- -

Electrocardiographic Spectral Features for Long-Term Outcome Prognosis of Atrial Fibrillation Catheter Ablation

RiuNet: Institutional repository of the Polithecnic University of Valencia

Share/Send to

Cited by

Statistics

Electrocardiographic Spectral Features for Long-Term Outcome Prognosis of Atrial Fibrillation Catheter Ablation

Show full item record

Alcaraz, R.; Hornero, F.; Rieta, JJ. (2016). Electrocardiographic Spectral Features for Long-Term Outcome Prognosis of Atrial Fibrillation Catheter Ablation. Annals of Biomedical Engineering. 44(11):3307-3318. doi:10.1007/s10439-016-1641-3

Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/78556

Files in this item

Item Metadata

Title: Electrocardiographic Spectral Features for Long-Term Outcome Prognosis of Atrial Fibrillation Catheter Ablation
Author:
UPV Unit: Universitat Politècnica de València. Escuela Politécnica Superior de Gandia - Escola Politècnica Superior de Gandia
Universitat Politècnica de València. Departamento de Ingeniería Electrónica - Departament d'Enginyeria Electrònica
Universitat Politècnica de València. Grupo de ingeniería en bioseñales e imagen radiológica
Issued date:
Abstract:
Atrial fibrillation (AF) is the most common arrhythmia in routine clinical practice. Despite many years of research, its mechanisms still are not well understood, thus reducing the effectiveness of AF treatments. Nowadays, ...[+]
Subjects: Atrial fibrillation , Catheter ablation , Electrocardiogram , Spectral analysis
Copyrigths: Cerrado
Source:
Annals of Biomedical Engineering. (issn: 0090-6964 ) (eissn: 1573-9686 )
DOI: 10.1007/s10439-016-1641-3
Publisher:
Springer Verlag (Germany)
Publisher version: http://dx.doi.org/10.1007/s10439-016-1641-3
Thanks:
Research funded by Grants TEC2014-52250-R from the Spanish Ministry of Economy and Competitiveness and PPII-2014-026-P from Junta de Comunidades de Castilla-La Mancha.
Type: Artículo

References

Alcaraz, R., and J. J. Rieta. Adaptive singular value cancellation of ventricular activity in single-lead atrial fibrillation electrocardiograms. Physiol. Meas. 29(12):1351–1369, 2008.

Alcaraz, R., and J. J. Rieta. Non-invasive organization variation assessment in the onset and termination of paroxysmal atrial fibrillation. Comput. Methods Programs Biomed. 93(2):148–154, 2009.

Alcaraz, R., and J. J. Rieta. The application of nonlinear metrics to assess organization differences in short recordings of paroxysmal and persistent atrial fibrillation. Physiol. Meas. 31(1):115–130, 2010. [+]
Alcaraz, R., and J. J. Rieta. Adaptive singular value cancellation of ventricular activity in single-lead atrial fibrillation electrocardiograms. Physiol. Meas. 29(12):1351–1369, 2008.

Alcaraz, R., and J. J. Rieta. Non-invasive organization variation assessment in the onset and termination of paroxysmal atrial fibrillation. Comput. Methods Programs Biomed. 93(2):148–154, 2009.

Alcaraz, R., and J. J. Rieta. The application of nonlinear metrics to assess organization differences in short recordings of paroxysmal and persistent atrial fibrillation. Physiol. Meas. 31(1):115–130, 2010.

Atienza, F., J. Almendral, J. Jalife, S. Zlochiver, R. Ploutz-Snyder, E. G. Torrecilla, A. Arenal, J. Kalifa, F. Fernández-Avilés, and O. Berenfeld. Real-time dominant frequency mapping and ablation of dominant frequency sites in atrial fibrillation with left-to-right frequency gradients predicts long-term maintenance of sinus rhythm. Heart Rhythm 6(1):33–40, 2009.

Balk, E. M., A. C. Garlitski, A. A. Alsheikh-Ali, T. Terasawa, M. Chung, and S. Ip. Predictors of atrial fibrillation recurrence after radiofrequency catheter ablation: a systematic review. J. Cardiovasc. Electrophysiol. 21(11):1208–1216, 2010.

Bishop, C. M. Neural Networks for Pattern Recognition. Oxford University Press Inc, 1995.

Blomstrom Lundqvist, C., G. Y. H. Lip, and P. Kirchhof. What are the costs of atrial fibrillation? Europace 13 Suppl 2:ii9–12, 2011.

Bollmann, A., D. Husser, L. T. Mainardi, F. Lombardi, P. Langley, A. Murray, J. J. Rieta, J. Millet, S. B. Olsson, M. Stridh, and L. Sornmo. Analysis of surface electrocardiograms in atrial fibrillation: techniques, research, and clinical applications. Europace 8(11):911–926, 2006.

Bollmann, A., N. K. Kanuru, K. K. McTeague, P. F. Walter, D. B. DeLurgio, and J. J. Langberg. Frequency analysis of human atrial fibrillation using the surface electrocardiogram and its response to ibutilide. Am. J. Cardiol. 81(12):1439–1445, 1998.

Calkins, H., K. H. Kuck, R. Cappato, J. Brugada, A. J. Camm, S. A. Chen, et al. 2012 HRS/EHRA/ECAS expert consensus statement on catheter and surgical ablation of atrial fibrillation: recommendations for patient selection, procedural techniques, patient management and follow-up, definitions, endpoints, and research trial design. Europace 14(4):528–606, 2012.

Chang, S.-H., M. Ulfarsson, A. Chugh, K. Yoshida, K. Jongnarangsin, T. Crawford, E. Good, F. Pelosi, F. Bogun, F. Morady, and H. Oral. Time- and frequency-domain characteristics of atrial electrograms during sinus rhythm and atrial fibrillation. J. Cardiovasc. Electrophysiol. 22(8):851–857, 2011.

Ciaccio, E. J., A. B. Biviano, W. Whang, A. Gambhir, and H. Garan. Spectral profiles of complex fractionated atrial electrograms are different in longstanding and acute onset atrial fibrillation atrial electrogram spectra. J. Cardiovasc. Electrophysiol. 23(9):971–9, 2012.

Cox, J. L. Surgical treatment of atrial fibrillation: a review. Europace 5 Suppl 1:S20–9, 2004.

Di Marco, L. Y., D. Raine, J. P. Bourke, and P. Langley. Characteristics of atrial fibrillation cycle length predict restoration of sinus rhythm by catheter ablation. Heart Rhythm 10(9):1303–1310, 2013.

Di Marco, L. Y., D. Raine, J. P. Bourke, and P. Langley. Recurring patterns of atrial fibrillation in surface ECG predict restoration of sinus rhythm by catheter ablation. Comput. Biol. Med. 54C:172–179, 2014.

Dyer, J., S. Malakouti, and S. Stavrakis. Measuring spectral organization in atrial fibrillation. In Instrumentation and Measurement Technology Conference (I2MTC), 2015 IEEE International IS - SN - VO - VL -, 2015, pp. 773–778.

Everett, T. H., L. C. Kok, R. H. Vaughn, J. R. Moorman, and D. E. Haines. Frequency domain algorithm for quantifying atrial fibrillation organization to increase defibrillation efficacy. IEEE Trans. Biomed. Eng. 48(9):969–978, 2001.

Gal, P., A. C. Linnenbank, A. Adiyaman, J. J. J. Smit, A. R. Ramdat Misier, P. P. H. M. Delnoy, J. M. T. de Bakker, and A. Elvan. Correlation of atrial fibrillation cycle length and fractionation is associated with atrial fibrillation free survival. Int. J. Cardiol. 187 IS:208–215, 2015.

Ganesan, A. N., N. J. Shipp, A. G. Brooks, P. Kuklik, D. H. Lau, H. S. Lim, T. Sullivan, K. C. Roberts-Thomson, and P. Sanders. Long-term outcomes of catheter ablation of atrial fibrillation: a systematic review and meta-analysis. J. Am. Heart. Assoc. 2(2):e004549, 2013.

Garibaldi, M., V. Zarzoso, D. G. Latcu, and N. Saoudi. Predicting catheter ablation outcome in persistent atrial fibrillation using atrial dominant frequency and related spectral features. Conference proceedings : Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Conference 2012, 2012, pp. 613–616.

Gerstenfeld, E. P. and S. Duggirala. Atrial fibrillation ablation: indications, emerging techniques, and follow-up. Prog. Cardiovas. Dis. 2015.

Gillis, A. M., A. D. Krahn, A. C. Skanes, and S. Nattel. Management of atrial fibrillation in the year 2033: new concepts, tools, and applications leading to personalized medicine. Can. J. Cardiol. 29(10):1141–1146, 2013.

Gorenek, B. and G. Kudaiberdieva. Cost analysis of radiofrequency catheter ablation for atrial fibrillation. Int. J. Cardiol. 167(6):2462–2467, 2013.

Haïssaguerre, M., M. Hocini, P. Sanders, F. Sacher, M. Rotter, Y. Takahashi, T. Rostock, L.-F. Hsu, P. Bordachar, S. Reuter, R. Roudaut, J. Clémenty, and P. Jaïs. Catheter ablation of long-lasting persistent atrial fibrillation: clinical outcome and mechanisms of subsequent arrhythmias. J. Cardiovasc. Electrophysiol. 16(11):1138–47, 2005.

Healey, J. S., C. W. Israel, S. J. Connolly, S. H. Hohnloser, G. M. Nair, S. Divakaramenon, A. Capucci, I. C. V. Gelder, C.-P. Lau, M. R. Gold, M. Carlson, E. Themeles, and C. A. Morillo. Relevance of electrical remodeling in human atrial fibrillation: results of the Asymptomatic Atrial Fibrillation and Stroke Evaluation in Pacemaker Patients and the Atrial Fibrillation Reduction Atrial Pacing Trial mechanisms of atrial fibrillation study. Circ. Arrhythm. Electrophysiol. 5(4):626–631, 2012.

Holm, M., S. Pehrson, M. Ingemansson, L. Sornmo, R. Johansson, L. Sandhall, M. Sunemark, B. Smideberg, C. Olsson, and S. B. Olsson. Non-invasive assessment of the atrial cycle length during atrial fibrillation in man: introducing, validating and illustrating a new ECG method. Cardiovasc. Res. 38(1):69–81, 1998.

Holmqvist, F., M. Stridh, J. E. P. Waktare, A. Roijer, L. Sornmo, P. G. Platonov, and C. J. Meurling. Atrial fibrillation signal organization predicts sinus rhythm maintenance in patients undergoing cardioversion of atrial fibrillation. Europace 8(8):559–565, 2006.

Holmstrom, L., P. Koistinen, J. Laaksonen, and E. Oja. Neural and statistical classifiers-taxonomy and two case studies. IEEE Trans. Neural. Netw. 8(1):5–17, 1997.

Hornero, R., J. Escudero, A. Fernández, J. Poza, and C. Gómez. Spectral and nonlinear analyses of meg background activity in patients with alzheimer’s disease. IEEE Trans. Biomed. Eng. 55(6):1658–65, 2008.

Hsu, N.-W., Y.-J. Lin, C.-T. Tai, T. Kao, S.-L. Chang, W. Wongcharoen, L.-W. Lo, A. R. Udyavar, Y.-F. Hu, H.-W. Tso, Y.-J. Chen, S. Higa, and S.-A. Chen. Frequency analysis of the fibrillatory activity from surface ECG lead V1 and intracardiac recordings: implications for mapping of AF. Europace 10(4):438–43, 2008.

Husser, D., M. Stridh, D. S. Cannom, A. K. Bhandari, M. J. Girsky, S. Kang, L. Sornmo, S. B. Olsson, and A. Bollmann. Validation and clinical application of time-frequency analysis of atrial fibrillation electrocardiograms. J. Cardiovasc. Electrophysiol. 18(1):41–46, 2007.

Husser, D., M. Stridh, L. Sornmo, C. Geller, H. U. Klein, S. B. Olsson, and A. Bollmann. Time-frequency analysis of the surface electrocardiogram for monitoring antiarrhythmic drug effects in atrial fibrillation. Am. J. Cardiol. 95(4):526–528, 2005.

January, C. T., L. S. Wann, J. S. Alpert, H. Calkins, J. E. Cigarroa, J. C. Cleveland, J. B. Conti, P. T. Ellinor, M. D. Ezekowitz, M. E. Field, K. T. Murray, R. L. Sacco, W. G. Stevenson, P. J. Tchou, C. M. Tracy, C. W. Yancy, and American College of Cardiology/American Heart Association Task Force on Practice Guidelines. 2014 AHA/ACC/HRS guideline for the management of patients with atrial fibrillation: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines and the Heart Rhythm Society. J. Am. Coll. Cardiol. 2014.

Jian, A. K., R. P. W. Duin, and J. Mao. Statistical pattern recognition: a review. IEEE Trans. Pattern. Anal. Mach. Intell. 22:4–37, 2000.

Jobson, J. D. Applied Multivariate Data Analysis: Categorical and Multivariate Methods. Springer, 1991.

Jung, Y., and H. Jianhua. A k-fold averaging cross-validation procedure. J.Nonparameteric Stat. 27(2):167–179, 2015.

Lasko, T. A., J. G. Bhagwat, K. H. Zou, and L. Ohno-Machado. The use of receiver operating characteristic curves in biomedical informatics. J. Biomed. Inform. 38(5):404–415, 2005.

Matsuo, S., N. Lellouche, M. Wright, M. Bevilacqua, S. Knecht, I. Nault, K.-T. Lim, L. Arantes, M. D. O’Neill, P. G. Platonov, J. Carlson, F. Sacher, M. Hocini, P. Jaïs, and M. Haïssaguerre. Clinical predictors of termination and clinical outcome of catheter ablation for persistent atrial fibrillation. J. Am. Coll. Cardiol. 54(9):788–795, 2009.

Meo, M., V. Zarzoso, O. Meste, D. G. Latcu, and N. Saoudi. Catheter ablation outcome prediction in persistent atrial fibrillation using weighted principal component analysis. Biomed. Signal Proc. Con. 8(6):958–968, 2013.

Meo, M., V. Zarzoso, O. Meste, D. G. Latcu, and N. Saoudi. Spatial variability of the 12-lead surface ECG as a tool for noninvasive prediction of catheter ablation outcome in persistent atrial fibrillation. IEEE Trans. Biomed. Eng. 60(1):20–7, 2013.

Nademanee, K., J. McKenzie, E. Kosar, M. Schwab, B. Sunsaneewitayakul, T. Vasavakul, C. Khunnawat, and T. Ngarmukos. A new approach for catheter ablation of atrial fibrillation: mapping of the electrophysiologic substrate. J. Am. Coll. Cardiol. 43(11):2044–53, 2004.

Narayan, S. M., D. E. Krummen, K. Shivkumar, P. Clopton, W.-J. Rappel, and J. M. Miller. Treatment of atrial fibrillation by the ablation of localized sources: CONFIRM (Conventional Ablation for Atrial Fibrillation With or Without Focal Impulse and Rotor Modulation) trial J. Am. Coll. Cardiol. 60(7):628–636, 2012.

Nattel, S., and M. Harada. Atrial remodeling and atrial fibrillation: recent advances and translational perspectives. J. Am. Coll. Cardiol. 63(22):2335–2345, 2014.

Nault, I., N. Lellouche, S. Matsuo, S. Knecht, M. Wright, K.-T. Lim, F. Sacher, P. Platonov, A. Deplagne, P. Bordachar, N. Derval, M. D. O’Neill, G. J. Klein, M. Hocini, P. Jaïs, J. Clémenty, and M. Haïssaguerre. Clinical value of fibrillatory wave amplitude on surface ECG in patients with persistent atrial fibrillation. J. Interv. Card. Electrophysiol. 26(1):11–19, 2009.

Nishida, K., T. Datino, L. Macle, and S. Nattel. Atrial fibrillation ablation: translating basic mechanistic insights to the patient. J. Am. Coll. Cardiol. 64(8):823–831, 2014.

Oral, H., C. Pappone, A. Chugh, E. Good, F. Bogun, F. Pelosi, Jr, E. R. Bates, M. H. Lehmann, G. Vicedomini, G. Augello, E. Agricola, S. Sala, V. Santinelli, and F. Morady. Circumferential pulmonary-vein ablation for chronic atrial fibrillation. N. Engl. J. Med. 354(9):934–41, 2006.

Petrutiu, S., A. V. Sahakian, W. Fisher, and S. Swiryn. Manifestation of left atrial events and interatrial frequency gradients in the surface electrocardiogram during atrial fibrillation: contributions from posterior leads. J. Cardiovasc. Electrophysiol. 20(11):1231–6, 2009.

Polovina, M. M., and T. S. Potpara. Recent advances in antiarrhythmic drug treatment of atrial fibrillation. Recent Pat. Cardiovasc. Drug Discov. 8(2):112–126, 2013.

Raine, D., P. Langley, A. Murray, S. S. Furniss, and J. P. Bourke. Surface atrial frequency analysis in patients with atrial fibrillation: assessing the effects of linear left atrial ablation. J. Cardiovasc. Electrophysiol. 16(8):838–44, 2005.

Reiffel, J. A. Cardioversion for atrial fibrillation: treatment options and advances. Pacing Clin. Electrophysiol. 32(8):1073–1084, 2009.

Shah, R. U., J. V. Freeman, D. Shilane, P. J. Wang, A. S. Go, and M. A. Hlatky. Procedural complications, rehospitalizations, and repeat procedures after catheter ablation for atrial fibrillation. J. Am. Coll. Cardiol. 59(2):143–149, 2012.

Sheikh, A., N. J. Patel, N. Nalluri, K. Agnihotri, J. Spagnola, A. Patel, D. Asti, R. Kanotra, H. Khan, C. Savani, S. Arora, N. Patel, B. Thakkar, N. Patel, D. Pau, A. O. Badheka, A. Deshmukh, M. Kowalski, J. Viles-Gonzalez, and H. Paydak. Trends in hospitalization for atrial fibrillation: epidemiology, cost, and implications for the future. Prog. Cardiovas. Dis. 2015.

Singh, S. M., E. K. Heist, J. S. Koruth, C. D. Barrett, J. N. Ruskin, and M. C. Mansour. The relationship between electrogram cycle length and dominant frequency in patients with persistent atrial fibrillation. J. Cardiovasc. Electrophysiol. 20(12):1336–1342, 2009.

Sörnmo, L., and P. Laguna. Bioelectrical Signal Processing in Cardiac and Neurological Applications. Elsevier Academic Press, 2005.

Stridh, M., A. Bollmann, S. B. Olsson, and L. Sörnmo. Detection and feature extraction of atrial tachyarrhythmias. a three stage method of time-frequency analysis. IIEEE Eng. Med. Biol. Mag. 25(6):31–9, 2006.

Stridh, M., D. Husser, A. Bollmann, and L. Sörnmo. Waveform characterization of atrial fibrillation using phase information. IEEE Trans. Biomed. Eng. 56(4):1081–9, 2009.

Stridh, M., L. Sornmo, C. J. Meurling, and S. B. Olsson. Sequential characterization of atrial tachyarrhythmias based on ECG time-frequency analysis. IEEE Trans. Biomed. Eng. 51(1):100–114, 2004.

Takahashi, Y., P. Sanders, P. Jaïs, M. Hocini, R. Dubois, M. Rotter, T. Rostock, C. J. Nalliah, F. Sacher, J. Clémenty, and M. Haïssaguerre. Organization of frequency spectra of atrial fibrillation: relevance to radiofrequency catheter ablation. J. Cardiovasc. Electrophysiol. 17(4):382–388, 2006.

Welch, P. D. Use of fast Fourier transform for estimation of power spectra: a method based on time averaging over short modified periodograms. IEEE Trans. Audio Electroacustics 15(2):70–73, 1967.

Woods, C. E., and J. Olgin. Atrial fibrillation therapy now and in the future: drugs, biologicals, and ablation. Circ. Res. 114(9):1532–1546, 2014.

Xi, Q., A. V. Sahakian, and S. Swiryn. The effect of qrs cancellation on atrial fibrillatory wave signal characteristics in the surface electrocardiogram. J. Electrocardiol. 36(3):243–9, 2003.

Yiin, G. S., D. P. Howard, N. L. Paul, Z. Mehta, and P. M. Rothwell. Incidence, outcome and future projections of atrial fibrillation-related stroke and systemic embolism at age $$>=$$ > = 80 years: 10-year results of a population-based study. J. Neurol. Neurosurg. Psychiatry 84(11):e2, 2013.

Yoshida, K., and K. Aonuma. Catheter ablation of atrial fibrillation: past, present, and future directions. J. Arrhythm. 28(2):83–90, 2012.

Yoshida, K., A. Chugh, E. Good, T. Crawford, J. Myles, S. Veerareddy, S. Billakanty, W. S. Wong, M. Ebinger, F. Pelosi, K. Jongnarangsin, F. Bogun, F. Morady, and H. Oral. A critical decrease in dominant frequency and clinical outcome after catheter ablation of persistent atrial fibrillation. Heart Rhythm 7(3):295–302, 2010.

Yoshida, K., A. Chugh, M. Ulfarsson, E. Good, M. Kuhne, T. Crawford, J. F. Sarrazin, N. Chalfoun, D. Wells, W. Boonyapisit, S. Veerareddy, S. Billakanty, W. S. Wong, K. Jongnarangsin, F. Pelosi, Jr., F. Bogun, F. Morady, and H. Oral. Relationship between the spectral characteristics of atrial fibrillation and atrial tachycardias that occur after catheter ablation of atrial fibrillation. Heart Rhythm 6(1):11–7, 2009.

Yoshida, K., M. Ulfarsson, H. Tada, A. Chugh, E. Good, M. Kühne, T. Crawford, J. F. Sarrazin, N. Chalfoun, D. Wells, K. Jongnarangsin, F. Pelosi, F. Bogun, F. Morady, and H. Oral. Complex electrograms within the coronary sinus: time- and frequency-domain characteristics, effects of antral pulmonary vein isolation, and relationship to clinical outcome in patients with paroxysmal and persistent atrial fibrillation. J. Cardiovasc. Electrophysiol. 19(10):1017–1023, 2008.

[-]

This item appears in the following Collection(s)

Show full item record