Electrocardiogram based neonatal seizure detection

IEEE Transactions on Biomedical Engineering

Volumn 54, Issue 4, 2007, Pages 673-682

  Greene, Barry R ^a   De Chazal, Philip ^b   Boylan, Geraldine B ^c   Connolly, Seán ^d   Reilly, Richard B ^a  

^a UNIVERSITY COLLEGE DUBLIN   (Ireland)

^b BiancaMed Ltd   (Ireland)

^c UNIVERSITY COLLEGE CORK   (Ireland)

^d ST VINCENT S UNIVERSITY HOSPITAL   (Ireland)

Author keywords

ECG; Linear discriminant; Neonatal; Seizure detection

Indexed keywords

BIOMEDICAL ENGINEERING; DATA ACQUISITION; DATABASE SYSTEMS; NEONATAL MONITORING; SENSITIVITY ANALYSIS;

LINEAR DISCRIMINANT; NEONATAL SEIZURE DETECTION; SEIZURE DETECTION;

ELECTROCARDIOGRAPHY;

ARTICLE; COMPUTER ASSISTED DIAGNOSIS; DIAGNOSTIC ACCURACY; DISCRIMINANT ANALYSIS; ELECTROCARDIOGRAM; ELECTROENCEPHALOGRAM; FALSE POSITIVE RESULT; NEWBORN PERIOD; REFERENCE DATABASE; SEIZURE; SIGNAL DETECTION; SYSTEM ANALYSIS;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROCARDIOGRAPHY; FEMALE; HUMANS; INFANT, NEWBORN; MALE; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SEIZURES; SENSITIVITY AND SPECIFICITY;

EID: 33947547547     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2006.890137     Document Type: Article

References (31)

1. J. J. Volpe, Neurology of the Newborn, 4th ed. Philadelphia, PA.: Saunders, 2001.
2. J. M. Rennie, "Neonatal seizures," Eur. J. Pediatr., vol. 156, pp. 83-87, 1997.
3. E. D. Novotny, "Neonatal seizures," in Oski's Pediatrics: Principles and Practice, J. A. McMillan, C. D. DeAngelis, R. D. Feigin, and J. B. Warshaw, Eds.. London, U.K.: Lippincott Williams & Wilkins, 1999.
4. K. Watanabe, K. Hara, S. Miyazaki, M. Kuroyanagi, S. Asano, K. Kondo, K. Kuno, H. Jose, and K. Iwase, "Electroclinical studies of seizures in the newborn," Folia Psychiatr. Neurol. Jpn., vol. 31, pp. 383-392, 1977.
5. B. R. Tharp, "Neonatal seizures and syndromes," Epilepsia, vol. 43, pp. 2-10, 2002.
6. G. B. Boylan, J. M. Rennie, R. M. Pressler, G. Wilson, M. Morton, and C. D. Binnie, "Phenobarbitone, neonatal seizures, and video-EEG," Arch. Dis. Child Fetal Neonatal Educ., vol. 86, pp. 165-170, 2002.
7. J. Gotman, D. Flanagan, J. Zhang, B. Rosenblatt, A. Bye, and E. M. Mizrahi, "Automatic seizure detection in newborns: methods and initial evaluation," Electroencephalogr. Clin. Neurophysiol., vol. 103, pp. 356-362, 1997.
8. A. Liu, J. S. Hahn, G. P. Heldt, and R. W. Coen, "Detection of neonatal seizures through computerized EEG analysis," Electroencephalogr. Clin. Neurophysiol., vol. 82, pp. 30-37, 1992.
9. P. Celka and P. Colditz, "A computer-aided detection of EEG seizures in infants: a singular-spectrum approach and performance comparison," IEEE Trans. Biomed. Eng., vol. 49, no. 5, pp. 455-462, May 2002.
10. S. Faul, G. Boylan, S. Connolly, L. Marnane, and G. Lightbody, "An evaluation of automated neonatal seizure detection methods," Clin. Neurophysiol., vol. 116, pp. 1533-1541, 2005.
11. J. Altenburg, R. J. Vermeulen, R. L. M. Strijers, W. P. F. Fetter, and C. J. Stam, "Seizure detection in the neonatal EEG with synchronization likelihood," Clin. Neurophysiol., vol. 114, pp. 50-55, 2003.
12. J. Gotman, D. Flanagan, B. Rosenblatt, A. Bye, and E. M. Mizrahi, "Evaluation of an automatic seizure detection method for the newborn EEG," Electroencephalogr. Clin. Neurophysiol., vol. 103, pp. 363-369, 1997.
13. H. Hassanpour, M. Mesbah, and B. Boashash, "Time-frequency feature extraction of newborn EEG seizure using SVD-based techniques," EURASIP J. Appl. Signal Process., vol. 16, pp. 2544-2554, 2004.
14. N. B. Karayiannis, S. Srinivasan, R. Bhattacharya, M. S. Wise, J. D. Frost, Jr., and E. M. Mizrahi, "Extraction of motion strength and motor activity signals from video recordings of neonatal seizures," IEEE. Trans. Med. Imag, vol. 20, no. 9, pp. 965-980, Sep. 2001.
15. A. M. E. Bye and D. Flanagan, "Spatial and temporal characteristics of neonatal seizures," Epilepsia, vol. 36, pp. 1009-1016, 1995.
16. N. B. Karayiannis, G. Tao, J. Frost, D. James, M. S. Wise, R. A. Hrachovy, and E. M. Mizrahi, "Automated detection of videotaped neonatal seizures based on motion segmentation methods," Clin. Neurophysiol., vol. 117, pp. 1585-1594, 2006.
17. G. B. Boylan and J. M. Rennie, "Automated neonatal seizure detection," Clin. Neurophysiol., vol. 117, pp. 1412-1413, 2006.
18. S. R. Quint, J. A. Messenheimer, M. B. Tennison, and H. T. Nagle, "Assessing autonomic activity from the EKG related to seizure onset detection and localization," presented at the 2nd Annu. IEEE Symp. Computer-Based Medical Systems, 1989.
19. M. Zijlmans, D. Flanagan, and J. Gotman, "Heart rate changes and ECG abnormalities during epileptic seizures: prevalence and definition of an objective clinical sign," Epilepsia, vol. 43, pp. 847-854, 2002.
20. D. H. Kerem and A. B. Geva, "Forecasting epilepsy from the heart rate signal," Med. Biol. Eng. Comput., vol. 43, pp. 230-239, 2005.
21. D. Benitez, P. A. Gaydecki, A. Zaidi, and A. P. Fitzpatrick, "The use of the Hilbert transform in ECG signal analysis," Comput. Biol. Med., vol. 31, pp. 399-406, 2001.
22. P. de Chazal, C. Heneghan, E. Sheridan, R. Reilly, P. Nolan, and M. O'Malley, "Automated processing of the single-lead electrocardiogram for the detection of obstructive sleep apnoea," IEEE Trans. Biomed. Eng., vol. 50, no. 6, pp. 686-696, Jun. 2003.
23. M. LeVanQuyen, J. Martinerie, V. Navarro, P. Boon, M. D'Have, C. Adam, B. Renault, F. Varela, and M. Baulac, "Anticipation of epileptic seizures from standard EEG recordings," Lancet, vol. 357, pp. 183-188, 2001.
24. L. D. Iasemidis, D.-S. Shiau, W. Chaovalitwongse, J. C. Sackellares, P. M. Pardalos, J. C. Principe, P. R. Carney, A. Prasad, B. Veeramani, and K. Tsakalis, "Adaptive epileptic seizure prediction system," IEEE Trans. Biomed. Eng., vol. 50, no. 5, pp. 616-627, May 2003.
25. R. Acharya, U. A. Kumar, P. S. Bhat, C. M. Lim, S. S. Iyengar, N. Kannathal, and S. M. Krishnan, "Classification of cardiac abnormalities using heart rate signals," Med. Biol. Eng. Comput., vol. 42, pp. 288-293, 2004.
26. B. R. Greene, P. de Chazal, G. B. Boylan, R. B. Reilly, C. O'Brien, and S. Connolly, "Heart and respiration rate changes in the neonate during electroencephalographic seizure," Med. Biol. Eng. Comput., vol. 44, pp. 27-34, 2006.
27. M. Zweig and G. Campbell, "Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine," Clin. Chem., vol. 39, pp. 561-577, 1993.
28. R. O. Duda, P. E. Hart, and D. G. Stork, Pattern Classification. New York: Wiley Interscience, 2001.
29. P. de Chazal, M. O'Dwyer, and R. B. Reilly, "Automatic classification of heartbeats using ECG morphology and heartbeat interval features," IEEE Trans. Biomed. Eng., vol. 51, no. 7, pp. 1196-1206, Jul. 2004.
30. M. A. Navakatikyan, P. B. Colditz, C. J. Burke, T. E. Inder, J. Richmond, and C. E. Williams, "Seizure detection algorithm for neonates based on wave-sequence analysis," Clin. Neurophysiol., vol. 117, pp. 1190-1203, 2006.
31. E. M. Mizrahi and P. Kellaway, "Characterization and classification of neonatal seizures," Neurology, vol. 37, pp. 1837-1844, 1987.