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External Validation of International Risk-Prediction Models of IgA Nephropathy in an Asian-Caucasian Cohort
INTRODUCTION: Two prediction models for IgA nephropathy (IgAN) using clinical variables and the Oxford MEST scores were developed and validated in 2 multiethnic cohorts. Additional external validation is required. METHODS: Biopsy-proven Chinese and Argentinian patients with IgAN were included. The p...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7572322/ https://www.ncbi.nlm.nih.gov/pubmed/33102968 http://dx.doi.org/10.1016/j.ekir.2020.07.036 |
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author | Zhang, Yuemiao Guo, Ling Wang, Zi Wang, Jinwei Er, Lee Barbour, Sean J. Trimarchi, Hernan Lv, Jicheng Zhang, Hong |
author_facet | Zhang, Yuemiao Guo, Ling Wang, Zi Wang, Jinwei Er, Lee Barbour, Sean J. Trimarchi, Hernan Lv, Jicheng Zhang, Hong |
author_sort | Zhang, Yuemiao |
collection | PubMed |
description | INTRODUCTION: Two prediction models for IgA nephropathy (IgAN) using clinical variables and the Oxford MEST scores were developed and validated in 2 multiethnic cohorts. Additional external validation is required. METHODS: Biopsy-proven Chinese and Argentinian patients with IgAN were included. The primary outcome was defined as a 50% decline in estimated glomerular filtration rate (eGFR) or end-stage renal disease. C-statistics and stratified analyses were used for model discrimination, coefficient of determination (R(2)(D)) for model fit, and calibration plots for model calibration. Baseline survival function was also evaluated. RESULTS: A total of 1275 patients were enrolled, with a mean age of 34 (interquartile range: 27–42) years, 50% of whom (638 of 1275) were men. Use of renin-angiotensin system blockers was higher than in previously reported cohorts, whereas other variables were comparable. The C-statistic of the models was 0.81, and R(2)(D) was higher than reported. Survival curves in the subgroups (<16th, ∼16th to <50th, ∼50th to <84th, and ≥84th percentiles of linear predictor) were well separated. Most of the predictor variables, including hazard ratio, predicted 5-year risk, and eGFR decline slope, were worse with risk increasing. The baseline survival function was comparable in our cohort and the reported cohorts. The calibration was acceptable for the full model without race. However, the risk probability over 3 years was overestimated in the full model with race included. CONCLUSION: The prediction models showed good performance on personalized risk assessment, which may be used as drug-specific, precision-medicine approaches to treatment decisionmaking. |
format | Online Article Text |
id | pubmed-7572322 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-75723222020-10-23 External Validation of International Risk-Prediction Models of IgA Nephropathy in an Asian-Caucasian Cohort Zhang, Yuemiao Guo, Ling Wang, Zi Wang, Jinwei Er, Lee Barbour, Sean J. Trimarchi, Hernan Lv, Jicheng Zhang, Hong Kidney Int Rep Clinical Research INTRODUCTION: Two prediction models for IgA nephropathy (IgAN) using clinical variables and the Oxford MEST scores were developed and validated in 2 multiethnic cohorts. Additional external validation is required. METHODS: Biopsy-proven Chinese and Argentinian patients with IgAN were included. The primary outcome was defined as a 50% decline in estimated glomerular filtration rate (eGFR) or end-stage renal disease. C-statistics and stratified analyses were used for model discrimination, coefficient of determination (R(2)(D)) for model fit, and calibration plots for model calibration. Baseline survival function was also evaluated. RESULTS: A total of 1275 patients were enrolled, with a mean age of 34 (interquartile range: 27–42) years, 50% of whom (638 of 1275) were men. Use of renin-angiotensin system blockers was higher than in previously reported cohorts, whereas other variables were comparable. The C-statistic of the models was 0.81, and R(2)(D) was higher than reported. Survival curves in the subgroups (<16th, ∼16th to <50th, ∼50th to <84th, and ≥84th percentiles of linear predictor) were well separated. Most of the predictor variables, including hazard ratio, predicted 5-year risk, and eGFR decline slope, were worse with risk increasing. The baseline survival function was comparable in our cohort and the reported cohorts. The calibration was acceptable for the full model without race. However, the risk probability over 3 years was overestimated in the full model with race included. CONCLUSION: The prediction models showed good performance on personalized risk assessment, which may be used as drug-specific, precision-medicine approaches to treatment decisionmaking. Elsevier 2020-08-07 /pmc/articles/PMC7572322/ /pubmed/33102968 http://dx.doi.org/10.1016/j.ekir.2020.07.036 Text en © 2020 International Society of Nephrology. Published by Elsevier Inc. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Clinical Research Zhang, Yuemiao Guo, Ling Wang, Zi Wang, Jinwei Er, Lee Barbour, Sean J. Trimarchi, Hernan Lv, Jicheng Zhang, Hong External Validation of International Risk-Prediction Models of IgA Nephropathy in an Asian-Caucasian Cohort |
title | External Validation of International Risk-Prediction Models of IgA Nephropathy in an Asian-Caucasian Cohort |
title_full | External Validation of International Risk-Prediction Models of IgA Nephropathy in an Asian-Caucasian Cohort |
title_fullStr | External Validation of International Risk-Prediction Models of IgA Nephropathy in an Asian-Caucasian Cohort |
title_full_unstemmed | External Validation of International Risk-Prediction Models of IgA Nephropathy in an Asian-Caucasian Cohort |
title_short | External Validation of International Risk-Prediction Models of IgA Nephropathy in an Asian-Caucasian Cohort |
title_sort | external validation of international risk-prediction models of iga nephropathy in an asian-caucasian cohort |
topic | Clinical Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7572322/ https://www.ncbi.nlm.nih.gov/pubmed/33102968 http://dx.doi.org/10.1016/j.ekir.2020.07.036 |
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