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.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] A Novel Nonlinear Analysis Tool: Multi-scale Symbolic Sample Entropy and Its Application in Condition Monitoring of Rotary Machinery
    Wang, Shun
    Li, Yongbo
    2020 ASIA-PACIFIC INTERNATIONAL SYMPOSIUM ON ADVANCED RELIABILITY AND MAINTENANCE MODELING (APARM), 2020,
  • [22] Roller bearing fault diagnosis based on LMD and multi-scale symbolic dynamic information entropy
    Minghong Han
    Yaman Wu
    Yumin Wang
    Wei Liu
    Journal of Mechanical Science and Technology, 2021, 35 : 1993 - 2005
  • [23] Remaining Useful Life Prediction of Rolling Bearings Based on Multi-scale Permutation Entropy and ISSA-LSTM
    Wang, Hongju
    Zhang, Xi
    Ren, Mingming
    Xu, Tianhao
    Lu, Chengkai
    Zhao, Zicheng
    ENTROPY, 2023, 25 (11)
  • [24] Roller bearing fault diagnosis based on LMD and multi-scale symbolic dynamic information entropy
    Han, Minghong
    Wu, Yaman
    Wang, Yumin
    Liu, Wei
    JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2021, 35 (05) : 1993 - 2005
  • [25] Nosocomial Bloodstream Infections in Patients Receiving Extracorporeal Life Support: Variability in Prevention Practices: A Survey of the Extracorporeal Life Support Organization Members
    Glater-Welt, Lily B.
    Schneider, James B.
    Zinger, Marcia M.
    Rosen, Lisa
    Sweberg, Todd M.
    JOURNAL OF INTENSIVE CARE MEDICINE, 2016, 31 (10) : 654 - 659
  • [26] Age and associated outcomes among patients receiving venoarterial extracorporeal membrane oxygenation–analysis of the Extracorporeal Life Support Organization registry
    Shannon M. Fernando
    Graeme MacLaren
    Ryan P. Barbaro
    Rebecca Mathew
    Laveena Munshi
    Purnema Madahar
    Justin A. Fried
    Kollengode Ramanathan
    Roberto Lorusso
    Daniel Brodie
    Daniel I. McIsaac
    Intensive Care Medicine, 2023, 49 : 1456 - 1466
  • [27] Risk factors and outcomes for patients with bleeding complications receiving extracorporeal membrane oxygenation: An analysis of the Chinese Extracorporeal Life Support Registry
    Li, Chenglong
    Cai, Tong
    Xie, Haixiu
    Wang, Liangshan
    Yang, Feng
    Du, Zhongtao
    Hong, Xiaoyang
    Zhou, Chengbing
    Li, Yimin
    Qiu, Haibo
    Tong, Zhaohui
    Zeng, Hui
    Peng, Zhiyong
    Li, Xin
    Hou, Xiaotong
    ARTIFICIAL ORGANS, 2022, 46 (12) : 2432 - 2441
  • [28] Physical Rehabilitation and Mobilization in Patients Receiving Extracorporeal Life Support: A Systematic Review
    Rivera, Julian D.
    Fox, Edward S.
    Fernando, Shannon M.
    Tran, Alexandre
    Brodie, Daniel
    Fan, Eddy
    Fowles, Jo-Anne
    Hodgson, Carol L.
    Tonna, Joseph E.
    Rochwerg, Bram
    CRITICAL CARE EXPLORATIONS, 2024, 6 (06) : E1095
  • [29] Massive Transfusion as a Predictor of Mortality in Pediatric Patients Receiving Extracorporeal Life Support
    Winkler, A. M.
    Paden, M. L.
    Josephson, C.
    TRANSFUSION, 2013, 53 : 123A - 123A
  • [30] Progressive damage analysis for fatigue life prediction in plain weave composites: A multi-scale approach
    Ghanavaty, Amir Mohammad
    Mosalmani, Reza
    Shishesaz, Mohammad
    JOURNAL OF COMPOSITE MATERIALS, 2024, 58 (03) : 343 - 359