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

被引:29
|
作者
Lin, Yen-Hung [1 ,2 ]
Huang, Hui-Chun [1 ,2 ]
Chang, Yi-Chung [4 ]
Lin, Chen [6 ]
Lo, Men-Tzung [6 ]
Liu, Li-Yu Daisy [5 ]
Tsai, Pi-Ru [2 ,3 ]
Chen, Yih-Sharng [2 ,3 ]
Ko, Wen-Je [2 ,3 ]
Ho, Yi-Lwun [1 ,2 ,9 ]
Chen, Ming-Fong [1 ,2 ]
Peng, Chung-Kang [6 ,7 ]
Buchman, Timothy G. [8 ]
机构
[1] Natl Taiwan Univ Hosp, Dept Internal Med, Taipei 100, Taiwan
[2] Natl Taiwan Univ, Coll Med, Taipei 10764, Taiwan
[3] Natl Taiwan Univ Hosp, Dept Surg, Taipei 100, Taiwan
[4] Natl Taiwan Univ, Grad Inst Commun Engn, Taipei 10764, Taiwan
[5] Natl Taiwan Univ, Dept Agron, Div Biometry, Taipei 10764, Taiwan
[6] Natl Cent Univ, Res Ctr Adapt Data Anal, Taoyuan 32001, Taoyuan County, Taiwan
[7] Harvard Univ, Beth Israel Deaconess Med Ctr, Sch Med, Div Interdisciplinary Med & Biotechnol, Boston, MA 02215 USA
[8] Emory Univ, Sch Med, Dept Surg, Atlanta, GA 30322 USA
[9] Taiwan Univ Hosp, Dept Internal Med, Div Cardiol, Taipei, Taiwan
关键词
HEART-RATE-VARIABILITY; MEMBRANE-OXYGENATION; ORGAN DYSFUNCTION; TIME-DOMAIN; SHORT-TERM; COMPLEXITY; DYNAMICS; MORTALITY; PHYSIOLOGY; DISEASE;
D O I
10.1186/s13054-014-0548-3
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
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.
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收藏
页数:11
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