Venous catheter based mapping of ectopic epicardial activation: Training data set selection for statistical estimation

IEEE Transactions on Biomedical Engineering

Volumn 52, Issue 11, 2005, Pages 1823-1831

  Yilmaz, Bülent ^a   MacLeod, Robert S ^b,d   Punske, Bonnie Billard ^b,e   Taccardi, Bruno ^b   Brooks, Dana H ^c,d,f  

^a BASKENT UNIVERSITY   (Turkey)

^b UNIVERSITY OF UTAH SCHOOL OF MEDICINE   (United States)

^c NORTHEASTERN UNIVERSITY   (United States)

^d UNIVERSITY OF UTAH   (United States)

^e Department of Electrical and Computer Engineering   (United States)

^f Northeastern University   (United States)

Author keywords

Catheter mapping; Epicardial activation mapping; Statistical estimation; Training set selection

Indexed keywords

CATHETHER MAPPING; EPICARDIAL ACTIVATION MAPPING; STATISTICAL ESTIMATION; TRAINING SET SELECTION;

BIOMEDICAL ENGINEERING; CARDIOLOGY; PATIENT MONITORING; STATISTICAL METHODS;

CATHETERS;

ANIMAL EXPERIMENT; ANIMAL MODEL; ANIMAL TISSUE; ARTICLE; CONTROLLED STUDY; CORONARY BLOOD VESSEL; CORRELATION COEFFICIENT; DIAGNOSTIC ACCURACY; DOG; ELECTRIC POTENTIAL; ELECTROPHYSIOLOGY; EPICARDIUM MAPPING; EXTRASYSTOLE; HEART ARRHYTHMIA; HEART VENTRICLE TACHYCARDIA; INTRAVENOUS CATHETER; MEASUREMENT; NONHUMAN; STATISTICAL ANALYSIS; TRAINING;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BODY SURFACE POTENTIAL MAPPING; CARDIAC COMPLEXES, PREMATURE; CATHETERIZATION, CENTRAL VENOUS; COMPUTER SIMULATION; DATABASES, FACTUAL; DIAGNOSIS, COMPUTER-ASSISTED; HEART CONDUCTION SYSTEM; HUMANS; MODELS, CARDIOVASCULAR; MODELS, STATISTICAL; PERICARDIUM;

EID: 27644514573     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2005.856243     Document Type: Article

References (43)

1. G. Arisi, E. Macchi, C. Corradi, R. L. Lux, and B. Taccardi, "Epicardial excitation during ventricular pacing: relative independence of break-through sites from excitation sequence in canine right ventricle," Circ. Res., vol. 71, no. 4, pp. 840-849, 1992.
2. G. E. Beatty, S. C. Remole, M. K. Johnston, J. E. Holte, and D. G. Benditt, "Non-contact electrical extrapolation technique to reconstruct endocardial potentials," PACE, vol. 17, no. 4, p. 765, 1994.
3. S. V. Beiden, M. A. Maloof, and R. F. Wagner, "A general model for finite-sample effects in training and testing of competing classifiers," IEEE Trans. Pattern Anal. Machine Intell., vol. 25, no. 12, pp. 1561-1569, Dec. 2003.
4. A. Berruezo, L. Mont, S. Nava, E. Chueca, E. Bartholomay, and J. Brugada, "Electrocardiographic recognition of the epicardial origin of ventricular tachycardias," Circ., vol. 109, pp. 1842-1847, 2004.
5. T. R. Betts, P. R. Roberts, S. A. Allen, and J. M. Morgan, "Radiofrequency ablation of idiopathic left ventricular tachycardia at the site of earliest activation as determined by noncontact mapping," J. Cardiovasc. Electrophysiol., vol. 11, pp. 1094-1101, 2000.
6. J. C. Bezdek, L. O. Hall, and L. P. Clarke, "Review of MR image segmentation techniques using pattern recognition," MedPhys, vol. 20, pp. 1033-1048, 1993.
7. J. Brugada, A. Berruezo, A. Cuesta, and J. Osca, "Nonsurgical transthoracic epicardial radiofrequency ablation A alternative in incessant ventricular tachycardia," J. Amer. Coll. Cardiol., vol. 41, pp. 2036-2043, 2003.
8. H. Calkins, "Cooled ablation," J. Cardiovasc. Electrophysiol., vol. 15, pp. S12-S17, Oct. 2004.
9. D. Darbar, J. E. Olgin, J. M. Miller, and P. Friedman, "Localization of the origin of arrhythmias for ablation: from electrocardiography to advanced endocardial mapping systems," J. Cardiovasc. Electrophysiol., vol. 12, no. 10, pp. 1309-1325, 2001.
10. A. d'Avila, C. Houghtaling, P. Gutierrez, O. Vragovic, J. N. Ruskin, M. E. Josephson, and V. Y. Reddy, "Catheter ablation of ventricular epicardial tissue A comparison of standard and cooled-tip radiofrequency energy," Circ., vol. 109, pp. 2363-2369, 2004.
11. J. M. T. de Bakker, M. J. Janse, J. J. L. van Capelle, and D. Durrer, "Epicardial mapping by simultaneous recording of epicardial electrograms during cardiac surgery for ventricular aneurism," J. Amer. Coll. Cardiol., vol. 2, pp. 947-953, 1983.
12. N. M. S. de Groot, M. Bootsma, E. T. van der Velde, and M. J. Schalij, "Three-dimensional catheter positioning during radiofrequency ablation in patients: first application of a real-time position management system," J. Cardiovasc. Electrophysiol., vol. 11, pp. 1183-1192, 2000.
13. M. Eldar, D. G. Ohad, J. J. Goldberger, Z. Rotstein, S. Hsu, D. K. Swanson, and A. J. Greenspon, "Transcutaneous multielectrode basket catheter for endocardial mapping and ablation of ventricular tachycardia in the pig," Circ., vol. 96, pp. 2340-2437, 1997.
14. M. N. Faddis, W. Blume, J. Finney, A. Hall, J. Rauch, J. Sel, K. T. Bae, M. Talcott, and B. Lindsay, "Novel magnetically guided catheter for endocardial mapping and radiofrequency catheter ablation," Circ., vol. 106, pp. 2980-2985, 2002.
15. L. Gepstein and S. J. Evans, "Electroanatomical mapping of the heart: Basic concepts and implications for the treatment of cardiac arrhythmias," PACE, vol. 21, no. 6, pp. 1268-1278, 1998.
16. L. S. Green, B. Taccardi, P. R. Ershler, and R. L. Lux, "Epicardial potential mapping: effects of conducting media on isopotential and isochrone distributions," Circ., vol. 84, pp. 2513-2521, 1991.
17. I. Guyon, J. Makhoul, R. Schwartz, and V. Vapnik, "What size test set gives good error rate estimates?," IEEE Trans. Pattern Anal. Machine Intell., vol. 20, no. 1, pp. 52-64, Jan. 1998.
18. M. J. Janse, "Reentrant arrhythmias," in The Heart and Cardiovascular System, 2nd ed, H. A. Fozzard, E. Haber, R. B. Jeenings, A. M. Katz, and H. E. Morgan, Eds. New York: Raven, 1992, vol. II, ch. 79, pp. 2055-2094.
19. H. M. Kalayeh and D. A. Landgrebe, "Predicting the required number of training samples," IEEE Trans. Pattern Anal. Machine Intell., vol. 5, no. 6, pp. 664-666, Nov. 1983.
20. W. Kaltenbrunner, R. Cardinal, M. Dubuc, M. Shenasa, R. Nadeau, G. Tremblay, M. Vermeulen, P. Savard, and P. L. Page, "Epicardial and endocardial mapping of ventricular tachyarrhythmia in patients with myocardial infarction. Is the origin of the tachycardia always subendocardially localized?" Circ., vol. 84, pp. 1058-1071, 1991.
21. H. Kottkamp, G. Hindricks, X. Chen, J. Brunn, S. Willems, W. Haverkamp, M. Block, G. Breithardt, and M. Borggrefe, "Radiofrequency catheter ablation of sustained ventricular tachycardia in idiopathic dilated cardiomyopathy," Circ., vol. 92, pp. 1159-1168, 1995.
22. R. O. Kuenzler, "Generating Epicardial Activation Order From Multielectrode Venous Catheters," M.S. thesis, Univ. Utah, Salt Lake City, 1998.
23. R. O. Kuenzler, R. S. MacLeod, B. Taccardi, Q. Ni, and R. L. Lux, "Estimation of epicardial activation maps from intravascular recordings," J. Electrocardiol., vol. 32, no. 2, pp. 77-92, Apr. 1999.
24. L. Littmann, R. H. Svenson, J. J. Gallagher, J. G. Selle, S. H. Zimmern, J. M. Fedor, and P. G. Colavita, "Functional role of the epicardium in postinfarction ventricular tachycardia," Circ., vol. 83, pp. 1577-1591, 1991.
25. R. L. Lux, M. Akhtar, and R. S. MacLeod, "Mapping and invasive analysis," in Foundations of Cardiac Arrhythmias: Basic Concepts and Clinical Approaches, P. M. Spooner and M. R. Rosen, Eds. New York: Marcel Dekker, 2001, ch. 15, pp. 393-424.
26. R. S. MacLeod and C. R. Johnson, "Map3d: Interactive scientific visualization for bioengineering data," in Proc. IEEE Engineering in Medicine and Biology Soc. 15th Annu. Int. Conf., 1993, pp. 30-31.
27. R. Modre, B. Tilg, G. Fischer, and P. Wach, "Noninvasive myocardial activation time imaging: a novel inverse algorithm applied to clinical ECG mapping data," IEEE Trans Biomed. Eng., vol. 49, no. 10, pp. 1153-1161, Oct. 2002.
28. Q. Ni, R. S. MacLeod, R. L. Lux, and B. Taccardi, "A novel interpolation method for electric potential fields in the heart during excitation," Annal. Biomed. Eng., vol. 26, no. 4, pp. 597-607, 1998.
29. H. S. Oster, B. Taccardi, R. L. Lux, P. R. Ershler, and Y. Rudy, "Noninvasive electrocardiographic imaging: Reconstruction of epicardial potentials, electrograms, and isochrones and localization of single and multiple electrocardiac events," Circ., vol. 96, no. 3, pp. 1012-1024, 1997.
30. W. H. Press, B. P. Flannery, S. A. Teukolsky, and W. T. Vetterling, Numerical Recipes: The Art of Scientific Computing. New York: Cambridge Univ. Press, 1986.
31. J. S. Sanchez, R. Barandela, A. I. Marques, R. Alejo, and J. Badenas, "Analysis of new techniques to obtain quality training sets," Pattern Recogn. Lett., vol. 24, no. 7, pp. 1015-1022, Apr. 2003.
32. M. J. Schalij, F. P. van Rugge, M. Siezenga, and E. T. van der Velde, "Endocardial activation mapping ventricular tachycardia in patients: First application of a 32-site bipolar mapping electrode catheter," Circ., vol. 98, pp. 2168-2179, 1998.
33. R. J. Schilling, N. S. Peters, and D. W. Davies, "Simultaneous endocardial mapping in the human left ventricle using a noncontact catheter: Comparison of contact and reconstructed electrograms during sinus rhythm," Circ., vol. 9, pp. 887-898, 1998.
34. R. A. Schweikert, W. I. Saliba, G. Tomassoni, N. F. Marrouche, C. R. Cole, T. J. Dresing, P. J. Chou, D. Bash, S. Beheiry, C. Lam, L. Kanagaratnam, and A. Natale, "Percutaneous pericardial instrumentation for endo-epicardial mapping of previously failed ablations," Circ., vol. 108, pp. 1329-1335, 2003.
35. Y. Serinagaoglu, D. H. Brooks, and R. S. MacLeod, "Bayesian solutions and performance analysis in bioelectric inverse problems," IEEE Trans. Biomed. Eng, vol. 52, no. 6, pp. 1009-1020, Jun. 2005.
36. E. Sosa, M. Scanavacca, A. D'Avila, F. Oliviera, and J. A. F. Ramires, "Nonsurgical transthoracic epicardial ablation to treat recurrent of ventricular tachycardia," J. Amer. Coll. Cardiol., vol. 35, no. 1, pp. 1442-1449, 2000.
37. E. Sosa, M. Scanavacca, A. D'avila, J. Piccioni, O. Sanchez, J. L. Velarde, M. Silva, and B. Reolao, "Endocardial and epicardial ablation guided by nonsurgical transthoracic epicardial mapping to treat recurrent of ventricular tachycardia," J. Cardiovasc. Electrophysiol., vol. 9, pp. 229-239, 1998.
38. E. Sosa, M. Scanavacca, A. D'avila, and F. Pilleggi, "A new technique to perform epicardial mapping in the electrophysiology laboratory," J. Cardiovasc. Electrophysiol., vol. 7, pp. 531-536, 1996.
39. V. Swarup, J. B. Morton, M. Arruda, and D. J. Wilber, "Ablation of epicardial macroreentrant ventricular tachycardia associated with idiopathic nonischemic dilated cardiomyopathy by a percutaneous transthoracic approach," J. Cardiovasc. Electrophysiol., vol. 12, no. 10, pp. 1164-1168, 2002.
40. S. Tadjudin and D. A. Landgrebe, "Covariance estimation with limited training samples," IEEE Trans. Geosci. Remote Sensing, vol. 37, no. 4, pp. 2113-2118, Jul. 1999.
41. C. Vahlhaus, H. J. Bruns, J. Stypmann, T. D. Tjan, F. Janssen, M. Schafers, H. H. Scheid, O. Schober, G. Breithardt, and T. Wichter, "Direct epicardial mapping predicts the recovery of left ventricular dysfunction in chronic ischaemic myocardium," Eur. Heart J., vol. 25, no. 2, pp. 151-157, Jan. 2004.
42. F. H. M. Wittkampf, E. F. D. Wever, R. Derksen, A. A. M. Wilde, H. Ramanna, R. N. W. Hauer, and E. R. de Medina, "Localiza: New technique for real-time 3-dimensional localization of regular intracardiac electrodes," Circ., vol. 99, pp. 1312-1317, 1999.
43. B. Yilmaz, R. S. MacLeod, S. Shome, B. B. Punkse, and B. Taccardi, "Minimally invasive epicardial activation mapping from multielectrode catheters," in Proc. IEEE Engineering in Medicine and Biology Soc. 23th Annu. Int. Conf., 2001.