Automated analysis and trending of the raw EEG signal

Neurodiagnostic Journal

Volumn 48, Issue 3, 2008, Pages 166-191

  Anderson, Nicholas R ^a   Wisneski, Kimberly J ^a  

^a WASHINGTON UNIVERSITY IN ST LOUIS   (United States)

Author keywords

EEG; Frequency domain; Signal transformation; Spectral transformation; Time domain

Indexed keywords

ELECTROENCEPHALOGRAPHY; FREQUENCY DOMAIN ANALYSIS; TIME DOMAIN ANALYSIS;

ELECTRO-ENCEPHALOGRAM (EEG); EQUIPMENT INDUSTRIES; FREQUENCY DOMAINS; QUANTITATIVE APPROACH; SIGNAL TRANSFORMATION; SPECTRAL TRANSFORMATIONS; TEMPORAL MEASUREMENTS; TIME DOMAIN;

SIGNAL ANALYSIS;

ARTICLE; AUTOMATION; COMPUTER ANALYSIS; DIAGNOSTIC PROCEDURE; ELECTROENCEPHALOGRAM; ENTROPY; QUANTITATIVE ANALYSIS; SEIZURE; SIGNAL PROCESSING; ALGORITHM; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COMPUTER ASSISTED DIAGNOSIS; ELECTROENCEPHALOGRAPHY; METHODOLOGY; REVIEW; STATISTICAL ANALYSIS;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; DATA INTERPRETATION, STATISTICAL; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROENCEPHALOGRAPHY; PATTERN RECOGNITION, AUTOMATED; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 58149291655     PISSN: 21646821     EISSN: None     Source Type: Journal    
DOI: 10.1080/1086508x.2008.11079678     Document Type: Article

References (66)

1. Alster J, Pratt H, Feinsod M. Density spectral array, evoked potentials, and temperature rhythms in the evaluation and prognosis of the comatose patient. Brain Inj 1993; 7(3):191-208. (Pubitemid 23184827)
2. Baker AB, Roxburgh AJ. Computerised EEG monitoring for carotid endarterectomy. Anaesth Intensive Care 1986; 14(1):32-36. (Pubitemid 16085517)
3. Bickford RG, Billinger TW, Fleming TB, Stewart L. The compressed spectral array (CSA) - a pictorial EEG. Proc San Diego Biomed Symp 1972.
4. Billard V, Gambus PL, Chamoun N, Stanski DR, Shafer SL. A comparison of spectral edge, delta power, and bispectral index as EEG measures of alfentanil, propofol, and midazolam drug effect. Clin Pharmacol Ther 1997; 61(1):45-58. (Pubitemid 27072883)
5. Block FE Jr. Do we monitor enough? We don't monitor enough. J Clin Monit 1986; 2(4):267-69.
6. Bruhn J, Bouillon TW, Shafer SL. Bispectral index (BIS) and burst suppression: revealing a part of the BIS algorithm. J Clin Monit Comput 2000a; 16(8):593-96. (Pubitemid 33034725)
7. Bruhn J, Röpcke H, Hoeft A. Approximate entropy as an electroencephalographs measure of anesthetic drug effect during desflurane anesthesia. Anesthesiology 2000b; 92:715-26. (Pubitemid 30130175)
8. Chan MT, Gin T. What does the bispectral EEG index monitor? European Journal of Anaesthesiol 2000; 17(3):146-18.
9. Daly DD, Pedley TA. (Editors). Current practice of clinical electroencephalography. New York: Raven Press, 1990.
10. de Vries NK, Ter Horst HJ, Bos AF. The added value of simultaneous EEG and amplitude-integrated EEG recordings in three newborn infants. Neonatology 2007; 91(3):212-16.
11. Demiralp T, Bayraktaroglu Z, Lenz D, Junge S, Busch NA, Maess B, Ergen M, Hermann CS. Gamma amplitudes are coupled to theta phase in human EEG during visual perception. Int J Psychophysiol 2007; 64(1):24-30. (Pubitemid 46483766)
12. Denman WT, Swanson EL, Rosow D, Ezbicki K, Connors PD, Rosow CE. Pediatric evaluation of the bispectral index (BIS) monitor and correlation of BIS with end-tidal sevoflurane concentration in infants and children. Anesth Analg 2000; 90(4):872-77. (Pubitemid 30190793)
13. Dumermuth G, Huber PJ, Kleiner B, Gasser T. Analysis of the interrelations between frequency bands of the EEG by means of the bispectrum. A preliminary study. Electroencephalogr Clin Neurophysiol 1971; 31(2):137-48.
14. Ebersole JS, Pedley TA. (Editors). Current practice of clinical electroencephalography. Third edition. Philadelphia: Lippincott Williams & Wilkins, 2003.
15. Ferri R, Cosentino FI, Elia M, Musumeci SA, Marinig R, Bergonzi P. Relationship between delta, sigma, beta, and gamma EEG bands at REM sleep onset and REM sleep end. Clin Neurophysiol 2001; 112(11):2046-52. (Pubitemid 32995971)
16. Fonseca LC, Tedrus GM, Chiodi MG, Cerqueira JN, Tonelotto JM. Quantitative EEG in children with learning disabilities: analysis of band power. Arq Neuropsiquiatr 2006; 64(2B):376-81.
17. Gajraj RJ, Doi M, Mantzaridis H, Kenny GN. Analysis of the EEG bispectrum, auditory evoked potentials and the EEG power spectrum during repeated transitions from consciousness to unconsciousness. Br J Anaesth 1998; 80(1):46-52. (Pubitemid 28029723)
18. Gotman J. Automatic recognition of epileptic seizures in the EEG. Electroencephalogr Clin Neurophysiol 1982; 54(5):530-40. (Pubitemid 13244246)
19. Gotman J. Automatic seizure detection: improvements and evaluation. Electroencephalogr Clin Neurophysiol 1990; 76(4):317-24. (Pubitemid 20338311)
20. Gotman J, Gloor P. Automatic recognition and quantification of interictal epileptic activity in the human scalp EEG. Electroencephalogr Clin Neurophysiol 1976; 41(5):513-29.
21. Hellström-Westas L, Rosén I, Svenningsen NW. Predictive value of early continuous amplitude integrated EEG recordings on outcome after severe birth asphyxia in full term infants. Arch Dis Child Fetal Neonatal Ed 1995; 72(1):F34-38.
22. Hellström-Westas L, Klette H, Thorngren-Jerneck K, Rosén I. Early prediction of outcome with aEEG in preterm infants with large intraventricular hemorrhages. Neuropediatrics 2001; 32(6):319-24. (Pubitemid 34165677)
23. Hellström-Westas L, de Vries L, Rosén I. An atlas of amplitude-integrated EEGs in the newborn. Boca Raton, Florida: CRC Press, 2002.
24. Hellström-Westas L, Rosén I, de Vries LS, Greisen G. Amplitude-integrated EEG classification and interpretation in preterm and term infants. NeoReviews 2006; 7(2):e76-e87.
25. Henry CE, Scoville WB. Suppression-burst activity from isolated cerebral cortex in man. Electroencephalogr Clin Neurophysiol 1952; 4(1):1-22.
26. Herrmann WM, Fichte K, Kubicki S. [The mathematical rationale for the clinical EEG-frequency-bands. 1. Factor analysis with EEG-power estimations for determining frequency bands]. EEG EMG Z Elektroenzephalogr Elektromyogr Verwandte Geb 1978; 9(3):146-54.
27. Hyllienmark L, Amark P. Continuous EEG monitoring in a paediatric intensive care unit. Eur J Paediatr Neurol 2007; 11(2):70-75.
28. Inouye T, Shinosaki K, Sakamoto H, Toi S, Ukai S, Iyama A, Katsuda Y, Hirano M. Quantification of EEG irregularity by use of the entropy of the power spectrum. Electroencephalogr Clin Neurophysiol 1991; 79(3):204-10.
29. Jantti V, Alahuhta S. Spectral entropy-what has it to do with anaesthesia, and the EEG? Br J Anaesth 2004; 93(1):150-51; author reply 151-52.
30. Karnaze DS, Marshall LF, Bickford RG. EEG monitoring of clinical coma: the compressed spectral array. Neurology 1982; 32(3):289-92.
31. Kearse LA Jr, Martin D, McPeck K, Lopez-Bresnahan M. Computer-derived density spectral array in detection of mild analog electroencephalographic ischemic pattern changes during carotid endarterectomy. J Neurosurg 1993; 78(6):884-90. (Pubitemid 23159324)
32. Kleiner B, Huber PJ, Dumermuth G. Analysis of the interrelations between frequency bands of the EEG by means of the bispectrum. Electroencephalogr Clin Neurophysiol 1969; 27(7):693-94.
33. Klimesch W, Doppelmayr M, Wimmer H, Gruber W, Röhm D, Schwaiger J, Hutzler F. Alpha and beta band power changes in normal and dyslexic children. Clin Neurophysiol 2001; 112(7):1186-95.
34. Korn A, Golan H, Melamed I, Pascaul-Marqui R, Friedman A. Focal cortical dysfunction and blood-brain barrier disruption in patients with poslconcussion svndrome. J Clin Neurophysiol 2005; 22(1):1-9. (Pubitemid 40194694)
35. Leistritz L, Jäger H, Schelenz C, Witte H, Putsche P, Specht M, Reinhart K. New approaches for the detection and analysis of electroencephalographic burst-suppression patterns in patients under sedation. J Clin Monit Comput 1999; 15(6):357-67. (Pubitemid 30019148)
36. Levy WJ. Intraoperative EEG patterns: implications for EEG monitoring. Anesthesiology 1984; 60(5):430-34.
37. Martinez-Bermejo A, Roche C, López-Martin V, Arcas J, Tendero A. [Neonatal EEG trace of burst suppression. Etiological and evolutionary factors]. Rev Neurol 2001; 33(6):514-18.
38. Maynard D, Prior PF, Scott DF. A continuous monitoring device for cerebral activity. Electroencephalogr Clin Neurophysiol 1969; 27(7):672-73.
39. Merica H, Fortune RD. Spectral power time-courses of human sleep EEG reveal a striking discontinuity at approximately 18 Hz marking the division between NREM-specific and wake/REM-specific fast frequency activity. Cereb Cortex 2005; 15(7):877-84. (Pubitemid 40848056)
40. Miller A, Sleigh JW, Barnard J, Steyn-Ross DA. Does bispectral analysis of the electroencephalogram add anything but complexity? Br J Anaesth 2004; 92(1):8-13.
41. Molnar M, Csuhaj R, Horváth S, Vastagh I, Gaál AZ, Czigler B, Bálint A, Csikós D, Nagy Z. Spectral and complexity features of the EEG changed by visual input in a case of subcortical stroke compared to healthy controls. Clin Neurophysiol 2006; 117(4):771-80.
42. Niedermeyer E, da Silva FL. (Editors). Electroencephalography basic principles, clinical applications, and related fields: 4th edition. 1999; Baltimore: Lippincott Williams & Wilkins.
43. Novitzky D. Reducing the risk of myocardial revascularization: relevance of multimodal brain monitoring. Semin Cardiothorac Vasc Anesth 2005; 9(2):131-37. (Pubitemid 40791776)
44. Paolo Martorano P, Falzetti G, Pelaia P. Bispectral index and spectral entropy in neuroanesthesia. J Neurosurg Anesthesiol 2006; 18(3):205-10. (Pubitemid 44618424)
45. Pascoli D, Guerit JM, Montagnese S, de Tourtchaninoff M, Minelli T, Pellegrini A, De Piccolo F, Gatta A, Amodio P. Analysis of EEG tracings in frequency and time domain in hepatic encephalopathy. Comput Methods Programs Biomed 2006; 81(3):203-12.
46. Qu H, Gotman J. A patient-specific algorithm for the detection of seizure onset in long-term EEG monitoring: possible use as a warning device. IEEE Trans Biomed Eng 1997; 44(2):115-22.
47. Rampil IJ. A primer for EEG signal processing in anesthesia. Anesthesiology 1998; 89(4):980-1002.
48. Riehl JL. Analysis of the frequency/voltage ratio of the EEG in intracranial diseases. Electroencephalogr Clin Neurophysiol 1966; 21(4):325-34.
49. Salinsky M, Sutula T, Roscoe D. Representation of sleep stages by color density spectral array. Electroencephalogr Clin Neurophysiol 1987; 66(6):579-82. (Pubitemid 17076230)
50. Schwender D, Daunderer M, Mulzer S, Klasing S, Finsterer U, Peter K. Spectral edge frequency of the electroencephalogram to monitor depth of anaesthesia with isoflurane or propofol. Br J Anaesth 1996; 77(2):179-84. (Pubitemid 26254501)
51. Sebel PS, Bowles SM, Saini V, Chamoun N. EEG bispectrum predicts movement during thiopental/isoflurane anesthesia. J Clin Monit 1995; 11(2):83-91.
52. Shellhaas RA, Soaita AI, Clancy RR. Sensitivity of amplitude-integrated electroencephalography for neonatal seizure detection. Pediatrics 2007; 120(4):770-77.
53. Shiogai T. [Evaluation of electrophysiological neuromonitoring in the diagnosis of brain death: Part III. Compressed spectral arrays]. No To Shinkei 1989; 41(3):309-18.
54. Sigl JC, Chamoun NG. An introduction to bispectral analysis for the electroencephalogram. J Clin Monit 1994; 10(6):392-404.
55. Sisman J, Campbell DE, Brion LP. Amplitude-integrated EEG in preterm infants: maturation of background pattern and amplitude voltage with postmenstrual age and gestational age. J Perinatol 2005; 25(6):391-96. (Pubitemid 40862203)
56. Sleigh JW, Donovan J. Comparison of bispectral index, 95% spectral edge frequency and approximate entropy of the EEG, with changes in heart rate variability during induction of general anaesthesia. Br J Anaesth 1999; 82(5):666-71. (Pubitemid 29199736)
57. Stanski DR, Hudson RJ, Homer TD, Saidman LJ, Meathe E. Pharmacodynamic modeling of thiopental anesthesia. J Pharmacokinet Biopharm 1984; 12(2):223-40.
58. Swank RL. Synchronization of spontaneous electrical activity of cerebrum by barbiturate narcosis. J Neurophysiol 1949; 12:161-72.
59. Todd MM. EEGs, EEG processing, and the bispectral index. Anesthesiology 1998; 89:815-17.
60. Trevathan E. Ellen R. Grass Lecture: Rapid EEG analysis for intensive care decisions in status epilepticus. Am J Electroneurodiagnostic Technol 2006; 46(1):4-17.
61. van Gils M, Rosenfalck A, White S, Prior P, Gade J, Senhadji L, Thomsen C, Ghosh IR, Langford RM, Jensen K. Signal processing in prolonged EEG recordings during intensive care. IEEE Eng Med Biol Mag 1997; 6:56-63. (Pubitemid 27511970)
62. Vanluchene AL, Struys MM, Heyse BE, Mortier EP. Spectral entropy measurement of patient responsiveness during propofol and remifentanil. A comparison with the bispectral index. Br J Anaesth 2004a; 93(5):645-54.
63. Vanluchene AL, Vereecke H, Thas O, Mortier EP, Shafer SL, Struys MM. Spectral entropy as an electroencephalographic measure of anesthetic drug effect. Anesthesiology 2004b; 101:34-42.
64. Viertiö-Oja H, Maja V, Särkelä M, Talja P, Tenkanen N, Tolvanen-Laakso H, Paloheimo M, Vakkuri A, Yli-Hankala A, Meriläinen P. Description of the entropy algorithm as applied in the Datex-Ohmeda S/5 entropy module. Acta Anaesthesiol Scand 2004; 48:154-61. (Pubitemid 38166459)
65. Young GB. Continuous EEG monitoring in the ICU. Acta Neurol Scand 2006; 114(1):67-68.
66. Zhang J, Zheng C. [Bispectral analysis of EEG signal during local cerebral ischemia]. Space Med Med Eng (Beijing) 1998; 11(2):97-101.