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Published in: Critical Care 5/2014

Open Access 01-10-2014 | Research

Multi-scale symbolic entropy analysis provides prognostic prediction in patients receiving extracorporeal life support

Authors: Yen-Hung Lin, Hui-Chun Huang, Yi-Chung Chang, Chen Lin, Men-Tzung Lo, Li-Yu Daisy Liu, Pi-Ru Tsai, Yih-Sharng Chen, Wen-Je Ko, Yi-Lwun Ho, Ming-Fong Chen, Chung-Kang Peng, Timothy G Buchman

Published in: Critical Care | Issue 5/2014

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Abstract

Introduction

Extracorporeal life support (ECLS) can temporarily support cardiopulmonary function, and is occasionally used in resuscitation. Multi-scale entropy (MSE) derived from heart rate variability (HRV) is a powerful tool in outcome prediction of patients with cardiovascular diseases. Multi-scale symbolic entropy analysis (MSsE), a new method derived from MSE, mitigates the effect of arrhythmia on analysis. The objective is to evaluate the prognostic value of MSsE in patients receiving ECLS. The primary outcome is death or urgent transplantation during the index admission.

Methods

Fifty-seven patients receiving ECLS less than 24 hours and 23 control subjects were enrolled. Digital 24-hour Holter electrocardiograms were recorded and three MSsE parameters (slope 5, Area 6–20, Area 6–40) associated with the multiscale correlation and complexity of heart beat fluctuation were calculated.

Results

Patients receiving ECLS had significantly lower value of slope 5, area 6 to 20, and area 6 to 40 than control subjects. During the follow-up period, 29 patients met primary outcome. Age, slope 5, Area 6 to 20, Area 6 to 40, acute physiology and chronic health evaluation II score, multiple organ dysfunction score (MODS), logistic organ dysfunction score (LODS), and myocardial infarction history were significantly associated with primary outcome. Slope 5 showed the greatest discriminatory power. In a net reclassification improvement model, slope 5 significantly improved the predictive power of LODS; Area 6 to 20 and Area 6 to 40 significantly improved the predictive power in MODS. In an integrated discrimination improvement model, slope 5 added significantly to the prediction power of each clinical parameter. Area 6 to 20 and Area 6 to 40 significantly improved the predictive power in sequential organ failure assessment.

Conclusions

MSsE provides additional prognostic information in patients receiving ECLS.
Appendix
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Metadata
Title
Multi-scale symbolic entropy analysis provides prognostic prediction in patients receiving extracorporeal life support
Authors
Yen-Hung Lin
Hui-Chun Huang
Yi-Chung Chang
Chen Lin
Men-Tzung Lo
Li-Yu Daisy Liu
Pi-Ru Tsai
Yih-Sharng Chen
Wen-Je Ko
Yi-Lwun Ho
Ming-Fong Chen
Chung-Kang Peng
Timothy G Buchman
Publication date
01-10-2014
Publisher
BioMed Central
Published in
Critical Care / Issue 5/2014
Electronic ISSN: 1364-8535
DOI
https://doi.org/10.1186/s13054-014-0548-3

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