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Establishment and Validation of GV-SAPS II Scoring System for Non-Diabetic Critically Ill Patients
BACKGROUND AND AIMS: Recently, glucose variability (GV) has been reported as an independent risk factor for mortality in non-diabetic critically ill patients. However, GV is not incorporated in any severity scoring system for critically ill patients currently. The aim of this study was to establish...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5100948/ https://www.ncbi.nlm.nih.gov/pubmed/27824941 http://dx.doi.org/10.1371/journal.pone.0166085 |
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author | Liu, Wen-Yue Lin, Shi-Gang Zhu, Gui-Qi Poucke, Sven Van Braddock, Martin Zhang, Zhongheng Mao, Zhi Shen, Fei-Xia Zheng, Ming-Hua |
author_facet | Liu, Wen-Yue Lin, Shi-Gang Zhu, Gui-Qi Poucke, Sven Van Braddock, Martin Zhang, Zhongheng Mao, Zhi Shen, Fei-Xia Zheng, Ming-Hua |
author_sort | Liu, Wen-Yue |
collection | PubMed |
description | BACKGROUND AND AIMS: Recently, glucose variability (GV) has been reported as an independent risk factor for mortality in non-diabetic critically ill patients. However, GV is not incorporated in any severity scoring system for critically ill patients currently. The aim of this study was to establish and validate a modified Simplified Acute Physiology Score II scoring system (SAPS II), integrated with GV parameters and named GV-SAPS II, specifically for non-diabetic critically ill patients to predict short-term and long-term mortality. METHODS: Training and validation cohorts were exacted from the Multiparameter Intelligent Monitoring in Intensive Care database III version 1.3 (MIMIC-III v1.3). The GV-SAPS II score was constructed by Cox proportional hazard regression analysis and compared with the original SAPS II, Sepsis-related Organ Failure Assessment Score (SOFA) and Elixhauser scoring systems using area under the curve of the receiver operator characteristic (auROC) curve. RESULTS: 4,895 and 5,048 eligible individuals were included in the training and validation cohorts, respectively. The GV-SAPS II score was established with four independent risk factors, including hyperglycemia, hypoglycemia, standard deviation of blood glucose levels (Glu(SD)), and SAPS II score. In the validation cohort, the auROC values of the new scoring system were 0.824 (95% CI: 0.813–0.834, P< 0.001) and 0.738 (95% CI: 0.725–0.750, P< 0.001), respectively for 30 days and 9 months, which were significantly higher than other models used in our study (all P < 0.001). Moreover, Kaplan-Meier plots demonstrated significantly worse outcomes in higher GV-SAPS II score groups both for 30-day and 9-month mortality endpoints (all P< 0.001). CONCLUSIONS: We established and validated a modified prognostic scoring system that integrated glucose variability for non-diabetic critically ill patients, named GV-SAPS II. It demonstrated a superior prognostic capability and may be an optimal scoring system for prognostic evaluation in this patient group. |
format | Online Article Text |
id | pubmed-5100948 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-51009482016-11-18 Establishment and Validation of GV-SAPS II Scoring System for Non-Diabetic Critically Ill Patients Liu, Wen-Yue Lin, Shi-Gang Zhu, Gui-Qi Poucke, Sven Van Braddock, Martin Zhang, Zhongheng Mao, Zhi Shen, Fei-Xia Zheng, Ming-Hua PLoS One Research Article BACKGROUND AND AIMS: Recently, glucose variability (GV) has been reported as an independent risk factor for mortality in non-diabetic critically ill patients. However, GV is not incorporated in any severity scoring system for critically ill patients currently. The aim of this study was to establish and validate a modified Simplified Acute Physiology Score II scoring system (SAPS II), integrated with GV parameters and named GV-SAPS II, specifically for non-diabetic critically ill patients to predict short-term and long-term mortality. METHODS: Training and validation cohorts were exacted from the Multiparameter Intelligent Monitoring in Intensive Care database III version 1.3 (MIMIC-III v1.3). The GV-SAPS II score was constructed by Cox proportional hazard regression analysis and compared with the original SAPS II, Sepsis-related Organ Failure Assessment Score (SOFA) and Elixhauser scoring systems using area under the curve of the receiver operator characteristic (auROC) curve. RESULTS: 4,895 and 5,048 eligible individuals were included in the training and validation cohorts, respectively. The GV-SAPS II score was established with four independent risk factors, including hyperglycemia, hypoglycemia, standard deviation of blood glucose levels (Glu(SD)), and SAPS II score. In the validation cohort, the auROC values of the new scoring system were 0.824 (95% CI: 0.813–0.834, P< 0.001) and 0.738 (95% CI: 0.725–0.750, P< 0.001), respectively for 30 days and 9 months, which were significantly higher than other models used in our study (all P < 0.001). Moreover, Kaplan-Meier plots demonstrated significantly worse outcomes in higher GV-SAPS II score groups both for 30-day and 9-month mortality endpoints (all P< 0.001). CONCLUSIONS: We established and validated a modified prognostic scoring system that integrated glucose variability for non-diabetic critically ill patients, named GV-SAPS II. It demonstrated a superior prognostic capability and may be an optimal scoring system for prognostic evaluation in this patient group. Public Library of Science 2016-11-08 /pmc/articles/PMC5100948/ /pubmed/27824941 http://dx.doi.org/10.1371/journal.pone.0166085 Text en © 2016 Liu et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Liu, Wen-Yue Lin, Shi-Gang Zhu, Gui-Qi Poucke, Sven Van Braddock, Martin Zhang, Zhongheng Mao, Zhi Shen, Fei-Xia Zheng, Ming-Hua Establishment and Validation of GV-SAPS II Scoring System for Non-Diabetic Critically Ill Patients |
title | Establishment and Validation of GV-SAPS II Scoring System for Non-Diabetic Critically Ill Patients |
title_full | Establishment and Validation of GV-SAPS II Scoring System for Non-Diabetic Critically Ill Patients |
title_fullStr | Establishment and Validation of GV-SAPS II Scoring System for Non-Diabetic Critically Ill Patients |
title_full_unstemmed | Establishment and Validation of GV-SAPS II Scoring System for Non-Diabetic Critically Ill Patients |
title_short | Establishment and Validation of GV-SAPS II Scoring System for Non-Diabetic Critically Ill Patients |
title_sort | establishment and validation of gv-saps ii scoring system for non-diabetic critically ill patients |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5100948/ https://www.ncbi.nlm.nih.gov/pubmed/27824941 http://dx.doi.org/10.1371/journal.pone.0166085 |
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