Methods Inf Med 2004; 43(02): 202-206
DOI: 10.1055/s-0038-1633859
Original Article
Schattauer GmbH

Forecasting of Life Threatening Arrhythmias Using the Compression Entropy of Heart Rate

M. Baumert
1   University of Applied Sciences Jena, Department of Medical Engineering, Jena, Germany
,
V. Baier
1   University of Applied Sciences Jena, Department of Medical Engineering, Jena, Germany
,
J. Haueisen
2   Friedrich Schiller University Jena, Department of Neurology, Biomagnetic Center, Jena, Germany
,
N. Wessel
3   University of Potsdam, Institute for Physics, Potsdam, Germany
,
U. Meyerfeldt
4   Humboldt-University Berlin, Charité, Franz-Volhard-Hospital, Berlin, Germany
,
A. Schirdewan
4   Humboldt-University Berlin, Charité, Franz-Volhard-Hospital, Berlin, Germany
,
A. Voss
1   University of Applied Sciences Jena, Department of Medical Engineering, Jena, Germany
› Author Affiliations
Further Information

Publication History

Publication Date:
05 February 2018 (online)

Summary

Objectives: Ventricular tachycardia (VT) provoking sudden cardiac death (SCD) are a major cause of mortality in the developed countries. The most efficient therapy for SCD prevention are implantable cardioverter defibrillators (ICD). In this study heart rate variability (HRV) measures were analyzed for short-term forecasting of VT in order to improve VT sensing and to enable a patient warning of forthcoming shocks.

Methods: The last 1000 normal beat-to-beat intervals before 50 VT episodes stored by the ICD were analyzed and compared to individually acquired control time series (CON). HRV analysis was performed with standard parameters of time and frequency domain as suggested by the HRV Task Force and furthermore with a newly developed and optimized nonlinear parameter that assesses the compression entropy of heart rate (Hc).

Results: Except of meanNN (p = 0.02) we found no significant differences in standard HRV parameters. In contrast, Hc revealed highly significant (p = 0.007) alterations in VT compared with CON suggesting a decreased complexity before the onset of VT.

Conclusion: Compression entropy might be a suitable parameter for short-term forecasting of life-threatening tachycardia in ICD.

 
  • References

  • 1 Fogel RI, Prystowsky EN. Management of malignant ventricular arrhythmias and cardiac arrest. Crit Care Med 2000; 28 (Suppl. 10) Suppl N165-9.
  • 2 Cesar A, Zipes DP. Who needs an ICD?. ACC current journal review. 2002: 77-80.
  • 3 Peters RW, Gold MR. Implantable cardiac defibrillators. Med Clin North Am 2001; 85 (02) 343-67.
  • 4 Copie X, Piot O, Said MA, Lavergne T, Ollitrault J, Guize L, Le Heuzey JY. Temporal and geographical trends in indications for implantation of cardiac defibrillators in Europe 1993-1998. Medtronic ICD System Investigators. Pacing Clin Electrophysiol 2000; 23 (06) 979-84.
  • 5 Schaumann A, von zur Muhlen F, Gonska BD, Kreuzer H. Enhanced detection criteria in implantable cardioverter-defibrillators to avoid inappropriate therapy. Am J Cardiol 1996; 12 (78) (5A) 42-50.
  • 6 Kettering K, Dornberger V, Lang R, Vonthein R, Suchalla R, Bosch RF, Mewis C, Eigenberger B, Kuhlkamp V. Enhanced detection criteria in implantable cardioverter defibrillators: sensitivity and specificity of the stability algorithm at different heart rates. Pacing Clin Electrophysiol 2001; 24 (9 Pt 1) 1325-33.
  • 7 Favale S, Nacci F, Galati A, Accogli M, De Giorgi V, Greco MR, Nastasi M, Pierfelice O, Rossi S, Gargaro A. Electrogram width parameter analysis in implantable cardioverter defibrillators: Influence of body position and electrode configuration. Pacing Clin Electrophysiol 2001; 24 (12) 1732-8.
  • 8 Washizuka T, Chinushi M, Tagawa M, Kasai H, Watanabe H, Hosaka Y, Yamashita F, Furushima H, Abe A, Watanabe H, Hayashi J, Aizawa Y. Inappropriate discharges by fourth generation implantable cardioverter defibrillators in patients with ventricular arrhythmias. Jpn Circ J 2001; 65 (11) 927-30.
  • 9 Filipecki A, Trusz-Gluza M, Szydlo K, Giec L. Value of heart rate variability parameters for prediction of serious arrhythmic events in patients with malignant ventricular arrhythmias. Pacing Clin Electrophysiol 1996; 19 (11 Pt 2) 1852-6.
  • 10 Hoffmann J, Grimm W, Menz V, Knop U, Maisch B. Heart rate variability and major arrhythmic events in patients with idiopathic dilated cardiomyopathy. Pacing Clin Electrophysiol 1996; 19 (11 Pt 2) 1841-4.
  • 11 Lombardi F, Porta A, Marzegalli M, Favale S, Santini M, Vincenti A, De Rosa A. Heart rate variability patterns before ventricular tachycardia onset in patients with an implantable cardioverter defibrillator. Participating Investigators of ICDHRV Italian Study Group. Am J Cardiol 2000; 86 (09) 959-63.
  • 12 Wessel N, Ziehmann C, Kurths J, Meyerfeldt U, Schirdewan A, Voss A. Short-term forecasting of life-threatening cardiac arrhythmias based on symbolic dynamics and finite-time growth rates. Phys Rev E Stat Phys Plasmas Fluids Relat Interdiscip Topics 2000; 61 (01) 733-9.
  • 13 Meyerfeldt U, Wessel N, Schutt H, Selbig D, Schumann A, Voss A, Kurths J, Ziehmann C, Dietz R, Schirdewan A. Heart rate variability before the onset of ventricular tachycardia: differences between slow and fast arrhythmias. Int J Cardiol 2002; 84 2-3 141-51.
  • 14 Pruvot E, Thonet G, Vesin JM, van-Melle G, Seidl K, Schmidinger H, Brachmann J, Jung W, Hoffmann E, Tavernier R, Block M, Podczeck A, Fromer M. Heart rate dynamics at the onset of ventricular tachyarrhythmias as retrieved from implantable cardioverter-defibrillators in patients with coronary artery disease. Circulation 2000; 23: 2398-404.
  • 15 Vybiral T, Glaeser DH, Goldberger AL, Rigney DR, Hess KR, Mietus J, Skinner JE, Francis M, Pratt CM. Conventional heart rate variability analysis of ambulatory electrocardiographic recordings fails to predict imminent ventricular fibrillation. J Am Coll Cardiol 1993; 22 (02) 557-65.
  • 16 Mani V, Wu X, Wood MA, Ellenbogen KA, Hsia PW. Variation of spectral power immediately prior to spontaneous onset of ventricular tachycardia/ventricular fibrillation in implantable cardioverter defibrillator patients. J Cardiovasc Electrophysiol 1999; 10 (12) 1586-96.
  • 17 Huikuri HV, Seppanen T, Koistinen MJ, Airaksinen J, Ikaheimo MJ, Castellanos A, Myerburg RJ. Abnormalities in beat-to-beat dynamics of heart rate before the spontaneous onset of life-threatening ventricular tachyarrhythmias in patients with prior myocardial infarction. Circulation 1996; 93 (10) 1836-44.
  • 18 Osaka M, Saitoh H, Sasabe N, Atarashi H, Katoh T, Hayakawa H, Cohen RJ. Changes in autonomic activity preceding onset of nonsustained ventricular tachycardia. Ann Noninvasive Electrocardiol 1996; 1 (01) 3-11.
  • 19 Nemec J, Hammill SC, Shen WK. Increase in heart rate precedes episodes of ventricular tachycardia and ventricular fibrillation in patients with implantable cardioverter defibrillators: analysis of spontaneous ventricular tachycardia database. Pacing Clin Electrophysiol 1999; 22 (12) 1729-38.
  • 20 Heart rate variability. Standards of measurement, physiological interpretation, and clinical use. Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. Eur Heart J 1996; 17 (03) 354-81.
  • 21 Shannon CE. The Bell System Technical J. 1948; (27) 379-623.
  • 22 Benedetto D, Caglioti E, Loreto V. Language trees and Zipping. Phys Rev Lett 2002; 88 (04) 048702
  • 23 Wessel N, Voss A, Malberg H, Ziehmann C, Voss HU, Schirdewan A, Meyerfeldt U, Kurths J. Nonlinear analysis of complex phenomena in cardiological data. Herzschrittmachertherapie und Elektrophysiologie 2000; 11 (03) 159-73.
  • 24 Lempel A, Ziv J. A Universal Algorithm for Sequential Date-Compression. IEEE Trans Inf Th 1977; 337-43.
  • 25 Chatin GJ. Information, randomness and incompleteness. Singapore: World Scientific; 1990
  • 26 Li M, Vitányi P. An introduction to Kolmogorov complexity and its applications. Springer. 1997