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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.
Affiliation
  • das Graças José Ventura V; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil. nessachesed@yahoo.com.br.
  • Pereira PD; Department of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil.
  • Pires MC; Institute for Health Technology Assessment (IATS/ CNPq), R. Ramiro Barcelos, 2359, Porto Alegre, Brazil.
  • Asevedo AA; Department of Statistics, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil.
  • de Oliveira Jorge A; Universidade Federal Dos Vales Do Jequitinhonha E Mucuri (UFVJM), R. Cruzeiro, 01. , Teófilo Otoni, Minas Gerais, Brazil.
  • Dos Santos ACP; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil.
  • de Moura Costa AS; Hospital Risoleta Tolentino Neves, R. das Gabirobas, 01, Belo Horizonte, Brazil.
  • Dos Reis Gomes AG; Faculdade de Ciências Médicas de Minas Gerais, Al. Ezequiel Dias, 275, Belo Horizonte, Minas Gerais, Brazil.
  • Lima BF; Hospitais da Rede Mater Dei, Av. Do Contorno, 9000, Belo Horizonte, Brazil.
  • Pessoa BP; Hospitais da Rede Mater Dei, Av. Do Contorno, 9000, Belo Horizonte, Brazil.
  • Cimini CCR; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil.
  • de Andrade CMV; Hospital Metropolitano Odilon Behrens, R. Formiga, 50, Belo Horizonte, Brazil.
  • Ponce D; Hospital Júlia Kubitschek, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil.
  • Rios DRA; Universidade Federal Dos Vales Do Jequitinhonha E Mucuri (UFVJM), R. Cruzeiro, 01. , Teófilo Otoni, Minas Gerais, Brazil.
  • Pereira EC; Hospital Santa Rosália, R. Do Cruzeiro, 01, Teófilo Otoni, Brazil.
  • Manenti ERF; Computer Science Department, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil.
  • de Almeida Cenci EP; Botucatu Medical School, Universidade Estadual Paulista "Júlio de Mesquita Filho", Av. Prof. Mário Rubens Guimarães Montenegro, Botucatu, Brazil.
  • Costa FR; Hospital São João de Deus (Fundação Geraldo Correa), R. Do Cobre, 800, Divinópolis, Brazil.
  • Anschau F; Hospital SOS Cárdio, Rod. SC-401, 121, Florianópolis, Brazil.
  • Aranha FG; Hospital Mãe de Deus, R. José de Alencar, 286, Porto Alegre, Brazil.
  • Vigil FMB; Hospital Universitário Canoas, Av. Farroupilha, 8001, Canoas, Brazil.
  • Bartolazzi F; Hospital Metropolitano Odilon Behrens, R. Formiga, 50, Belo Horizonte, Brazil.
  • Aguiar GG; Hospital Nossa Senhora da Conceição, Av. Francisco Trein, 326, Porto Alegre, Brazil.
  • Grizende GMS; Hospital SOS Cárdio, Rod. SC-401, 121, Florianópolis, Brazil.
  • Batista JDL; Hospital Metropolitano Doutor Célio de Castro, R. Dona Luiza, 311, Belo Horizonte, Brazil.
  • Neves JVB; Hospital Santo Antônio, Pç. Dr. Márcio Carvalho Lopes Filho, 501, Curvelo, Brazil.
  • Ruschel KB; Universidade José Do Rosário Vellano (UNIFENAS), R. Boaventura, 50, Belo Horizonte, Brazil.
  • do Nascimento L; Santa Casa de Misericórdia de Belo Horizonte, Av. Francisco Sales, 1111, Belo Horizonte, Brazil.
  • de Oliveira LMC; Institute for Health Technology Assessment (IATS/ CNPq), R. Ramiro Barcelos, 2359, Porto Alegre, Brazil.
  • Kopittke L; Medical School, Universidade Federal da Fronteira Sul, SC-484 Km 02, Chapecó, Brazil.
  • de Castro LC; Faculdade de Ciências Médicas de Minas Gerais, Al. Ezequiel Dias, 275, Belo Horizonte, Minas Gerais, Brazil.
  • Sacioto MF; Hospital Universitário Canoas, Av. Farroupilha, 8001, Canoas, Brazil.
  • Carneiro M; Hospital Universitário de Santa Maria, Av. Roraima, 1000, Prédio 22, Santa Maria, Brazil.
  • Gonçalves MA; Hospital Universitário Ciências Médicas de Minas Gerais, R. Dos Aimorés, 2896, Belo Horizonte, Brazil.
  • Bicalho MAC; Hospital Nossa Senhora da Conceição, Av. Francisco Trein, 326, Porto Alegre, Brazil.
  • da Paula Sordi MA; Hospital Bruno Born, Av. Benjamin Constant, 881, Lajeado, Brazil.
  • da Cunha Severino Sampaio N; Faculdade de Ciências Médicas de Minas Gerais, Al. Ezequiel Dias, 275, Belo Horizonte, Minas Gerais, Brazil.
  • Paraíso PG; Hospital Santa Cruz, R. Fernando Abott, 174, Santa Cruz Do Sul, Brazil.
  • Menezes RM; Computer Science Department, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil.
  • Araújo SF; Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil.
  • de Assis VCM; Hospital João XXIII, Av. Professor Alfredo Balena, 400, Belo Horizonte, Brazil.
  • de Paula Farah K; Botucatu Medical School, Universidade Estadual Paulista "Júlio de Mesquita Filho", Av. Prof. Mário Rubens Guimarães Montenegro, Botucatu, Brazil.
  • Marcolino MS; Hospital Eduardo de Menezes, R. Dr. Cristiano Rezende, 2213, Belo Horizonte, Brazil.
BMC Nephrol ; 24(1): 292, 2023 10 04.
Article in En | MEDLINE | ID: mdl-37794354
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.
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: COVID-19 Type of study: Prognostic_studies / Risk_factors_studies Limits: Aged / Female / Humans / Male / Middle aged Language: En Journal: BMC Nephrol Journal subject: NEFROLOGIA Year: 2023 Document type: Article Affiliation country: Brazil Country of publication: United kingdom

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: COVID-19 Type of study: Prognostic_studies / Risk_factors_studies Limits: Aged / Female / Humans / Male / Middle aged Language: En Journal: BMC Nephrol Journal subject: NEFROLOGIA Year: 2023 Document type: Article Affiliation country: Brazil Country of publication: United kingdom