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Performance of Risk Assessment Models for Prevalent or Undiagnosed Type 2 Diabetes Mellitus in a Multi-Ethnic Population—The Helius Study
BACKGROUND: Most risk assessment models for type 2 diabetes (T2DM) have been developed in Caucasians and Asians; little is known about their performance in other ethnic groups. OBJECTIVE(S): We aimed to identify existing models for the risk of prevalent or undiagnosed T2DM and externally validate th...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ubiquity Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7880001/ https://www.ncbi.nlm.nih.gov/pubmed/33598393 http://dx.doi.org/10.5334/gh.846 |
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author | Obura, Morgan O. van Valkengoed, Irene GM Rutters, Femke ’t Hart, Leen M. Rauh, Simone P. Moll van Charante, Eric Snijder, Marieke B. Beulens, Joline W.J. |
author_facet | Obura, Morgan O. van Valkengoed, Irene GM Rutters, Femke ’t Hart, Leen M. Rauh, Simone P. Moll van Charante, Eric Snijder, Marieke B. Beulens, Joline W.J. |
author_sort | Obura, Morgan O. |
collection | PubMed |
description | BACKGROUND: Most risk assessment models for type 2 diabetes (T2DM) have been developed in Caucasians and Asians; little is known about their performance in other ethnic groups. OBJECTIVE(S): We aimed to identify existing models for the risk of prevalent or undiagnosed T2DM and externally validate them in a multi-ethnic population currently living in the Netherlands. METHODS: A literature search to identify risk assessment models for prevalent or undiagnosed T2DM was performed in PubMed until December 2017. We validated these models in 4,547 Dutch, 3,035 South Asian Surinamese, 4,119 African Surinamese, 2,326 Ghanaian, 3,598 Turkish, and 3,894 Moroccan origin participants from the HELIUS (Healthy LIfe in an Urban Setting) cohort study performed in Amsterdam. Model performance was assessed in terms of discrimination (C-statistic) and calibration (Hosmer-Lemeshow test). We identified 25 studies containing 29 models for prevalent or undiagnosed T2DM. C-statistics varied between 0.77–0.92 in Dutch, 0.66–0.83 in South Asian Surinamese, 0.70–0.82 in African Surinamese, 0.61–0.81 in Ghanaian, 0.69–0.86 in Turkish, and 0.69–0.87 in the Moroccan populations. The C-statistics were generally lower among the South Asian Surinamese, African Surinamese, and Ghanaian populations and highest among the Dutch. Calibration was poor (Hosmer-Lemeshow p < 0.05) for all models except one. CONCLUSIONS: Generally, risk models for prevalent or undiagnosed T2DM show moderate to good discriminatory ability in different ethnic populations living in the Netherlands, but poor calibration. Therefore, these models should be recalibrated before use in clinical practice and should be adapted to the situation of the population they are intended to be used in. |
format | Online Article Text |
id | pubmed-7880001 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Ubiquity Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-78800012021-02-16 Performance of Risk Assessment Models for Prevalent or Undiagnosed Type 2 Diabetes Mellitus in a Multi-Ethnic Population—The Helius Study Obura, Morgan O. van Valkengoed, Irene GM Rutters, Femke ’t Hart, Leen M. Rauh, Simone P. Moll van Charante, Eric Snijder, Marieke B. Beulens, Joline W.J. Glob Heart Original Research BACKGROUND: Most risk assessment models for type 2 diabetes (T2DM) have been developed in Caucasians and Asians; little is known about their performance in other ethnic groups. OBJECTIVE(S): We aimed to identify existing models for the risk of prevalent or undiagnosed T2DM and externally validate them in a multi-ethnic population currently living in the Netherlands. METHODS: A literature search to identify risk assessment models for prevalent or undiagnosed T2DM was performed in PubMed until December 2017. We validated these models in 4,547 Dutch, 3,035 South Asian Surinamese, 4,119 African Surinamese, 2,326 Ghanaian, 3,598 Turkish, and 3,894 Moroccan origin participants from the HELIUS (Healthy LIfe in an Urban Setting) cohort study performed in Amsterdam. Model performance was assessed in terms of discrimination (C-statistic) and calibration (Hosmer-Lemeshow test). We identified 25 studies containing 29 models for prevalent or undiagnosed T2DM. C-statistics varied between 0.77–0.92 in Dutch, 0.66–0.83 in South Asian Surinamese, 0.70–0.82 in African Surinamese, 0.61–0.81 in Ghanaian, 0.69–0.86 in Turkish, and 0.69–0.87 in the Moroccan populations. The C-statistics were generally lower among the South Asian Surinamese, African Surinamese, and Ghanaian populations and highest among the Dutch. Calibration was poor (Hosmer-Lemeshow p < 0.05) for all models except one. CONCLUSIONS: Generally, risk models for prevalent or undiagnosed T2DM show moderate to good discriminatory ability in different ethnic populations living in the Netherlands, but poor calibration. Therefore, these models should be recalibrated before use in clinical practice and should be adapted to the situation of the population they are intended to be used in. Ubiquity Press 2021-02-12 /pmc/articles/PMC7880001/ /pubmed/33598393 http://dx.doi.org/10.5334/gh.846 Text en Copyright: © 2021 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Original Research Obura, Morgan O. van Valkengoed, Irene GM Rutters, Femke ’t Hart, Leen M. Rauh, Simone P. Moll van Charante, Eric Snijder, Marieke B. Beulens, Joline W.J. Performance of Risk Assessment Models for Prevalent or Undiagnosed Type 2 Diabetes Mellitus in a Multi-Ethnic Population—The Helius Study |
title | Performance of Risk Assessment Models for Prevalent or Undiagnosed Type 2 Diabetes Mellitus in a Multi-Ethnic Population—The Helius Study |
title_full | Performance of Risk Assessment Models for Prevalent or Undiagnosed Type 2 Diabetes Mellitus in a Multi-Ethnic Population—The Helius Study |
title_fullStr | Performance of Risk Assessment Models for Prevalent or Undiagnosed Type 2 Diabetes Mellitus in a Multi-Ethnic Population—The Helius Study |
title_full_unstemmed | Performance of Risk Assessment Models for Prevalent or Undiagnosed Type 2 Diabetes Mellitus in a Multi-Ethnic Population—The Helius Study |
title_short | Performance of Risk Assessment Models for Prevalent or Undiagnosed Type 2 Diabetes Mellitus in a Multi-Ethnic Population—The Helius Study |
title_sort | performance of risk assessment models for prevalent or undiagnosed type 2 diabetes mellitus in a multi-ethnic population—the helius study |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7880001/ https://www.ncbi.nlm.nih.gov/pubmed/33598393 http://dx.doi.org/10.5334/gh.846 |
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