Variations in the accuracy of the ECG based detection of obstructive sleep apnoea (OSA) for different numbers of ECG leads and categories of OSA events

Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology"

Volumn , Issue , 2008, Pages 3492-3495

  Nilsen, Kris ^a,b   Zilberg, Eugene ^b   Burton, David ^b   Khandoker, Ahsan H ^a   Palaniswami, Marimuthu ^a  

^a UNIVERSITY OF MELBOURNE   (Australia)

^b Medical Innovations   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

REGRESSION ANALYSIS;

DATA SET; DISCRIMINATING ABILITIES; ECG MODEL; ECG SIGNALS; LOGISTIC REGRESSION MODELS; OBSTRUCTIVE SLEEP APNOEA; REGRESSION MODEL;

ELECTROCARDIOGRAPHY;

ALGORITHM; AREA UNDER THE CURVE; ARTICLE; BREATHING; CASE CONTROL STUDY; ELECTROCARDIOGRAPHY; EQUIPMENT; HEART RATE; HUMAN; METHODOLOGY; PATHOPHYSIOLOGY; RECEIVER OPERATING CHARACTERISTIC; REGRESSION ANALYSIS; REPRODUCIBILITY; SIGNAL PROCESSING; SLEEP DISORDERED BREATHING; STATISTICAL MODEL;

ALGORITHMS; AREA UNDER CURVE; CASE-CONTROL STUDIES; ELECTROCARDIOGRAPHY; HEART RATE; HUMANS; MODELS, STATISTICAL; REGRESSION ANALYSIS; REPRODUCIBILITY OF RESULTS; RESEARCH DESIGN; RESPIRATION; ROC CURVE; SIGNAL PROCESSING, COMPUTER-ASSISTED; SLEEP APNEA, OBSTRUCTIVE;

EID: 61849182629     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iembs.2008.4649958     Document Type: Conference Paper

References (16)

1. J. D. Lattimore, D. S. Celermajer, and I. Wilcox, "Obstructive sleep apnea and cardiovascular disease," J Am Coll Cardiol, vol. 41, pp. 1429-37, May 7 2003.
2. J. Wolf, J. Lewicka, and K. Narkiewicz, "Obstructive sleep apnea: An update on mechanisms and cardiovascular consequences," Nutr Metab Cardiovasc Dis, Feb 19 2007.
3. M. T. Naughton, "Heart failure and obstructive apnoea," Sleep Medicine Reviews, vol. 2, pp. 93-103, 1998.
4. M. Schrader, C. Zywietz, V. von Einem, B. Widiger, and G. Joseph, "Detection of sleep apnea in single channel ECGs from the Physio Net data base," in Computers in Cardiology, 2000, pp. 263-266.
5. C. Maier, H. Dickhaus, M. Bauch, and T. Penzel, "Comparison of heart rhythm and morphological ECG features in recognition of sleep apnea from the ECG," in Computers in Cardiology, 2003, 2003, pp. 311-314.
6. S. Vijendra, K. Behbehani, E. A. Lucas, J. R. Burk, D. N. Burli, and D. H. Dao, "The use of R-wave morphology in the detection of sleep-disordered breathing using the electrocardiogram - a comparison between leads," in IEMBS '04. 26th Annual International Conference of the IEEE, 2004, pp. 3881-3884 Vol. 6.
7. F. Roche, V. Pichot, E. Sforza, I. Court-Fortune, D. Duverney, F. Costes, M. Garet, and J. C. Barthelemy, "Predicting sleep apnoea syndrome from heart period: a time-frequency wavelet analysis," Eur Respir J, vol. 22, pp. 937-42, Dec 2003.
8. 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, pp. 686-96, Jun 2003.
9. "Sleep-related breathing disorders in adults: recommendations for syndrome definition and measurement techniques in clinical research. The Report of an American Academy of Sleep Medicine Task Force," Sleep, vol. 22, pp. 667-89, Aug 1 1999.
10. G. B. Moody, R. G. Mark, A. Zoccola, and S. Mantero, "Derivation of Respiratory Signals from Multi-lead ECGs," Computers in Cardiology, vol. 12, pp. 113-116, 1985.
11. K. Nilsen, A. H. Khandoker, E. Zilberg, D. Burton, and M. Palaniswami, "Assessment of ECG derived parameters from actual duration of obstructive sleep apnoea event," Submitted to the IEEE Biomedical Engineering letters for publication, 2008.
12. O. Carrasco, J. M. Montserrat, P. Lloberes, C. Ascasco, E. Ballester, C. Fornas, and R. Rodriguez-Roisin, "Visual and different automatic scoring profiles of respiratory variables in the diagnosis of sleep apnoea-hypopnoea syndrome," Eur Respir J, vol. 9, pp. 125-30, Jan 1996.
13. J. Hayano, F. Yasuma, A. Okada, S. Mukai, and T. Fujinami, "Respiratory sinus arrhythmia. A phenomenon improving pulmonary gas exchange and circulatory efficiency," Circulation, vol. 94, pp. 842-7, Aug 15 1996.
14. P. Grossman and E. W. Taylor, "Toward understanding respiratory sinus arrhythmia: relations to cardiac vagal tone, evolution and biobehavioral functions," Biol Psychol, vol. 74, pp. 263-85, Feb 2007.
15. Stata Corp, in Stata, Data Analysis and Statistical Software.
16. A. J. Dobson, An Introduction to Generalized Linear models: CHAPMAN and HALL/CRC, 2002.