Cargando…

Development and validation of a score to predict mortality in ICU patients with sepsis: a multicenter retrospective study

BACKGROUND: Early and accurate identification of septic patients at high risk for ICU mortality can help clinicians make optimal clinical decisions and improve the patients’ outcomes. This study aimed to develop and validate (internally and externally) a mortality prediction score for sepsis followi...

Descripción completa

Detalles Bibliográficos
Autores principales: Weng, Jie, Hou, Ruonan, Zhou, Xiaoming, Xu, Zhe, Zhou, Zhiliang, Wang, Peng, Wang, Liang, Chen, Chan, Wu, Jinyu, Wang, Zhiyi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8319895/
https://www.ncbi.nlm.nih.gov/pubmed/34325720
http://dx.doi.org/10.1186/s12967-021-03005-y
_version_ 1783730543708340224
author Weng, Jie
Hou, Ruonan
Zhou, Xiaoming
Xu, Zhe
Zhou, Zhiliang
Wang, Peng
Wang, Liang
Chen, Chan
Wu, Jinyu
Wang, Zhiyi
author_facet Weng, Jie
Hou, Ruonan
Zhou, Xiaoming
Xu, Zhe
Zhou, Zhiliang
Wang, Peng
Wang, Liang
Chen, Chan
Wu, Jinyu
Wang, Zhiyi
author_sort Weng, Jie
collection PubMed
description BACKGROUND: Early and accurate identification of septic patients at high risk for ICU mortality can help clinicians make optimal clinical decisions and improve the patients’ outcomes. This study aimed to develop and validate (internally and externally) a mortality prediction score for sepsis following admission in the ICU. METHODS: We extracted data retrospectively regarding adult septic patients from one teaching hospital in Wenzhou, China and a large multi-center critical care database from the USA. Demographic data, vital signs, laboratory values, comorbidities, and clinical outcomes were collected. The primary outcome was ICU mortality. Through multivariable logistic regression, a mortality prediction score for sepsis was developed and validated. RESULTS: Four thousand two hundred and thirty six patients in the development cohort and 8359 patients in three validation cohorts. The Prediction of Sepsis Mortality in ICU (POSMI) score included age ≥ 50 years, temperature < 37 °C, Respiratory rate > 35 breaths/min, MAP ≤ 50 mmHg, SpO2 < 90%, albumin ≤ 2 g/dL, bilirubin ≥ 0.8 mg/dL, lactate ≥ 4.2 mmol/L, BUN ≥ 21 mg/dL, mechanical ventilation, hepatic failure and metastatic cancer. In addition, the area under the receiver operating characteristic curve (AUC) for the development cohort was 0.831 (95% CI, 0.813–0.850) while the AUCs ranged from 0.798 to 0.829 in the three validation cohorts. Moreover, the POSMI score had a higher AUC than both the SOFA and APACHE IV scores. Notably, the Hosmer–Lemeshow (H–L) goodness-of-fit test results and calibration curves suggested good calibration in the development and validation cohorts. Additionally, the POSMI score still exhibited excellent discrimination and calibration following sensitivity analysis. With regard to clinical usefulness, the decision curve analysis (DCA) of POSMI showed a higher net benefit than SOFA and APACHE IV in the development cohort. CONCLUSION: POSMI was validated to be an effective tool for predicting mortality in ICU patients with sepsis. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-021-03005-y.
format Online
Article
Text
id pubmed-8319895
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-83198952021-07-29 Development and validation of a score to predict mortality in ICU patients with sepsis: a multicenter retrospective study Weng, Jie Hou, Ruonan Zhou, Xiaoming Xu, Zhe Zhou, Zhiliang Wang, Peng Wang, Liang Chen, Chan Wu, Jinyu Wang, Zhiyi J Transl Med Research BACKGROUND: Early and accurate identification of septic patients at high risk for ICU mortality can help clinicians make optimal clinical decisions and improve the patients’ outcomes. This study aimed to develop and validate (internally and externally) a mortality prediction score for sepsis following admission in the ICU. METHODS: We extracted data retrospectively regarding adult septic patients from one teaching hospital in Wenzhou, China and a large multi-center critical care database from the USA. Demographic data, vital signs, laboratory values, comorbidities, and clinical outcomes were collected. The primary outcome was ICU mortality. Through multivariable logistic regression, a mortality prediction score for sepsis was developed and validated. RESULTS: Four thousand two hundred and thirty six patients in the development cohort and 8359 patients in three validation cohorts. The Prediction of Sepsis Mortality in ICU (POSMI) score included age ≥ 50 years, temperature < 37 °C, Respiratory rate > 35 breaths/min, MAP ≤ 50 mmHg, SpO2 < 90%, albumin ≤ 2 g/dL, bilirubin ≥ 0.8 mg/dL, lactate ≥ 4.2 mmol/L, BUN ≥ 21 mg/dL, mechanical ventilation, hepatic failure and metastatic cancer. In addition, the area under the receiver operating characteristic curve (AUC) for the development cohort was 0.831 (95% CI, 0.813–0.850) while the AUCs ranged from 0.798 to 0.829 in the three validation cohorts. Moreover, the POSMI score had a higher AUC than both the SOFA and APACHE IV scores. Notably, the Hosmer–Lemeshow (H–L) goodness-of-fit test results and calibration curves suggested good calibration in the development and validation cohorts. Additionally, the POSMI score still exhibited excellent discrimination and calibration following sensitivity analysis. With regard to clinical usefulness, the decision curve analysis (DCA) of POSMI showed a higher net benefit than SOFA and APACHE IV in the development cohort. CONCLUSION: POSMI was validated to be an effective tool for predicting mortality in ICU patients with sepsis. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-021-03005-y. BioMed Central 2021-07-29 /pmc/articles/PMC8319895/ /pubmed/34325720 http://dx.doi.org/10.1186/s12967-021-03005-y Text en © The Author(s) 2021 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
Weng, Jie
Hou, Ruonan
Zhou, Xiaoming
Xu, Zhe
Zhou, Zhiliang
Wang, Peng
Wang, Liang
Chen, Chan
Wu, Jinyu
Wang, Zhiyi
Development and validation of a score to predict mortality in ICU patients with sepsis: a multicenter retrospective study
title Development and validation of a score to predict mortality in ICU patients with sepsis: a multicenter retrospective study
title_full Development and validation of a score to predict mortality in ICU patients with sepsis: a multicenter retrospective study
title_fullStr Development and validation of a score to predict mortality in ICU patients with sepsis: a multicenter retrospective study
title_full_unstemmed Development and validation of a score to predict mortality in ICU patients with sepsis: a multicenter retrospective study
title_short Development and validation of a score to predict mortality in ICU patients with sepsis: a multicenter retrospective study
title_sort development and validation of a score to predict mortality in icu patients with sepsis: a multicenter retrospective study
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8319895/
https://www.ncbi.nlm.nih.gov/pubmed/34325720
http://dx.doi.org/10.1186/s12967-021-03005-y
work_keys_str_mv AT wengjie developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy
AT houruonan developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy
AT zhouxiaoming developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy
AT xuzhe developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy
AT zhouzhiliang developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy
AT wangpeng developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy
AT wangliang developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy
AT chenchan developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy
AT wujinyu developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy
AT wangzhiyi developmentandvalidationofascoretopredictmortalityinicupatientswithsepsisamulticenterretrospectivestudy