The application of Lempel-Ziv and Titchener complexity analysis for equine telemetric electrocardiographic recordings

被引:8
|
作者
Alexeenko, Vadim [1 ,2 ]
Fraser, James A. [2 ]
Dolgoborodov, Alexey [3 ]
Bowen, Mark [4 ]
Huang, Christopher L-H [2 ,6 ]
Marr, Celia M. [5 ]
Jeevaratnam, Kamalan [1 ,2 ]
机构
[1] Univ Surrey, Fac Hlth & Med Sci, Guildford GU2 7AL, Surrey, England
[2] Univ Cambridge, Physiol Lab, Cambridge CB2 3DY, England
[3] Seven Bridge Genom, Boston, MA 02142 USA
[4] Univ Nottingham, Fac Med & Hlth Sci, Nottingham NG7 2UH, England
[5] Rossdales Equine Hosp & Diagnost Ctr, Exning CB8 7NN, Suffolk, England
[6] Univ Cambridge, Dept Biochem, Div Cardiovasc Biol, Cambridge CB2 1QW, England
基金
英国工程与自然科学研究理事会;
关键词
APPROXIMATE ENTROPY; CARDIAC-ARRHYTHMIAS; ATRIAL-FIBRILLATION; NONLINEAR-ANALYSIS; ELECTROENCEPHALOGRAM; HEARTBEAT; EXERCISE;
D O I
10.1038/s41598-019-38935-7
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The analysis of equine electrocardiographic (ECG) recordings is complicated by the absence of agreed abnormality classification criteria. We explore the applicability of several complexity analysis methods for characterization of non-linear aspects of electrocardiographic recordings. We here show that complexity estimates provided by Lempel-Ziv'76, Titchener's T-complexity and Lempel-Ziv'78 analysis of ECG recordings of healthy Thoroughbred horses are highly dependent on the duration of analysed ECG fragments and the heart rate. The results provide a methodological basis and a feasible reference point for the complexity analysis of equine telemetric ECG recordings that might be applied to automate detection of equine arrhythmias in equine clinical practice.
引用
收藏
页数:7
相关论文
共 50 条
  • [11] Normalized Lempel-Ziv complexity and its application in bio-sequence analysis
    Zhang, Yi
    Hao, Junkang
    Zhou, Changjie
    Chang, Kai
    JOURNAL OF MATHEMATICAL CHEMISTRY, 2009, 46 (04) : 1203 - 1212
  • [12] The Lempel-Ziv complexity of fixed points of morphisms
    Constantinescu, Sorin
    Ilie, Lucian
    MATHEMATICAL FOUNDATIONS OF COMPUTER SCIENCE 2006, PROCEEDINGS, 2006, 4162 : 280 - 291
  • [13] ON THE BIT-COMPLEXITY OF LEMPEL-ZIV COMPRESSION
    Ferragina, Paolo
    Nitto, Igor
    Venturini, Rossano
    SIAM JOURNAL ON COMPUTING, 2013, 42 (04) : 1521 - 1541
  • [14] The Lempel-Ziv complexity in infinite ergodic systems
    Shinkai, Soya
    Aizawa, Yoji
    JOURNAL OF THE KOREAN PHYSICAL SOCIETY, 2007, 50 (01) : 261 - 266
  • [15] Lempel-Ziv complexity analysis of uterine EMG signals in pigs
    Borowska, M.
    Pawlinski, B.
    Brzozowska, E.
    Oczeretko, E.
    Gajewski, Z.
    REPRODUCTION IN DOMESTIC ANIMALS, 2015, 50 : 42 - 42
  • [16] Characterizing spike trains with Lempel-Ziv complexity
    Szczepanski, J
    Amigó, JM
    Wajnryb, E
    Sanchez-Vives, M
    COMPUTATIONAL NEUROSCIENCE: TRENDS IN RESEARCH 2004, 2004, : 79 - 84
  • [17] Lempel-Ziv complexity in schizophrenia: A MEG study
    Fernandez, Alberto
    Lopez-Ibor, Maria-Ines
    Turrero, Agustin
    Santos, Juan-Matias
    Moron, Maria-Dolores
    Hornero, Roberto
    Gomez, Carlos
    Andreina Mendez, Maria
    Ortiz, Tomas
    Jose Lopez-Ibor, Juan
    CLINICAL NEUROPHYSIOLOGY, 2011, 122 (11) : 2227 - 2235
  • [18] Characterizing spike trains with Lempel-Ziv complexity
    Szczepanski, J
    Amigó, JM
    Wajnryb, E
    Sanchez-Vives, A
    NEUROCOMPUTING, 2004, 58 : 79 - 84
  • [19] The lempel-ziv complexity of fixed points of morphisms
    Constantinescu, Sorin
    Ilie, Lucian
    SIAM JOURNAL ON DISCRETE MATHEMATICS, 2007, 21 (02) : 466 - 481
  • [20] Lempel-Ziv complexity analysis of one dimensional cellular automata
    Estevez-Rams, E.
    Lora-Serrano, R.
    Nunes, C. A. J.
    Aragon-Fernandez, B.
    CHAOS, 2015, 25 (12)