, prevalence-based cost-of-illness study |
title_short | Type 2 diabetes in Vietnam: a cross-sectional, prevalence-based cost-of-illness study |
title_sort | type 2 diabetes in vietnam: a cross-sectional, prevalence-based cost-of-illness study |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5587014/ https://www.ncbi.nlm.nih.gov/pubmed/28919795 http://dx.doi.org/10.2147/DMSO.S145152 |
work_keys_str_mv | AT lenguyentudang type2diabetesinvietnamacrosssectionalprevalencebasedcostofillnessstudy AT dinhphamluyen type2diabetesinvietnamacrosssectionalprevalencebasedcostofillnessstudy AT quangvotrung type2diabetesinvietnamacrosssectionalprevalencebasedcostofillnessstudy |