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Early Prediction of Gestational Diabetes Mellitus in Vietnam: Clinical impact of currently recommended diagnostic criteria
OBJECTIVE: We aimed to compare the discriminative power of prognostic models for early prediction of women at risk for the development of gestational diabetes mellitus (GDM) using four currently recommended diagnostic criteria based on the 75-g oral glucose tolerance test (OGTT). We also described t...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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American Diabetes Association
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3579359/ https://www.ncbi.nlm.nih.gov/pubmed/23160727 http://dx.doi.org/10.2337/dc12-1418 |
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author | Tran, Thach S. Hirst, Jane E. Do, My An T. Morris, Jonathan M. Jeffery, Heather E. |
author_facet | Tran, Thach S. Hirst, Jane E. Do, My An T. Morris, Jonathan M. Jeffery, Heather E. |
author_sort | Tran, Thach S. |
collection | PubMed |
description | OBJECTIVE: We aimed to compare the discriminative power of prognostic models for early prediction of women at risk for the development of gestational diabetes mellitus (GDM) using four currently recommended diagnostic criteria based on the 75-g oral glucose tolerance test (OGTT). We also described the potential effect of application of the models into clinical practice. RESEARCH DESIGN AND METHODS: A prospective cross-sectional study of 2,772 pregnant women was conducted at a referral maternity center in Vietnam. GDM was determined by the American Diabetes Association (ADA), International Association of the Diabetes and Pregnancy Study Groups (IADPSG), Australasian Diabetes in Pregnancy Society (ADIPS), and World Health Organization (WHO) criteria. Prognostic models were developed using the Bayesian model averaging approach, and discriminative power was assessed by area under the curve. Different thresholds of predicted risk of developing GDM were applied to describe the clinical impact of the diagnostic criteria. RESULTS: The magnitude of GDM varied substantially by the diagnostic criteria: 5.9% (ADA), 20.4% (IADPSG), 20.8% (ADIPS), and 24.3% (WHO). The ADA prognostic model, consisting of age and BMI at booking, had the best discriminative power (area under the curve of 0.71) and the most favorable cost-effective ratio if implemented in clinical practice. Selective screening of women for GDM using the ADA model with a risk threshold of 3% gave 93% sensitivity for identification of women with GDM with a 27% reduction in the number of OGTTs required. CONCLUSIONS: A simple prognostic model using age and BMI at booking could be used for selective screening of GDM in Vietnam and in other low- and middle-income settings. |
format | Online Article Text |
id | pubmed-3579359 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | American Diabetes Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-35793592014-03-01 Early Prediction of Gestational Diabetes Mellitus in Vietnam: Clinical impact of currently recommended diagnostic criteria Tran, Thach S. Hirst, Jane E. Do, My An T. Morris, Jonathan M. Jeffery, Heather E. Diabetes Care Original Research OBJECTIVE: We aimed to compare the discriminative power of prognostic models for early prediction of women at risk for the development of gestational diabetes mellitus (GDM) using four currently recommended diagnostic criteria based on the 75-g oral glucose tolerance test (OGTT). We also described the potential effect of application of the models into clinical practice. RESEARCH DESIGN AND METHODS: A prospective cross-sectional study of 2,772 pregnant women was conducted at a referral maternity center in Vietnam. GDM was determined by the American Diabetes Association (ADA), International Association of the Diabetes and Pregnancy Study Groups (IADPSG), Australasian Diabetes in Pregnancy Society (ADIPS), and World Health Organization (WHO) criteria. Prognostic models were developed using the Bayesian model averaging approach, and discriminative power was assessed by area under the curve. Different thresholds of predicted risk of developing GDM were applied to describe the clinical impact of the diagnostic criteria. RESULTS: The magnitude of GDM varied substantially by the diagnostic criteria: 5.9% (ADA), 20.4% (IADPSG), 20.8% (ADIPS), and 24.3% (WHO). The ADA prognostic model, consisting of age and BMI at booking, had the best discriminative power (area under the curve of 0.71) and the most favorable cost-effective ratio if implemented in clinical practice. Selective screening of women for GDM using the ADA model with a risk threshold of 3% gave 93% sensitivity for identification of women with GDM with a 27% reduction in the number of OGTTs required. CONCLUSIONS: A simple prognostic model using age and BMI at booking could be used for selective screening of GDM in Vietnam and in other low- and middle-income settings. American Diabetes Association 2013-03 2013-02-13 /pmc/articles/PMC3579359/ /pubmed/23160727 http://dx.doi.org/10.2337/dc12-1418 Text en © 2013 by the American Diabetes Association. Readers may use this article as long as the work is properly cited, the use is educational and not for profit, and the work is not altered. See http://creativecommons.org/licenses/by-nc-nd/3.0/ for details. |
spellingShingle | Original Research Tran, Thach S. Hirst, Jane E. Do, My An T. Morris, Jonathan M. Jeffery, Heather E. Early Prediction of Gestational Diabetes Mellitus in Vietnam: Clinical impact of currently recommended diagnostic criteria |
title | Early Prediction of Gestational Diabetes Mellitus in Vietnam: Clinical impact of currently recommended diagnostic criteria |
title_full | Early Prediction of Gestational Diabetes Mellitus in Vietnam: Clinical impact of currently recommended diagnostic criteria |
title_fullStr | Early Prediction of Gestational Diabetes Mellitus in Vietnam: Clinical impact of currently recommended diagnostic criteria |
title_full_unstemmed | Early Prediction of Gestational Diabetes Mellitus in Vietnam: Clinical impact of currently recommended diagnostic criteria |
title_short | Early Prediction of Gestational Diabetes Mellitus in Vietnam: Clinical impact of currently recommended diagnostic criteria |
title_sort | early prediction of gestational diabetes mellitus in vietnam: clinical impact of currently recommended diagnostic criteria |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3579359/ https://www.ncbi.nlm.nih.gov/pubmed/23160727 http://dx.doi.org/10.2337/dc12-1418 |
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