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External validation of SAPS 3 and MPM(0)-III scores in 48,816 patients from 72 Brazilian ICUs
BACKGROUND: The performance of severity-of-illness scores varies in different scenarios and must be validated prior of being used in a specific settings and geographic regions. Moreover, models’ calibration may deteriorate overtime and performance of such instruments should be reassessed regularly....
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Paris
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5436994/ https://www.ncbi.nlm.nih.gov/pubmed/28523584 http://dx.doi.org/10.1186/s13613-017-0276-3 |
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author | Moralez, Giulliana Martines Rabello, Ligia Sarmet Cunha Farah Lisboa, Thiago Costa Lima, Mariza da Fonte Andrade Hatum, Rodrigo Marques De Marco, Fernando Vinicius Cesar Alves, Alessandra Pinto, Jorge Eduardo da Silva Soares de Araújo, Hélia Beatriz Nunes Ramos, Grazielle Viana Silva, Aline Reis Fernandes, Guilherme Côrtes Faria, Guilherme Brenande Alves Mendes, Ciro Leite Ramos Filho, Roberto Álvaro de Souza, Valdênia Pereira do Brasil, Pedro Emmanuel Alvarenga Americano Bozza, Fernando Augusto Salluh, Jorge Ibrain Figueira Soares, Marcio |
author_facet | Moralez, Giulliana Martines Rabello, Ligia Sarmet Cunha Farah Lisboa, Thiago Costa Lima, Mariza da Fonte Andrade Hatum, Rodrigo Marques De Marco, Fernando Vinicius Cesar Alves, Alessandra Pinto, Jorge Eduardo da Silva Soares de Araújo, Hélia Beatriz Nunes Ramos, Grazielle Viana Silva, Aline Reis Fernandes, Guilherme Côrtes Faria, Guilherme Brenande Alves Mendes, Ciro Leite Ramos Filho, Roberto Álvaro de Souza, Valdênia Pereira do Brasil, Pedro Emmanuel Alvarenga Americano Bozza, Fernando Augusto Salluh, Jorge Ibrain Figueira Soares, Marcio |
author_sort | Moralez, Giulliana Martines |
collection | PubMed |
description | BACKGROUND: The performance of severity-of-illness scores varies in different scenarios and must be validated prior of being used in a specific settings and geographic regions. Moreover, models’ calibration may deteriorate overtime and performance of such instruments should be reassessed regularly. Therefore, we aimed at to validate the SAPS 3 in a large contemporary cohort of patients admitted to Brazilian ICUs. In addition, we also compared the performance of the SAPS 3 with the MPM(0)-III. METHODS: This is a retrospective cohort study in which 48,816 (medical admissions = 67.9%) adult patients are admitted to 72 Brazilian ICUs during 2013. We evaluated models’ discrimination using the area under the receiver operating characteristic curve (AUROC). We applied the calibration belt to evaluate the agreement between observed and expected mortality rates (calibration). RESULTS: Mean SAPS 3 score was 44.3 ± 15.4 points. ICU and hospital mortality rates were 11.0 and 16.5%. We estimated predicted mortality using both standard (SE) and Central and South American (CSA) customized equations. Predicted mortality rates were 16.4 ± 19.3% (SAPS 3-SE), 21.7 ± 23.2% (SAPS 3-CSA) and 14.3 ± 14.0% (MPM(0)-III). Standardized mortality ratios (SMR) obtained for each model were: 1.00 (95% CI, 0.98–0.102) for the SAPS 3-SE, 0.75 (0.74–0.77) for the SAPS 3-CSA and 1.15 (1.13–1.18) for the MPM(0)-III. Discrimination was better for SAPS 3 models (AUROC = 0.85) than for MPM(0)-III (AUROC = 0.80) (p < 0.001). We applied the calibration belt to evaluate the agreement between observed and expected mortality rates (calibration): the SAPS 3-CSA overestimated mortality throughout all risk classes while the MPM(0)-III underestimated it uniformly. The SAPS 3-SE did not show relevant deviations from ideal calibration. CONCLUSIONS: In a large contemporary database, the SAPS 3-SE was accurate in predicting outcomes, supporting its use for performance evaluation and benchmarking in Brazilian ICUs. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13613-017-0276-3) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5436994 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Springer Paris |
record_format | MEDLINE/PubMed |
spelling | pubmed-54369942017-06-06 External validation of SAPS 3 and MPM(0)-III scores in 48,816 patients from 72 Brazilian ICUs Moralez, Giulliana Martines Rabello, Ligia Sarmet Cunha Farah Lisboa, Thiago Costa Lima, Mariza da Fonte Andrade Hatum, Rodrigo Marques De Marco, Fernando Vinicius Cesar Alves, Alessandra Pinto, Jorge Eduardo da Silva Soares de Araújo, Hélia Beatriz Nunes Ramos, Grazielle Viana Silva, Aline Reis Fernandes, Guilherme Côrtes Faria, Guilherme Brenande Alves Mendes, Ciro Leite Ramos Filho, Roberto Álvaro de Souza, Valdênia Pereira do Brasil, Pedro Emmanuel Alvarenga Americano Bozza, Fernando Augusto Salluh, Jorge Ibrain Figueira Soares, Marcio Ann Intensive Care Research BACKGROUND: The performance of severity-of-illness scores varies in different scenarios and must be validated prior of being used in a specific settings and geographic regions. Moreover, models’ calibration may deteriorate overtime and performance of such instruments should be reassessed regularly. Therefore, we aimed at to validate the SAPS 3 in a large contemporary cohort of patients admitted to Brazilian ICUs. In addition, we also compared the performance of the SAPS 3 with the MPM(0)-III. METHODS: This is a retrospective cohort study in which 48,816 (medical admissions = 67.9%) adult patients are admitted to 72 Brazilian ICUs during 2013. We evaluated models’ discrimination using the area under the receiver operating characteristic curve (AUROC). We applied the calibration belt to evaluate the agreement between observed and expected mortality rates (calibration). RESULTS: Mean SAPS 3 score was 44.3 ± 15.4 points. ICU and hospital mortality rates were 11.0 and 16.5%. We estimated predicted mortality using both standard (SE) and Central and South American (CSA) customized equations. Predicted mortality rates were 16.4 ± 19.3% (SAPS 3-SE), 21.7 ± 23.2% (SAPS 3-CSA) and 14.3 ± 14.0% (MPM(0)-III). Standardized mortality ratios (SMR) obtained for each model were: 1.00 (95% CI, 0.98–0.102) for the SAPS 3-SE, 0.75 (0.74–0.77) for the SAPS 3-CSA and 1.15 (1.13–1.18) for the MPM(0)-III. Discrimination was better for SAPS 3 models (AUROC = 0.85) than for MPM(0)-III (AUROC = 0.80) (p < 0.001). We applied the calibration belt to evaluate the agreement between observed and expected mortality rates (calibration): the SAPS 3-CSA overestimated mortality throughout all risk classes while the MPM(0)-III underestimated it uniformly. The SAPS 3-SE did not show relevant deviations from ideal calibration. CONCLUSIONS: In a large contemporary database, the SAPS 3-SE was accurate in predicting outcomes, supporting its use for performance evaluation and benchmarking in Brazilian ICUs. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13613-017-0276-3) contains supplementary material, which is available to authorized users. Springer Paris 2017-05-18 /pmc/articles/PMC5436994/ /pubmed/28523584 http://dx.doi.org/10.1186/s13613-017-0276-3 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. |
spellingShingle | Research Moralez, Giulliana Martines Rabello, Ligia Sarmet Cunha Farah Lisboa, Thiago Costa Lima, Mariza da Fonte Andrade Hatum, Rodrigo Marques De Marco, Fernando Vinicius Cesar Alves, Alessandra Pinto, Jorge Eduardo da Silva Soares de Araújo, Hélia Beatriz Nunes Ramos, Grazielle Viana Silva, Aline Reis Fernandes, Guilherme Côrtes Faria, Guilherme Brenande Alves Mendes, Ciro Leite Ramos Filho, Roberto Álvaro de Souza, Valdênia Pereira do Brasil, Pedro Emmanuel Alvarenga Americano Bozza, Fernando Augusto Salluh, Jorge Ibrain Figueira Soares, Marcio External validation of SAPS 3 and MPM(0)-III scores in 48,816 patients from 72 Brazilian ICUs |
title | External validation of SAPS 3 and MPM(0)-III scores in 48,816 patients from 72 Brazilian ICUs |
title_full | External validation of SAPS 3 and MPM(0)-III scores in 48,816 patients from 72 Brazilian ICUs |
title_fullStr | External validation of SAPS 3 and MPM(0)-III scores in 48,816 patients from 72 Brazilian ICUs |
title_full_unstemmed | External validation of SAPS 3 and MPM(0)-III scores in 48,816 patients from 72 Brazilian ICUs |
title_short | External validation of SAPS 3 and MPM(0)-III scores in 48,816 patients from 72 Brazilian ICUs |
title_sort | external validation of saps 3 and mpm(0)-iii scores in 48,816 patients from 72 brazilian icus |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5436994/ https://www.ncbi.nlm.nih.gov/pubmed/28523584 http://dx.doi.org/10.1186/s13613-017-0276-3 |
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