Multiscale entropy analysis of eeg for assessment of post-cardiac arrest neurological recovery under hypothermia in rats

IEEE Transactions on Biomedical Engineering

Volumn 56, Issue 4, 2009, Pages 1023-1031

  Kang, Xiaoxu ^a   Jia, Xiaofeng ^a   Geocadin, Romergryko G ^b   Thakor, Nitish V ^a   Maybhate, Anil ^a  

^a Johns Hopkins University   (United States)

^b JOHNS HOPKINS UNIVERSITY SCHOOL OF MEDICINE   (United States)

Author keywords

Cardiac arrest (CA); Entropy; Neurological injury; Quantitative EEG

Indexed keywords

CARDIAC ARREST; CARDIAC ARREST (CA); LONG-TERM OUTCOME; MULTISCALE ENTROPY; NEUROLOGICAL DEFICIT; NEUROLOGICAL EXAMINATION; NEUROLOGICAL INJURY; QUANTITATIVE EEG; TEMPERATURE MODULATION; WISTAR RAT;

ELECTROENCEPHALOGRAPHY; ENTROPY; HYPOTHERMIA; MEAN SQUARE ERROR; RATS; RESUSCITATION;

STRAIN ENERGY;

ANIMAL EXPERIMENT; ANIMAL MODEL; ARTICLE; BRAIN ISCHEMIA; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; ENTROPY; HEART ARREST; INDUCED HYPOTHERMIA; MALE; NEUROLOGICAL COMPLICATION; NONHUMAN; QUANTITATIVE ANALYSIS; RAT; REMISSION;

ANIMALS; BRAIN DISEASES; ELECTROENCEPHALOGRAPHY; ENTROPY; HEART ARREST; HYPOTHERMIA, INDUCED; MALE; RANDOM ALLOCATION; RATS; RATS, WISTAR; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 67349274511     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2008.2011917     Document Type: Article

References (53)

1. W. Rosamond, K. Flegal, G. Friday, K. Furie, A. Go, K. Greenlund, N. Haase, M. Ho, V. Howard, B. Kissela, S. Kittner, D. Lloyd-Jones, M. McDermott, J. Meigs, C. Moy, G. Nichol, C. J. O'Donnell, V. Roger, J. Rumsfeld, P. Sorlie, J. Steinberger, T. Thom, S. Wasserthiel-Smoller, and Y. Hong, "Heart disease and stroke statistics-2007 update: A report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee," Circulation, vol. 115, pp. 169-171, 2007.
2. Centers for Disease Control and Prevention (CDC) "State-specific mortality from sudden cardiac death-United States, 1999," MMWR Morb. Mortal Wkly. Rep., vol. 51, pp. 123-126, 2002.
3. J. Herlitz, E. Andersson, A. Bang, J. Engdahl, M. Holmberg, J. Lindqvist, B.W. Karlson, and L. Waagstein, "Experiences from treatment of out-of- hospital cardiac arrest during 17 years inGoteborg," Eur. Heart J., vol. 21, pp. 1251-1258, 2000.
4. R. G. Geocadin, M. A. Koenig, X. Jia, R. D. Stevens, and M. A. Peberdy, "Management of brain injury after resuscitation from cardiac arrest," Neurol. Clin., vol. 26, pp. 487-506, 2008.
5. P. Vaagenes, M. Ginsberg, U. Ebmeyer, L. Ernster, M. Fischer, S. E. Gisvold, A. Gurvitch, K. A. Hossmann, E. M. Nemoto, A. Radovsky, J. W. Severinghaus, P. Safar, R. Schlichtig, F. Sterz, T. Tonnessen, R. J. White, F. Xiao, and Y. Zhou, "Cerebral resuscitation from cardiac arrest: Pathophysiologic mechanisms," Crit. Care Med., vol. 24, pp. 57-68, 1996.
6. Brain Resuscitation Clinical Trial I Study Group, "Randomized clinical study of thiopental loading in comatose survivors of cardiac arrest," N. Engl. J. Med., vol. 314, pp. 397-403, 1986.
7. M. Jastremski, K. Sutton-Tyrrell, P. Vaagenes, N. Abramson, D. Heisel- man, and P. Safar, "Glucocorticoid treatment does not improve neurological recovery following cardiac arrest," J. Amer. Med. Assoc., vol. 262, pp. 3427-3430, 1989.
8. Brain Resuscitation Clinical Trial II Study Group, "A randomized clinical study of a calcium-entry blocker (lidoflazine) in the treatment of comatose survivors of cardiac arrest," N.Engl.J.Med., vol. 324, pp. 1225-1231, 1991.
9. R. O. Roine, M. Kaste, A. Kinnunen, P. Nikki, S. Sarna, and S. Kajaste, "Nimodipine after resuscitation from out-of-hospital ventricular fibrillation. A placebo-controlled, double-blind, randomized trial," J. Amer. Med. Assoc., vol. 264, pp. 3171-3177, 1990.
10. G. S. Allen, H. S. Ahn, T. J. Preziosi, R. Battye, S. C. Boone, S. N. Chou, D. L. Kelly, B. K. Weir, R. A. Crabbe, P. J. Lavik, S. B. Rosenbloom, F. C. Dorsey, C. R. Ingram, D. E. Mellits, L. A. Bertsch, D. P. Boisvert, M. B. Hundley, R. K. Johnson, J. A. Strom, and C. R. Transou, "Cerebral arterial spasm-A controlled trial of nimodipine in patients with subarachnoid hemorrhage," N. Engl.J.Med., vol. 308, pp. 619-624, 1983.
11. H. Minamisawa, C.-H. Nordstrom, M.-L. Smith, and B. K. Siesjo, "The influence of mild body and brain hypothermia on ischemic brain damage," J. Cereb. Blood Flow Metab., vol. 10, pp. 365-374, 1990.
12. F. A. Welsh, R. E. Sims, and V. A. Harris, "Mild hypothermia prevents ischemic injury in gerbil hippocampus," J. Cereb. Blood Flow Metab., vol. 10, pp. 557-563, 1990.
13. The Hypothermia After Cardiac Arrest Study Group, "Mild therapeutic hypothermia to improve the neurologic outcome after cardiac arrest," N. Engl. J. Med., vol. 346, pp. 549-556, 2002.
14. S. A. Bernard, T. W. Gray, M. D. Buist, B. M. Jones, W. Silvester, G. Gutteridge, and K. Smith, "Treatment of comatose survivors of out- of-hospital cardiac arrest with induced hypothermia," N.Engl.J.Med., vol. 346, pp. 557-563, 2002.
15. J. P. Nolan, P. T. Morley, T. L. VandenHoek, R. W. Hickey, W. G. J. Kloeck, J. Billi, B. W. Bottiger, P. T. Morley, J. P. Nolan, K. Okada, C. Reyes, M. Shuster, P. A. Steen, M. H. Weil, and V. Wenzel, "Therapeutic hypothermia after cardiac arrest: An advisory statement by the advanced life support task force of the International Liaison Committee on Resuscitation," Circulation, vol. 108, pp. 118-121, 2003.
16. B. S. Abella, J. W. Rhee, K. N. Huang, T. L. V. Hoek, and L. B. Becker, "Induced hypothermia is underused after resuscitation from cardiac arrest: A current practice survey," Resuscitation, vol. 64, pp. 181-186, 2005.
17. H. Minamisawa, M. L. Smith, and B. K. Siesjo, "The effect of mild hyperthermia and hypothermia on brain damage following 5, 10, and 15 minutes of forebrain ischemia," Ann. Neurol., vol. 28, pp. 26-33, 1990.
18. M. Steriade and R. Llinas, "The functional states of the thalamus and the associated neuronal interplay," Physiol. Rev., vol. 68, pp. 699-742, 1988.
19. D. T. Ross and A. C. Duhaime, "Degeneration of neurons in the thalamic reticular nucleus following transient ischemia due to raised intracranial pressure: Excitotoxic degeneration mediated via non-NMDA receptors?" Brain Res., vol. 501, pp. 129-143, 1989.
20. S. W. Hughes and V. Crunelli, "Thalamic mechanisms of EEG alpha rhythms and their pathological implications," Neuroscientist, vol. 11, no. 4, pp. 357-372, 2005.
21. G. Buzsaki, "The thalamic clock: Emergent network properties," Neuro- science, vol. 41, pp. 351-364, 1991.
22. T. Ohmoto, Y. Mimura, Y. Baba, T. Miyamoto, Y. Matsumoto, A. Nishimoto, and K. Matsumoto, "Thalamic control of spontaneous alpha- rhythms and evoked responses," Appl. Neurophysiol., vol. 41, pp. 188-192, 1973.
23. K. A. Lindgrena, C. L. Larsona, S. M. Schaefera, H. C. Abercrombiea, R. T. Warda, T. R. Oakesa, J. E. Holdene, S. B. Perlmanbd, R. M. Bencac, and R. J. Davidsonac, "Thalamic metabolic rate predicts EEG alpha power in healthy control subjects but not in depressed patients," Biol. Psychiatry, vol. 8, no. 45, pp. 943-952, 1999.
24. E. O. Jorgensen and A. Malchow-Moller, "Natural history of global and critical brain ischaemia. Part II: EEG and neurological signs in patients remaining unconscious after cardiopulmonary resuscitation," Resuscitation, vol. 9, pp. 155-174, 1981.
25. S. J. Guasello, "Progress in applied nonlinear dynamics: Welcome to NDPLS," Nonlinear Dyn., Psychol., Life Sci., vol. 8, pp. 1-15, 2004.
26. J. Bhattacharya, "Complexity analysis of spontaneous EEG," Acta Neu- robiol. Exp. (Wars), vol. 60, pp. 495-501, 2000.
27. A. L. Goldberger, L. A. Amaral, J. M. Hausdorff, P. Ivanov, C. K. Peng, and H. E. Stanley, "Fractal dynamics in physiology: Alterations with disease and aging," Proc. Nat. Acad. Sci. USA, vol. 99, pp. 2466-2472, 2002.
28. D.E. Vigo,L.N.Siri,M.S.L.DeGuevara,J.A.Martinez-Martinez, R. D. Fahrer, D. P. Cardinali, O. Masoli, and S. M. Guinjoan, "Relation of depression to heart rate nonlinear dynamics in patients > or = 60 years of age with recent unstable angina pectoris or acute myocardial infarction," Amer. J. Cardiol., vol. 93, pp. 756-760, 2004.
29. M. Costa, A. L. Goldberger, and C. K. Peng, "Multiscale entropy analysis of complex physiologic time series," Phys. Rev. Lett., vol. 89, pp. 068 102-1-068 102-4,2002.
30. D. E. Vaillancourt and K. M. Newell, "Aging and the time and frequency structure of force output variability," J. Appl. Physiol., vol. 94, pp. 903-912, 2003.
31. A. L. Goldberger, C.-K. Peng, and L. A. Lipsitz, "What is physiological complexity and how does it change with aging and disease?," Neurobiol. Aging, vol. 23, pp. 23-26, 2002.
32. S. M. Pincus, I. M. Gladstone, and R. A. Ehrenkranz, "A regularity statistic for medical data analysis," J. Clin. Monit., vol. 7, pp. 335-345, 1991.
33. J. S. Richman and J. R. Moorman, "Physiological time-series analysis using approximate entropy and sample entropy," Amer. J. Physiol. Heart. Circ. Physiol., vol. 278, pp. H2039-2049, 2000.
34. D. E. Lake, J. S. Richman, M. P. Griffin, and J. R. Moorman, "Sample entropy analysis of neonatal heart rate variability," Amer. J. Physiol. Regul. Integr. Comp. Physiol., vol. 283, pp. R789-R797, 2002.
35. R. Ferenets, T. Lipping, A. Anier, V. Jantti, S. Melto, and S. Hovilehto, "Comparison of entropy and complexity measures for the assessment of depth of sedation," IEEE Trans. Biomed. Eng., vol. 53, no. 6, pp. 1067-1077, Jun. 2006.
36. M. Costa, A. L. Goldberger, and C. K. Peng, "Multiscale entropy analysis of biological signals," Phys. Rev. E. Statist. Nonlinear Soft Matter Phys., vol. 71, pp. 021 906-1-021 906-18, 2005.
37. X. Bornas, J. Llabres, M. Noguera, A. M. Lopez, J. M. Gelabert, and I. Vila, "Fear induced complexity loss in the electrocardiogram of flight phobics: A multiscale entropy analysis," Biol. Psychol., vol. 73, pp. 272-279, 2006.
38. J. Escudero, D. Abasolo, R. Hornero, P. Espino, and M. Lopez, "Analysis of electroencephalograms in Alzheimer's disease patients with multiscale entropy," Physiol. Meas., vol. 27, pp. 1091-1106, 2006.
39. L. Angelini, R. Maestri, D. Marinazzo, L. Nitti, M. Pellicoro, G. D. Pinna et al. , "Multiscale analysis of short term heart beat interval, arterial blood pressure, and instantaneous lung volume time series," Artif. Intell. Med., vol. 41, pp. 237-250, 2007.
40. J. Bhattacharya, J. Edwards, A. N. Mamelak, and E. M. Schuman, "Long- range temporal correlations in the spontaneous spiking of neurons in the hippocampal-amygdala complex of humans," Neuroscience, vol. 131, pp. 547-555, 2005.
41. R. G. Geocadin, J. Muthuswamy, D. L. Sherman, N. V. Thakor, and D. F. Hanley, "Early electrophysiological and histologic changes after global cerebral ischemia in rats," Movement Disord., vol. 15, no. 1, pp. 14-21, 2000.
42. R. G. Geocadin, R. Ghodadra, T. Kimura, H. Lei, D. L. Sherman, D. F. Hanley et al., "A novel quantitative EEG injury measure of global cerebral ischemia," Clin. Neurophysiol., vol. 111, pp. 1779-1787, 2000.
43. R. G. Geocadin, M. A. Koenig, X Jia, R. D. Stevens, and M. A. Peberdy,"Managementofbraininjuryafterresuscitationfromcardiacarrest," Neurol. Clin., vol. 26, no. 2, pp. 487-506, 2008.
44. X. Jia, M. A. Koenig, R. Nickl, G. Zhen, N. V. Thakor, and R. G. Geocadin, "Early electrophysiologic markers predict functional outcome associated with temperature manipulation after cardiac arrest in rats," Crit. Care Med., vol. 36, no. 6, pp. 1909-1916, 2008.
45. X. Jia, M. A. Koenig, H. C. Shin, G. Zhen, C. A. Pardo, D. H. Hanley etal., "Improving neurological outcomes post-cardiac arrest in a rat model: Immediate hypothermia and quantitative EEG monitoring," Resuscitation, vol. 76, no. 3, pp. 431-442, 2008.
46. X. Jia, M. A. Koenig, A. Venkatraman, N. V. Thakor, and R. G. Geocadin, "Post-cardiac arrest temperature manipulation alters early EEG bursting in rats," Resuscitation, vol. 78, no. 3, pp. 367-373, 2008.
47. H. Minamisawa, C. H. Nordstrom, M. L. Smith, and B. K. Siesjo, "The influence of mild body and brain hypothermia on ischemic brain damage," J. Cereb. Blood Flow Metab., vol. 10, no. 3, pp. 365-374, 1990.
48. F. A. Welsh, R. E. Sims, and V. A. Harris, "Mild hypothermia prevents ischemic injury in gerbil hippocampus," J. Cereb. Blood Flow Metab., vol. 10, no. 4, pp. 557-563, 1990.
49. The Hypothermia After Cardiac Arrest Group, "Mild therapeutic hypothermia to improve the neurologic outcome after cardiac arrest," N. Engl. J. Med., vol. 346, no. 8, pp. 549-556, 2002.
50. S. A. Bernard, T. W. Gray, M. D. Buist, B. M. Jones, W. Silvester, G. Gutteridge, and K. Smith, "Treatment of comatose survivors of out- of-hospital cardiac arrest with induced hypothermia," N. Engl. J. Med., vol. 346, no. 8, pp. 557-563, 2002.
51. X. Jia, M. A. Koenig, H. C. Shin, N. V. Thakor, and R. G. Geocadin, "Quantitative EEG and neurological recovery with therapeutic hypothermia after asphyxial cardiac arrest in rats," Brain Res., vol. 1111, pp. 166-175, 2006.
52. D. Corbett and S. Nurse, "The problem of assessing effective neuro- protection in experimental cerebral ischemia," Prog. Neurobiol., vol. 54, pp. 531-548, Apr. 1998.
53. A. J. Hunter, K. B. Mackay, and D. C. Rogers, "To what extent have functional studies of ischemia in animals been useful in the assessment of potential neuroprotective agents?" Trends Pharmacol. Sci., vol. 19, pp. 59-66, Feb. 1998.