Literature DB >> 25548268

Symbolic dynamics to discriminate healthy and ischaemic dilated cardiomyopathy populations: an application to the variability of heart period and QT interval.

José Fernando Valencia1, Montserrat Vallverdu2, Isidre Rivero2, Andreas Voss3, Antonio Bayes de Luna4, Alberto Porta5, Pere Caminal2.   

Abstract

Myocardial ischaemia is hypothesized to stimulate the cardiac sympathetic excitatory afferents and, therefore, the spontaneous changes of heart period (approximated as the RR interval), and the QT interval in ischaemic dilated cardiomyopathy (IDC) patients might reflect this sympathetic activation. Symbolic analysis is a nonlinear and powerful tool for the extraction and classification of patterns in time-series analysis, which implies a transformation of the original series into symbols and the construction of patterns with the symbols. The aim of this work was to investigate whether symbolic transformations of RR and QT cardiac series can provide a better separation between IDC patients and healthy control (HC) subjects compared with traditional linear measures. The variability of these cardiac series was studied during daytime and night-time periods and also during the complete 24 h recording over windows of short data sequences of approximately 5 min. The IDC group was characterized by an increase in the occurrence rate of patterns without variations (0 V%) and a reduction in the occurrence rate of patterns with one variation (1 V%) and two variations (2 V%). Concerning the RR variability during the daytime, the highest number of patterns had 0 V%, whereas the rates of 1 V% and 2 V% were lower. During the night, 1 V% and 2 V% increased at the expense of diminishing 0 V%. Patterns with and without variations between consecutive symbols were able to increase the separation between the IDC and HC groups, allowing accuracies higher than 80%. With regard to entropy measures, an increase in RR regularity was associated with cardiac disease described by accuracy >70% in the RR series and by accuracy >60% in the QTc series. These results could be associated with an increase in the sympathetic tone in IDC patients.
© 2014 The Author(s) Published by the Royal Society. All rights reserved.

Entities:  

Keywords:  QT; complexity; heart rate variability; ischaemic dilated cardiomyopathy; symbolic dynamics

Mesh:

Year:  2015        PMID: 25548268      PMCID: PMC4281865          DOI: 10.1098/rsta.2014.0092

Source DB:  PubMed          Journal:  Philos Trans A Math Phys Eng Sci        ISSN: 1364-503X            Impact factor:   4.226


  34 in total

1.  Entropy, entropy rate, and pattern classification as tools to typify complexity in short heart period variability series.

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Journal:  IEEE Trans Biomed Eng       Date:  2001-11       Impact factor: 4.538

2.  Low frequency power of heart rate variability reflects baroreflex function, not cardiac sympathetic innervation.

Authors:  Faisal Rahman; Sandra Pechnik; Daniel Gross; LaToya Sewell; David S Goldstein
Journal:  Clin Auton Res       Date:  2011-01-29       Impact factor: 4.435

3.  A wavelet-based ECG delineator: evaluation on standard databases.

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Journal:  IEEE Trans Biomed Eng       Date:  2004-04       Impact factor: 4.538

4.  Comparison of muscle sympathetic activity in ischemic and nonischemic heart failure.

Authors:  Catherine F Notarius; Jonas Spaak; Beverley L Morris; John S Floras
Journal:  J Card Fail       Date:  2007-08       Impact factor: 5.712

5.  Assessment of cardiac autonomic modulation during graded head-up tilt by symbolic analysis of heart rate variability.

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6.  Dynamics of ventricular repolarization in patients with dilated cardiomyopathy versus healthy subjects.

Authors:  Jose Luis Alonso; Pablo Martínez; Montserrat Vallverdú; Iwona Cygankiewicz; Maria Vittoria Pitzalis; Antoni Bayés Genís; Juan Cinca; Paolo Rizzon; Pere Caminal; Wojciech Zareba; Antoni Bayés de Luna
Journal:  Ann Noninvasive Electrocardiol       Date:  2005-04       Impact factor: 1.468

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Journal:  Eur Heart J       Date:  2006-11-13       Impact factor: 29.983

Review 8.  Low-frequency power of heart rate variability is not a measure of cardiac sympathetic tone but may be a measure of modulation of cardiac autonomic outflows by baroreflexes.

Authors:  David S Goldstein; Oladi Bentho; Mee-Yeong Park; Yehonatan Sharabi
Journal:  Exp Physiol       Date:  2011-09-02       Impact factor: 2.969

Review 9.  ESC Guidelines for the diagnosis and treatment of acute and chronic heart failure 2008: the Task Force for the Diagnosis and Treatment of Acute and Chronic Heart Failure 2008 of the European Society of Cardiology. Developed in collaboration with the Heart Failure Association of the ESC (HFA) and endorsed by the European Society of Intensive Care Medicine (ESICM).

Authors:  Kenneth Dickstein; Alain Cohen-Solal; Gerasimos Filippatos; John J V McMurray; Piotr Ponikowski; Philip Alexander Poole-Wilson; Anna Strömberg; Dirk J van Veldhuisen; Dan Atar; Arno W Hoes; Andre Keren; Alexandre Mebazaa; Markku Nieminen; Silvia Giuliana Priori; Karl Swedberg
Journal:  Eur Heart J       Date:  2008-09-17       Impact factor: 29.983

10.  Risk stratification of mortality in patients with heart failure and left ventricular ejection fraction >35%.

Authors:  Iwona Cygankiewicz; Wojciech Zareba; Rafael Vazquez; Antoni Bayes-Genis; Domingo Pascual; Carlos Macaya; Jesus Almendral; Miquel Fiol; Alfredo Bardaji; Jose R Gonzalez-Juanatey; Vicente Nieto; Mariano Valdes; Juan Cinca; Antoni Bayes de Luna
Journal:  Am J Cardiol       Date:  2009-04-01       Impact factor: 2.778

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  3 in total

1.  Enhancing dynamical signatures of complex systems through symbolic computation.

Authors:  Alberto Porta; Mathias Baumert; Dirk Cysarz; Niels Wessel
Journal:  Philos Trans A Math Phys Eng Sci       Date:  2015-02-13       Impact factor: 4.226

2.  Cardiovascular coupling during graded postural challenge: comparison between linear tools and joint symbolic analysis.

Authors:  Alberto Porta; Anielle C M Takahashi; Aparecida M Catai
Journal:  Braz J Phys Ther       Date:  2016-06-30       Impact factor: 3.377

3.  Analyzing Electronic Medical Records to Predict Risk of DIT (Death, Intubation, or Transfer to ICU) in Pediatric Respiratory Failure or Related Conditions.

Authors:  Teeradache Viangteeravat; Oguz Akbilgic; Robert Lowell Davis
Journal:  AMIA Jt Summits Transl Sci Proc       Date:  2017-07-26
  3 in total

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