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Combining Heart Rate Variability with Disease Severity Score Variables for Mortality Risk Stratification in Septic Patients Presenting at the Emergency Department
The emergency department (ED) serves as the first point of hospital contact for many septic patients, where risk-stratification would be invaluable. We devised a combination model incorporating demographic, clinical, and heart rate variability (HRV) parameters, alongside individual variables of the...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6571945/ https://www.ncbi.nlm.nih.gov/pubmed/31100830 http://dx.doi.org/10.3390/ijerph16101725 |
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author | Pong, Jeremy Zhenwen Fook-Chong, Stephanie Koh, Zhi Xiong Samsudin, Mas’uud Ibnu Tagami, Takashi Chiew, Calvin J. Wong, Ting Hway Ho, Andrew Fu Wah Ong, Marcus Eng Hock Liu, Nan |
author_facet | Pong, Jeremy Zhenwen Fook-Chong, Stephanie Koh, Zhi Xiong Samsudin, Mas’uud Ibnu Tagami, Takashi Chiew, Calvin J. Wong, Ting Hway Ho, Andrew Fu Wah Ong, Marcus Eng Hock Liu, Nan |
author_sort | Pong, Jeremy Zhenwen |
collection | PubMed |
description | The emergency department (ED) serves as the first point of hospital contact for many septic patients, where risk-stratification would be invaluable. We devised a combination model incorporating demographic, clinical, and heart rate variability (HRV) parameters, alongside individual variables of the Sequential Organ Failure Assessment (SOFA), Acute Physiology and Chronic Health Evaluation II (APACHE II), and Mortality in Emergency Department Sepsis (MEDS) scores for mortality risk-stratification. ED patients fulfilling systemic inflammatory response syndrome criteria were recruited. National Early Warning Score (NEWS), Modified Early Warning Score (MEWS), quick SOFA (qSOFA), SOFA, APACHE II, and MEDS scores were calculated. For the prediction of 30-day in-hospital mortality, combination model performed with an area under the receiver operating characteristic curve of 0.91 (95% confidence interval (CI): 0.88–0.95), outperforming NEWS (0.70, 95% CI: 0.63–0.77), MEWS (0.61, 95% CI 0.53–0.69), qSOFA (0.70, 95% CI 0.63–0.77), SOFA (0.74, 95% CI: 0.67–0.80), APACHE II (0.76, 95% CI: 0.69–0.82), and MEDS scores (0.86, 95% CI: 0.81–0.90). The combination model had an optimal sensitivity and specificity of 91.4% (95% CI: 81.6–96.5%) and 77.9% (95% CI: 72.6–82.4%), respectively. A combination model incorporating clinical, HRV, and disease severity score variables showed superior predictive ability for the mortality risk-stratification of septic patients presenting at the ED. |
format | Online Article Text |
id | pubmed-6571945 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-65719452019-06-18 Combining Heart Rate Variability with Disease Severity Score Variables for Mortality Risk Stratification in Septic Patients Presenting at the Emergency Department Pong, Jeremy Zhenwen Fook-Chong, Stephanie Koh, Zhi Xiong Samsudin, Mas’uud Ibnu Tagami, Takashi Chiew, Calvin J. Wong, Ting Hway Ho, Andrew Fu Wah Ong, Marcus Eng Hock Liu, Nan Int J Environ Res Public Health Article The emergency department (ED) serves as the first point of hospital contact for many septic patients, where risk-stratification would be invaluable. We devised a combination model incorporating demographic, clinical, and heart rate variability (HRV) parameters, alongside individual variables of the Sequential Organ Failure Assessment (SOFA), Acute Physiology and Chronic Health Evaluation II (APACHE II), and Mortality in Emergency Department Sepsis (MEDS) scores for mortality risk-stratification. ED patients fulfilling systemic inflammatory response syndrome criteria were recruited. National Early Warning Score (NEWS), Modified Early Warning Score (MEWS), quick SOFA (qSOFA), SOFA, APACHE II, and MEDS scores were calculated. For the prediction of 30-day in-hospital mortality, combination model performed with an area under the receiver operating characteristic curve of 0.91 (95% confidence interval (CI): 0.88–0.95), outperforming NEWS (0.70, 95% CI: 0.63–0.77), MEWS (0.61, 95% CI 0.53–0.69), qSOFA (0.70, 95% CI 0.63–0.77), SOFA (0.74, 95% CI: 0.67–0.80), APACHE II (0.76, 95% CI: 0.69–0.82), and MEDS scores (0.86, 95% CI: 0.81–0.90). The combination model had an optimal sensitivity and specificity of 91.4% (95% CI: 81.6–96.5%) and 77.9% (95% CI: 72.6–82.4%), respectively. A combination model incorporating clinical, HRV, and disease severity score variables showed superior predictive ability for the mortality risk-stratification of septic patients presenting at the ED. MDPI 2019-05-16 2019-05 /pmc/articles/PMC6571945/ /pubmed/31100830 http://dx.doi.org/10.3390/ijerph16101725 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Pong, Jeremy Zhenwen Fook-Chong, Stephanie Koh, Zhi Xiong Samsudin, Mas’uud Ibnu Tagami, Takashi Chiew, Calvin J. Wong, Ting Hway Ho, Andrew Fu Wah Ong, Marcus Eng Hock Liu, Nan Combining Heart Rate Variability with Disease Severity Score Variables for Mortality Risk Stratification in Septic Patients Presenting at the Emergency Department |
title | Combining Heart Rate Variability with Disease Severity Score Variables for Mortality Risk Stratification in Septic Patients Presenting at the Emergency Department |
title_full | Combining Heart Rate Variability with Disease Severity Score Variables for Mortality Risk Stratification in Septic Patients Presenting at the Emergency Department |
title_fullStr | Combining Heart Rate Variability with Disease Severity Score Variables for Mortality Risk Stratification in Septic Patients Presenting at the Emergency Department |
title_full_unstemmed | Combining Heart Rate Variability with Disease Severity Score Variables for Mortality Risk Stratification in Septic Patients Presenting at the Emergency Department |
title_short | Combining Heart Rate Variability with Disease Severity Score Variables for Mortality Risk Stratification in Septic Patients Presenting at the Emergency Department |
title_sort | combining heart rate variability with disease severity score variables for mortality risk stratification in septic patients presenting at the emergency department |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6571945/ https://www.ncbi.nlm.nih.gov/pubmed/31100830 http://dx.doi.org/10.3390/ijerph16101725 |
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