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Temporal validation of the MMCD score to predict kidney replacement therapy and in-hospital mortality in COVID-19 patients
BACKGROUND: Acute kidney injury has been described as a common complication in patients hospitalized with COVID-19, which may lead to the need for kidney replacement therapy (KRT) in its most severe forms. Our group developed and validated the MMCD score in Brazilian COVID-19 patients to predict KRT...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10552198/ https://www.ncbi.nlm.nih.gov/pubmed/37794354 http://dx.doi.org/10.1186/s12882-023-03341-9 |
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author | das Graças José Ventura, Vanessa Pereira, Polianna Delfino Pires, Magda Carvalho Asevedo, Alisson Alves de Oliveira Jorge, Alzira dos Santos, Ana Carolina Pitanga de Moura Costa, André Soares dos Reis Gomes, Angélica Gomides Lima, Beatriz Figueiredo Pessoa, Bruno Porto Cimini, Christiane Corrêa Rodrigues de Andrade, Claudio Moisés Valiense Ponce, Daniela Rios, Danyelle Romana Alves Pereira, Elayne Crestani Manenti, Euler Roberto Fernandes de Almeida Cenci, Evelin Paola Costa, Felício Roberto Anschau, Fernando Aranha, Fernando Graça Vigil, Flavia Maria Borges Bartolazzi, Frederico Aguiar, Gabriella Genta Grizende, Genna Maira Santos Batista, Joanna d’Arc Lyra Neves, João Victor Baroni Ruschel, Karen Brasil do Nascimento, Letícia de Oliveira, Lucas Moyses Carvalho Kopittke, Luciane de Castro, Luís César Sacioto, Manuela Furtado Carneiro, Marcelo Gonçalves, Marcos André Bicalho, Maria Aparecida Camargos da Paula Sordi, Mônica Aparecida da Cunha Severino Sampaio, Natália Paraíso, Pedro Gibson Menezes, Rochele Mosmann Araújo, Silvia Ferreira de Assis, Vivian Costa Morais de Paula Farah, Katia Marcolino, Milena Soriano |
author_facet | das Graças José Ventura, Vanessa Pereira, Polianna Delfino Pires, Magda Carvalho Asevedo, Alisson Alves de Oliveira Jorge, Alzira dos Santos, Ana Carolina Pitanga de Moura Costa, André Soares dos Reis Gomes, Angélica Gomides Lima, Beatriz Figueiredo Pessoa, Bruno Porto Cimini, Christiane Corrêa Rodrigues de Andrade, Claudio Moisés Valiense Ponce, Daniela Rios, Danyelle Romana Alves Pereira, Elayne Crestani Manenti, Euler Roberto Fernandes de Almeida Cenci, Evelin Paola Costa, Felício Roberto Anschau, Fernando Aranha, Fernando Graça Vigil, Flavia Maria Borges Bartolazzi, Frederico Aguiar, Gabriella Genta Grizende, Genna Maira Santos Batista, Joanna d’Arc Lyra Neves, João Victor Baroni Ruschel, Karen Brasil do Nascimento, Letícia de Oliveira, Lucas Moyses Carvalho Kopittke, Luciane de Castro, Luís César Sacioto, Manuela Furtado Carneiro, Marcelo Gonçalves, Marcos André Bicalho, Maria Aparecida Camargos da Paula Sordi, Mônica Aparecida da Cunha Severino Sampaio, Natália Paraíso, Pedro Gibson Menezes, Rochele Mosmann Araújo, Silvia Ferreira de Assis, Vivian Costa Morais de Paula Farah, Katia Marcolino, Milena Soriano |
author_sort | das Graças José Ventura, Vanessa |
collection | PubMed |
description | BACKGROUND: Acute kidney injury has been described as a common complication in patients hospitalized with COVID-19, which may lead to the need for kidney replacement therapy (KRT) in its most severe forms. Our group developed and validated the MMCD score in Brazilian COVID-19 patients to predict KRT, which showed excellent performance using data from 2020. This study aimed to validate the MMCD score in a large cohort of patients hospitalized with COVID-19 in a different pandemic phase and assess its performance to predict in-hospital mortality. METHODS: This study is part of the “Brazilian COVID-19 Registry”, a retrospective observational cohort of consecutive patients hospitalized for laboratory-confirmed COVID-19 in 25 Brazilian hospitals between March 2021 and August 2022. The primary outcome was KRT during hospitalization and the secondary was in-hospital mortality. We also searched literature for other prediction models for KRT, to assess the results in our database. Performance was assessed using area under the receiving operator characteristic curve (AUROC) and the Brier score. RESULTS: A total of 9422 patients were included, 53.8% were men, with a median age of 59 (IQR 48–70) years old. The incidence of KRT was 8.8% and in-hospital mortality was 18.1%. The MMCD score had excellent discrimination and overall performance to predict KRT (AUROC: 0.916 [95% CI 0.909–0.924]; Brier score = 0.057). Despite the excellent discrimination and overall performance (AUROC: 0.922 [95% CI 0.914–0.929]; Brier score = 0.100), the calibration was not satisfactory concerning in-hospital mortality. A random forest model was applied in the database, with inferior performance to predict KRT requirement (AUROC: 0.71 [95% CI 0.69–0.73]). CONCLUSION: The MMCD score is not appropriate for in-hospital mortality but demonstrates an excellent predictive ability to predict KRT in COVID-19 patients. The instrument is low cost, objective, fast and accurate, and can contribute to supporting clinical decisions in the efficient allocation of assistance resources in patients with COVID-19. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12882-023-03341-9. |
format | Online Article Text |
id | pubmed-10552198 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-105521982023-10-06 Temporal validation of the MMCD score to predict kidney replacement therapy and in-hospital mortality in COVID-19 patients das Graças José Ventura, Vanessa Pereira, Polianna Delfino Pires, Magda Carvalho Asevedo, Alisson Alves de Oliveira Jorge, Alzira dos Santos, Ana Carolina Pitanga de Moura Costa, André Soares dos Reis Gomes, Angélica Gomides Lima, Beatriz Figueiredo Pessoa, Bruno Porto Cimini, Christiane Corrêa Rodrigues de Andrade, Claudio Moisés Valiense Ponce, Daniela Rios, Danyelle Romana Alves Pereira, Elayne Crestani Manenti, Euler Roberto Fernandes de Almeida Cenci, Evelin Paola Costa, Felício Roberto Anschau, Fernando Aranha, Fernando Graça Vigil, Flavia Maria Borges Bartolazzi, Frederico Aguiar, Gabriella Genta Grizende, Genna Maira Santos Batista, Joanna d’Arc Lyra Neves, João Victor Baroni Ruschel, Karen Brasil do Nascimento, Letícia de Oliveira, Lucas Moyses Carvalho Kopittke, Luciane de Castro, Luís César Sacioto, Manuela Furtado Carneiro, Marcelo Gonçalves, Marcos André Bicalho, Maria Aparecida Camargos da Paula Sordi, Mônica Aparecida da Cunha Severino Sampaio, Natália Paraíso, Pedro Gibson Menezes, Rochele Mosmann Araújo, Silvia Ferreira de Assis, Vivian Costa Morais de Paula Farah, Katia Marcolino, Milena Soriano BMC Nephrol Research BACKGROUND: Acute kidney injury has been described as a common complication in patients hospitalized with COVID-19, which may lead to the need for kidney replacement therapy (KRT) in its most severe forms. Our group developed and validated the MMCD score in Brazilian COVID-19 patients to predict KRT, which showed excellent performance using data from 2020. This study aimed to validate the MMCD score in a large cohort of patients hospitalized with COVID-19 in a different pandemic phase and assess its performance to predict in-hospital mortality. METHODS: This study is part of the “Brazilian COVID-19 Registry”, a retrospective observational cohort of consecutive patients hospitalized for laboratory-confirmed COVID-19 in 25 Brazilian hospitals between March 2021 and August 2022. The primary outcome was KRT during hospitalization and the secondary was in-hospital mortality. We also searched literature for other prediction models for KRT, to assess the results in our database. Performance was assessed using area under the receiving operator characteristic curve (AUROC) and the Brier score. RESULTS: A total of 9422 patients were included, 53.8% were men, with a median age of 59 (IQR 48–70) years old. The incidence of KRT was 8.8% and in-hospital mortality was 18.1%. The MMCD score had excellent discrimination and overall performance to predict KRT (AUROC: 0.916 [95% CI 0.909–0.924]; Brier score = 0.057). Despite the excellent discrimination and overall performance (AUROC: 0.922 [95% CI 0.914–0.929]; Brier score = 0.100), the calibration was not satisfactory concerning in-hospital mortality. A random forest model was applied in the database, with inferior performance to predict KRT requirement (AUROC: 0.71 [95% CI 0.69–0.73]). CONCLUSION: The MMCD score is not appropriate for in-hospital mortality but demonstrates an excellent predictive ability to predict KRT in COVID-19 patients. The instrument is low cost, objective, fast and accurate, and can contribute to supporting clinical decisions in the efficient allocation of assistance resources in patients with COVID-19. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12882-023-03341-9. BioMed Central 2023-10-04 /pmc/articles/PMC10552198/ /pubmed/37794354 http://dx.doi.org/10.1186/s12882-023-03341-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research das Graças José Ventura, Vanessa Pereira, Polianna Delfino Pires, Magda Carvalho Asevedo, Alisson Alves de Oliveira Jorge, Alzira dos Santos, Ana Carolina Pitanga de Moura Costa, André Soares dos Reis Gomes, Angélica Gomides Lima, Beatriz Figueiredo Pessoa, Bruno Porto Cimini, Christiane Corrêa Rodrigues de Andrade, Claudio Moisés Valiense Ponce, Daniela Rios, Danyelle Romana Alves Pereira, Elayne Crestani Manenti, Euler Roberto Fernandes de Almeida Cenci, Evelin Paola Costa, Felício Roberto Anschau, Fernando Aranha, Fernando Graça Vigil, Flavia Maria Borges Bartolazzi, Frederico Aguiar, Gabriella Genta Grizende, Genna Maira Santos Batista, Joanna d’Arc Lyra Neves, João Victor Baroni Ruschel, Karen Brasil do Nascimento, Letícia de Oliveira, Lucas Moyses Carvalho Kopittke, Luciane de Castro, Luís César Sacioto, Manuela Furtado Carneiro, Marcelo Gonçalves, Marcos André Bicalho, Maria Aparecida Camargos da Paula Sordi, Mônica Aparecida da Cunha Severino Sampaio, Natália Paraíso, Pedro Gibson Menezes, Rochele Mosmann Araújo, Silvia Ferreira de Assis, Vivian Costa Morais de Paula Farah, Katia Marcolino, Milena Soriano Temporal validation of the MMCD score to predict kidney replacement therapy and in-hospital mortality in COVID-19 patients |
title | Temporal validation of the MMCD score to predict kidney replacement therapy and in-hospital mortality in COVID-19 patients |
title_full | Temporal validation of the MMCD score to predict kidney replacement therapy and in-hospital mortality in COVID-19 patients |
title_fullStr | Temporal validation of the MMCD score to predict kidney replacement therapy and in-hospital mortality in COVID-19 patients |
title_full_unstemmed | Temporal validation of the MMCD score to predict kidney replacement therapy and in-hospital mortality in COVID-19 patients |
title_short | Temporal validation of the MMCD score to predict kidney replacement therapy and in-hospital mortality in COVID-19 patients |
title_sort | temporal validation of the mmcd score to predict kidney replacement therapy and in-hospital mortality in covid-19 patients |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10552198/ https://www.ncbi.nlm.nih.gov/pubmed/37794354 http://dx.doi.org/10.1186/s12882-023-03341-9 |
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