Automatic detection of seizure termination during electroconvulsive therapy using sample entropy of the electroencephalogram

Psychiatry Research

Volumn 195, Issue 1-2, 2012, Pages 76-82

  Yoo, Cheol Seung ^a   Jung, Dong Chung ^b   Ahn, Yong Min ^a,b   Kim, Yong Sik ^a,b   Kim, Su Gyeong ^a   Yoon, Hyeri ^b   Lim, Young Jin ^b   Yi, Sang Hoon ^c  

^a Seoul National University College of Medicine   (South Korea)

^b Seoul National University Hospital   (South Korea)

^c Inje University   (South Korea)

Author keywords

Complexity; Electroconvulsive therapy; Sample entropy; Seizure duration

Indexed keywords

ETOMIDATE; GLYCOPYRRONIUM BROMIDE; LIDOCAINE; PROPOFOL; REMIFENTANIL; SUXAMETHONIUM;

ARTICLE; AUTOANALYSIS; CLINICAL ARTICLE; COMPUTER ANALYSIS; CONTROLLED STUDY; DISEASE ACTIVITY; ELECTROCONVULSIVE THERAPY; ELECTROENCEPHALOGRAM; ENTROPY; FEMALE; GENERAL ANESTHESIA; HUMAN; MALE; NERVOUS SYSTEM PARAMETERS; PRIORITY JOURNAL; SAMPLE ENTROPY; SCHIZOAFFECTIVE PSYCHOSIS; SCHIZOPHRENIA; SEIZURE; SEIZURE DURATION; SEIZURE TERMINATION TIME;

AUTOMATIC DATA PROCESSING; ELECTROCONVULSIVE THERAPY; ELECTROENCEPHALOGRAPHY; ENTROPY; FOURIER ANALYSIS; HUMANS; OUTCOME ASSESSMENT (HEALTH CARE); SEIZURES; TIME FACTORS;

EID: 84856496464     PISSN: 01651781     EISSN: 18727123     Source Type: Journal    
DOI: 10.1016/j.psychres.2011.06.020     Document Type: Article

References (45)

1. Abasolo D., Hornero R., Espino P., Alvarez D., Poza J. Entropy analysis of the EEG background activity in Alzheimer's disease patients. Physiological Measurement 2006, 27:241-253.
2. Abasolo D., James C.J., Hornero R. Non-linear analysis of intracranial electroencephalogram recordings with approximate entropy and Lempel-Ziv complexity for epileptic seizure detection. Conference Proceedings - IEEE Engineering in Medicine and Biology Society 2007, 2007:1953-1956.
3. Abrams R. Electroconvulsive Therapy 2002, Oxford University Press, New York. 4th.
4. Akinsola O., Sundram F., Bangaru R. Electroconvulsive Therapy Training and Confidence in Administration: A National Survey of Psychiatric Trainees in Ireland. The Journal of ECT 2011, 27:127-130.
5. Beyer J., Weiner R., Glenn M.D. Electroconvulsive Therapy: A Programmed Text 1998, American Psychiatric Press, Inc, Washington, DC. 2nd.
6. Burioka N., Cornelissen G., Maegaki Y., Halberg F., Kaplan D.T., Miyata M., Fukuoka Y., Endo M., Suyama H., Tomita Y., Shimizu E. Approximate entropy of the electroencephalogram in healthy awake subjects and absence epilepsy patients. Clinical EEG and Neuroscience 2005, 36:188-193.
7. Chang J.S., Yoo C.S., Yi S.H., Hong K.H., Oh H.S., Hwang J.Y., Kim S.G., Ahn Y.M., Kim Y.S. Differential pattern of heart rate variability in patients with schizophrenia. Progress in Neuro-Psychopharmacology & Biological Psychiatry 2009, 33:991-995.
8. Chaovalitwongse W., Iasemidis L.D., Pardalos P.M., Carney P.R., Shiau D.S., Sackellares J.C. Performance of a seizure warning algorithm based on the dynamics of intracranial EEG. Epilepsy Research 2005, 64:93-113.
9. Chiu N.M. Repeated electroconvulsive therapy for a patient with Capgras syndrome and Parkinsonism. Progress in Neuro-Psychopharmacology & Biological Psychiatry 2009, 33:1084-1085.
10. Chouvarda I., Papadelis C., Kourtidou-Papadeli C., Bamidis P.D., Koufogiannis D., Bekiaris E., Maglaveras N. Non-linear analysis for the sleepy drivers problem. Studies in Health Technology and Informatics 2007, 129:1294-1298.
11. Costa M., Goldberger A.L., Peng C.K. Multiscale entropy analysis of complex physiologic time series. Physical Review Letters 2002, 89:068102.
12. Diambra L., de Figueiredo J.C.B., Malta C.P. Epileptic activity recognition in EEG recording. Physica A: Statistical Mechanics and its Applications 1999, 273:495-505.
13. Dinwiddie S.H., Spitz D. Resident education in electroconvulsive therapy. The Journal of ECT 2010, 26:310-316.
14. Fink M. Convulsive therapy: a review of the first 55years. Journal of Affective Disorders 2001, 63:1-15.
15. Gangadhar B.N., Dutt D.N., Janakiramaiah N., Sadasivan P.K. Automation of seizure duration estimation during ECT; use of fractal dimension. Engineering in Medicine and Biology Society, 1995 and 14th Conference of the Biomedical Engineering Society of India. An International Meeting, Proceedings of the First Regional Conference., IEEE 1995, 3/37-33/38.
16. Goldberger A.L., Amaral L.A., Glass L., Hausdorff J.M., Ivanov P.C., Mark R.G., Mietus J.E., Moody G.B., Peng C.K., Stanley H.E. PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals. Circulation 2000, 101:E215-E220.
17. Jordan F.T., Sanford J., Wright A. Anaesthesia in the fowl. Journal of Comparative Pathology 1960, 70:437-449.
18. Koskinen M., Seppanen T., Shanbao T., Mustola S., Thakor N.V. Monotonicity of approximate entropy during transition from awareness to unresponsiveness due to propofol anesthetic induction. Biomedical Engineering, IEEE Transactions on 2006, 53:669-675.
19. Kramer B.A., Pollock V.E., Schneider L.S., Gray G.E. Interrater reliability of MECTA SR-1 seizure duration. Biological Psychiatry 1989, 25:642-644.
20. Krystal A.D., Weiner R.D. ECT seizure duration: reliability of manual and computer-automated determinations. Convulsive Therapy 1995, 11:158-169.
21. Lake D.E., Richman J.S., Griffin M.P., Moorman J.R. Sample entropy analysis of neonatal heart rate variability. American Journal of Physiology. Regulatory, Integrative and Comparative Physiology 2002, 283:R789-R797.
22. Lambert M. Interrater reliability of seizure duration in ECT. Biological Psychiatry 1992, 31:102-103.
23. Liu C.C., Pardalos P.M., Chaovalitwongse W.A., Shiau D.S., Ghacibeh G., Suharitdamrong W., Sackellares J.C. Quantitative complexity analysis in multi-channel intracranial EEG recordings form epilepsy brains. Journal of Combinatorial Optimization 2008, 15:276-286.
24. MECTA-Corporation MECTA Instruction Manual SpECTrum 5000Q® SpECTrum 4000Q® SpECTrum 5000M® SpECTrum 4000M® July 14, 2004. Revision 03 100/200 Joule International 1997, MECTA Corporation, Tualatin, OR.
25. Ottosson J.O. Experimental studies of the mode of action of electroconvulsive therapy: Introduction. Acta Psychiatrica Scandinavica 1960, 35:5-6.
26. Pincus S. Approximate entropy (ApEn) as a complexity measure. Chaos 1995, 5:110-117.
27. Pincus S.M., Goldberger A.L. Physiological time-series analysis: what does regularity quantify?. The American Journal of Physiology 1994, 266:H1643-H1656.
28. Pincus S.M., Gladstone I.M., Ehrenkranz R.A. A regularity statistic for medical data analysis. Journal of Clinical Monitoring and Computing 1991, 7:335-345.
29. Pinna G.D., Maestri R., Torunski A., Danilowicz-Szymanowicz L., Szwoch M., La Rovere M.T., Raczak G. Heart rate variability measures: a fresh look at reliability. Clinical Science (Lond) 2007, 113:131-140.
30. Radhakrishnan N., Gangadhar B.N. Estimating regularity in epileptic seizure time-series data. A complexity-measure approach. IEEE Engineering in Medicine and Biology Magazine 1998, 17:89-94.
31. Ramanand P., Nampoori V.P., Sreenivasan R. Complexity quantification of dense array EEG using sample entropy analysis. Journal of Integrative Neuroscience 2004, 3:343-358.
32. Ranganath R.D., Jagadisha, Gangadhar B.N., Tomar M., Candade V.S., Hemalatha K.R. ECT and heart rate changes: An alternative to EEG monitoring for seizure confirmation during modified ECT. German Journal of Psychiatry 2003, 6:60-63.
33. Rattehalli R.D., Thirthalli J., Rawat V., Gangadhar B.N., Adams C.E. Measuring electroencephalographic seizure adequacy during electroconvulsive therapy: a comparison of 2 definitions. The Journal of ECT 2009, 25:243-245.
34. Richman J.S., Moorman J.R. Physiological time-series analysis using approximate entropy and sample entropy. American Journal of Physiology. Heart and Circulatory Physiology 2000, 278:H2039-H2049.
35. Rosenquist P.B., McCall W.V., Colenda C.C., Melton B.A. A comparison of visual and computer-generated measures of "seizure quality". The Journal of ECT 1998, 14:76-82.
36. Sackeim H.A., Decina P., Kanzler M., Kerr B., Malitz S. Effects of electrode placement on the efficacy of titrated, low-dose ECT. The American Journal of Psychiatry 1987, 144:1449-1455.
37. Scott A.I.F. The ECT handbook: the third report of the Royal College of Psychiatrists' Special Committee on ECT 2005, Royal College of Psychiatrists, London. 2nd ed.
38. Scott A.I.F. Monitoring electroconvulsive therapy by electroencephalogram: an update for ECT practitioners. Advances in Psychiatric Treatment 2007, 13:298-304.
39. Shimizu E., Imai M., Fujisaki M., Shinoda N., Handa S., Watanabe H., Nakazato M., Hashimoto K., Iyo M. Maintenance electroconvulsive therapy (ECT) for treatment-resistant disorganized schizophrenia. Progress in Neuro-Psychopharmacology & Biological Psychiatry 2007, 31:571-573.
40. Srinivasan V., Eswaran C., Sriraam N. Approximate entropy-based epileptic EEG detection using artificial neural networks. IEEE Transactions on Information Technology in Biomedicine 2007, 11:288-295.
41. Swartz C.M. Stimulus Dosing in Electroconvulsive Therapy and the Threshold Multiple Method. The Journal of ECT 2001, 17:87-90.
42. Swartz C.M., Manly D.T. Endpoint of ECT-induced elevation in heart rate. The Journal of ECT 1999, 15:125-128.
43. Swartz C.M., Abrams R., Rasmussen K., Pavel J., Zorumski C.F., Srinivasaraghavan J. Computer automated versus visually determined electroencephalographic and electromyographic seizure duration. Convulsive Therapy 1994, 10:165-170.
44. Tiller J.W.G., Lyndon R.W. Electroconvulsive therapy: An Australasian guide 2003, Australian Postgraduate Medicine, Melbourne.
45. Weiner R.D., Coffey C.E., Fochtmann L.J., Greenberg R.M., Isenberg K.E., Kellner C.H., Sackeim H.A., Moench L. The Practice of Electroconvulsive Therapy by American Psychiatric Association Committee on Electroconvulsive Therapy: Recommendations for Treatment, Training and Privileging 2001, A Task Force Report of the American Psychiatric Association, Washington, DC. 2nd ed.