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Risk scores to predict decreased glomerular filtration rate at 10 years in an Asian general population
BACKGROUND: Asians have among the highest prevalence of chronic kidney disease (CKD) or end-stage renal disease in the world. A risk score capable of identifying high risk individuals at the primary care level could allow targeted therapy to prevent future development of CKD. Risk scores for new CKD...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5512831/ https://www.ncbi.nlm.nih.gov/pubmed/28716010 http://dx.doi.org/10.1186/s12882-017-0653-z |
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author | Saranburut, Krittika Vathesatogkit, Prin Thongmung, Nisakron Chittamma, Anchalee Vanavanan, Somlak Tangstheanphan, Tuangrat Sritara, Piyamitr Kitiyakara, Chagriya |
author_facet | Saranburut, Krittika Vathesatogkit, Prin Thongmung, Nisakron Chittamma, Anchalee Vanavanan, Somlak Tangstheanphan, Tuangrat Sritara, Piyamitr Kitiyakara, Chagriya |
author_sort | Saranburut, Krittika |
collection | PubMed |
description | BACKGROUND: Asians have among the highest prevalence of chronic kidney disease (CKD) or end-stage renal disease in the world. A risk score capable of identifying high risk individuals at the primary care level could allow targeted therapy to prevent future development of CKD. Risk scores for new CKD have been developed in US general populations, but the impact of various risks factors for development of CKD may differ in Asian subjects. In this study, we aimed to develop risk models and simplified risk scores to predict the development of decreased glomerular filtration rate (GFR) at 10 years in an Asian general population using readily obtainable clinical and laboratory parameters. METHODS: Employees of EGAT (The Electric Generating Authority of Thailand) were studied prospectively. Multivariable logistic regression models were used to assess risk factors and used to derive risk models and risk scores for developing decreased GFR at 10 years: Model 1 (Clinical only), Model 2 (Clinical + Limited laboratory tests), and Model 3 (Clinical + Full laboratory tests). The performance of the risk models or risk scores to predict incident cases with decreased GFR were evaluated by tests of calibration and discrimination. RESULTS: Of 3186 subjects with preserved GFR (eGFR ≥60) at baseline, 271 (8.5%) developed decreased GFR (eGFR < 60) at 10 years. Model 1 (Age, sex, systolic blood pressure, history of diabetes, and waist circumference) had good performance (χ(2) = 9.02; AUC = 0.72). Model 2 (Age, Sex, systolic blood pressure, diabetes, glomerular filtration rate) had better discrimination (χ(2) = 10.87, AUC = 0.79) than Model 1. Model 3 (Model 2+ Uric acid, Hemoglobin) did not provide significant improvement over Model 2. Based on these findings, simplified categorical risk scores were developed for Models 1 and 2. CONCLUSIONS: Clinical or combined clinical and laboratory risk models or risk scores using tests readily available in a resource-limited setting had good accuracy and discrimination power to estimate the 10-year probability of developing decreased GFR in a Thai general population. The benefits of the risk scores in identifying high risk individuals in the Thai or other Asian communities for special intervention requires further studies. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12882-017-0653-z) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5512831 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-55128312017-07-19 Risk scores to predict decreased glomerular filtration rate at 10 years in an Asian general population Saranburut, Krittika Vathesatogkit, Prin Thongmung, Nisakron Chittamma, Anchalee Vanavanan, Somlak Tangstheanphan, Tuangrat Sritara, Piyamitr Kitiyakara, Chagriya BMC Nephrol Research Article BACKGROUND: Asians have among the highest prevalence of chronic kidney disease (CKD) or end-stage renal disease in the world. A risk score capable of identifying high risk individuals at the primary care level could allow targeted therapy to prevent future development of CKD. Risk scores for new CKD have been developed in US general populations, but the impact of various risks factors for development of CKD may differ in Asian subjects. In this study, we aimed to develop risk models and simplified risk scores to predict the development of decreased glomerular filtration rate (GFR) at 10 years in an Asian general population using readily obtainable clinical and laboratory parameters. METHODS: Employees of EGAT (The Electric Generating Authority of Thailand) were studied prospectively. Multivariable logistic regression models were used to assess risk factors and used to derive risk models and risk scores for developing decreased GFR at 10 years: Model 1 (Clinical only), Model 2 (Clinical + Limited laboratory tests), and Model 3 (Clinical + Full laboratory tests). The performance of the risk models or risk scores to predict incident cases with decreased GFR were evaluated by tests of calibration and discrimination. RESULTS: Of 3186 subjects with preserved GFR (eGFR ≥60) at baseline, 271 (8.5%) developed decreased GFR (eGFR < 60) at 10 years. Model 1 (Age, sex, systolic blood pressure, history of diabetes, and waist circumference) had good performance (χ(2) = 9.02; AUC = 0.72). Model 2 (Age, Sex, systolic blood pressure, diabetes, glomerular filtration rate) had better discrimination (χ(2) = 10.87, AUC = 0.79) than Model 1. Model 3 (Model 2+ Uric acid, Hemoglobin) did not provide significant improvement over Model 2. Based on these findings, simplified categorical risk scores were developed for Models 1 and 2. CONCLUSIONS: Clinical or combined clinical and laboratory risk models or risk scores using tests readily available in a resource-limited setting had good accuracy and discrimination power to estimate the 10-year probability of developing decreased GFR in a Thai general population. The benefits of the risk scores in identifying high risk individuals in the Thai or other Asian communities for special intervention requires further studies. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12882-017-0653-z) contains supplementary material, which is available to authorized users. BioMed Central 2017-07-17 /pmc/articles/PMC5512831/ /pubmed/28716010 http://dx.doi.org/10.1186/s12882-017-0653-z Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Saranburut, Krittika Vathesatogkit, Prin Thongmung, Nisakron Chittamma, Anchalee Vanavanan, Somlak Tangstheanphan, Tuangrat Sritara, Piyamitr Kitiyakara, Chagriya Risk scores to predict decreased glomerular filtration rate at 10 years in an Asian general population |
title | Risk scores to predict decreased glomerular filtration rate at 10 years in an Asian general population |
title_full | Risk scores to predict decreased glomerular filtration rate at 10 years in an Asian general population |
title_fullStr | Risk scores to predict decreased glomerular filtration rate at 10 years in an Asian general population |
title_full_unstemmed | Risk scores to predict decreased glomerular filtration rate at 10 years in an Asian general population |
title_short | Risk scores to predict decreased glomerular filtration rate at 10 years in an Asian general population |
title_sort | risk scores to predict decreased glomerular filtration rate at 10 years in an asian general population |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5512831/ https://www.ncbi.nlm.nih.gov/pubmed/28716010 http://dx.doi.org/10.1186/s12882-017-0653-z |
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