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Modified cardiovascular SOFA score in sepsis: development and internal and external validation
BACKGROUND: The Sepsis-3 criteria introduced the system that uses the Sequential Organ-Failure Assessment (SOFA) score to define sepsis. The cardiovascular SOFA (CV SOFA) scoring system needs modification due to the change in guideline-recommended vasopressors. In this study, we aimed to develop and...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9394016/ https://www.ncbi.nlm.nih.gov/pubmed/35989336 http://dx.doi.org/10.1186/s12916-022-02461-7 |
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author | Lee, Hui Jai Ko, Byuk Sung Ryoo, Seung Mok Han, Eunah Suh, Gil Joon Choi, Sung-Hyuk Chung, Sung Phil Lim, Tae Ho Kim, Won Young Kwon, Woon Yong Hwang, Sung Yeon Jo, You Hwan Shin, Jonghwan Shin, Tae Gun Kim, Kyuseok |
author_facet | Lee, Hui Jai Ko, Byuk Sung Ryoo, Seung Mok Han, Eunah Suh, Gil Joon Choi, Sung-Hyuk Chung, Sung Phil Lim, Tae Ho Kim, Won Young Kwon, Woon Yong Hwang, Sung Yeon Jo, You Hwan Shin, Jonghwan Shin, Tae Gun Kim, Kyuseok |
author_sort | Lee, Hui Jai |
collection | PubMed |
description | BACKGROUND: The Sepsis-3 criteria introduced the system that uses the Sequential Organ-Failure Assessment (SOFA) score to define sepsis. The cardiovascular SOFA (CV SOFA) scoring system needs modification due to the change in guideline-recommended vasopressors. In this study, we aimed to develop and to validate the modified CV SOFA score. METHODS: We developed, internally validated, and externally validated the modified CV SOFA score using the suspected infection cohort, sepsis cohort, and septic shock cohort. The primary outcome was 28-day mortality. The modified CV SOFA score system was constructed with consideration of the recently recommended use of the vasopressor norepinephrine with or without lactate level. The predictive validity of the modified SOFA score was evaluated by the discrimination for the primary outcome. Discrimination was assessed using the area under the receiver operating characteristics curve (AUC). Calibration was assessed using the calibration curve. We compared the prognostic performance of the original CV/total SOFA score and the modified CV/total SOFA score to detect mortality in patients with suspected infection, sepsis, or septic shock. RESULTS: We identified 7,393 patients in the suspected cohort, 4038 patients in the sepsis cohort, and 3,107 patients in the septic shock cohort in seven Korean emergency departments (EDs). The 28-day mortality rates were 7.9%, 21.4%, and 20.5%, respectively, in the suspected infection, sepsis, and septic shock cohorts. The model performance is higher when vasopressor and lactate were used in combination than the vasopressor only used model. The modified CV/total SOFA score was well-developed and internally and externally validated in terms of discrimination and calibration. Predictive validity of the modified CV SOFA was significantly higher than that of the original CV SOFA in the development set (0.682 vs 0.624, p < 0.001), test set (0.716 vs 0.638), and all other cohorts (0.648 vs 0.557, 0.674 vs 0.589). Calibration was modest. In the suspected infection cohort, the modified model classified more patients to sepsis (66.0 vs 62.5%) and identified more patients at risk of septic mortality than the SOFA score (92.6 vs 89.5%). CONCLUSIONS: Among ED patients with suspected infection, sepsis, and septic shock, the newly-developed modified CV/total SOFA score had higher predictive validity and identified more patients at risk of septic mortality. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-022-02461-7. |
format | Online Article Text |
id | pubmed-9394016 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-93940162022-08-23 Modified cardiovascular SOFA score in sepsis: development and internal and external validation Lee, Hui Jai Ko, Byuk Sung Ryoo, Seung Mok Han, Eunah Suh, Gil Joon Choi, Sung-Hyuk Chung, Sung Phil Lim, Tae Ho Kim, Won Young Kwon, Woon Yong Hwang, Sung Yeon Jo, You Hwan Shin, Jonghwan Shin, Tae Gun Kim, Kyuseok BMC Med Research Article BACKGROUND: The Sepsis-3 criteria introduced the system that uses the Sequential Organ-Failure Assessment (SOFA) score to define sepsis. The cardiovascular SOFA (CV SOFA) scoring system needs modification due to the change in guideline-recommended vasopressors. In this study, we aimed to develop and to validate the modified CV SOFA score. METHODS: We developed, internally validated, and externally validated the modified CV SOFA score using the suspected infection cohort, sepsis cohort, and septic shock cohort. The primary outcome was 28-day mortality. The modified CV SOFA score system was constructed with consideration of the recently recommended use of the vasopressor norepinephrine with or without lactate level. The predictive validity of the modified SOFA score was evaluated by the discrimination for the primary outcome. Discrimination was assessed using the area under the receiver operating characteristics curve (AUC). Calibration was assessed using the calibration curve. We compared the prognostic performance of the original CV/total SOFA score and the modified CV/total SOFA score to detect mortality in patients with suspected infection, sepsis, or septic shock. RESULTS: We identified 7,393 patients in the suspected cohort, 4038 patients in the sepsis cohort, and 3,107 patients in the septic shock cohort in seven Korean emergency departments (EDs). The 28-day mortality rates were 7.9%, 21.4%, and 20.5%, respectively, in the suspected infection, sepsis, and septic shock cohorts. The model performance is higher when vasopressor and lactate were used in combination than the vasopressor only used model. The modified CV/total SOFA score was well-developed and internally and externally validated in terms of discrimination and calibration. Predictive validity of the modified CV SOFA was significantly higher than that of the original CV SOFA in the development set (0.682 vs 0.624, p < 0.001), test set (0.716 vs 0.638), and all other cohorts (0.648 vs 0.557, 0.674 vs 0.589). Calibration was modest. In the suspected infection cohort, the modified model classified more patients to sepsis (66.0 vs 62.5%) and identified more patients at risk of septic mortality than the SOFA score (92.6 vs 89.5%). CONCLUSIONS: Among ED patients with suspected infection, sepsis, and septic shock, the newly-developed modified CV/total SOFA score had higher predictive validity and identified more patients at risk of septic mortality. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-022-02461-7. BioMed Central 2022-08-22 /pmc/articles/PMC9394016/ /pubmed/35989336 http://dx.doi.org/10.1186/s12916-022-02461-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Article Lee, Hui Jai Ko, Byuk Sung Ryoo, Seung Mok Han, Eunah Suh, Gil Joon Choi, Sung-Hyuk Chung, Sung Phil Lim, Tae Ho Kim, Won Young Kwon, Woon Yong Hwang, Sung Yeon Jo, You Hwan Shin, Jonghwan Shin, Tae Gun Kim, Kyuseok Modified cardiovascular SOFA score in sepsis: development and internal and external validation |
title | Modified cardiovascular SOFA score in sepsis: development and internal and external validation |
title_full | Modified cardiovascular SOFA score in sepsis: development and internal and external validation |
title_fullStr | Modified cardiovascular SOFA score in sepsis: development and internal and external validation |
title_full_unstemmed | Modified cardiovascular SOFA score in sepsis: development and internal and external validation |
title_short | Modified cardiovascular SOFA score in sepsis: development and internal and external validation |
title_sort | modified cardiovascular sofa score in sepsis: development and internal and external validation |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9394016/ https://www.ncbi.nlm.nih.gov/pubmed/35989336 http://dx.doi.org/10.1186/s12916-022-02461-7 |
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