Regional analysis of spontaneous MEG rhythms in patients with alzheimer's disease using spectral entropies

Annals of Biomedical Engineering

Volumn 36, Issue 1, 2008, Pages 141-152

  Poza, Jesús ^a   Hornero, Roberto ^a   Escudero, Javier ^a   Fernández, Alberto ^b   Sánchez, Clara I ^a  

^a UNIVERSITY OF VALLADOLID   (Spain)

^b UNIVERSIDAD COMPLUTENSE DE MADRID   (Spain)

Author keywords

Magnetoencephalogram; R nyi spectral entropy; Shannon spectral entropy; Time frequency distribution; Tsallis spectral entropy

Indexed keywords

BRAIN; DIAGNOSIS; DISEASES; MAGNETOENCEPHALOGRAPHY; POWER SPECTRAL DENSITY;

LIFE EXPECTANCY; RENYI SPECTRAL ENTROPY; SHANNON SPECTRAL ENTROPY; TIME FREQUENCY DISTRIBUTION; TSALLIS SPECTRAL ENTROPY;

PATIENT MONITORING;

AGED; ALGORITHM; ALZHEIMER DISEASE; ARTICLE; COMPUTER ASSISTED DIAGNOSIS; ENTROPY; EVALUATION; FEMALE; HUMAN; MAGNETOENCEPHALOGRAPHY; MALE; METHODOLOGY; OSCILLOMETRY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY;

AGED; ALGORITHMS; ALZHEIMER DISEASE; DIAGNOSIS, COMPUTER-ASSISTED; ENTROPY; FEMALE; HUMANS; MAGNETOENCEPHALOGRAPHY; MALE; OSCILLOMETRY; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 37449019711     PISSN: 00906964     EISSN: 15739686     Source Type: Journal    
DOI: 10.1007/s10439-007-9402-y     Document Type: Article

References (44)

1. Abásolo D., R. Hornero, P. Espino, D. Álvarez, J. Poza 2006 Entropy analysis of the EEG background activity in Alzheimer's disease patients. Physiol. Meas. 27:241-253
2. Aviyente S., L. A. W. Brakel, R. K. Kushwaha, M. Snodgrass, H. Shevrin, W. J. Willians 2004 Characterization of event related potentials using information theoretic distances measures. IEEE Trans. Biomed. Eng. 51:737-743
3. Baraniuk R. G., P. Flandrin, A. J. E. M. Janssen, O. J. J. Michel 2001 Measuring time-frequency information content using the Rényi entropies. IEEE Trans. Inform. Theory 47:1391-1409
4. Berendse H. W., J. P. A. Verbunt, Ph. Scheltens, B. W. van Dijk, E. J. Jonkman 2000 Magnetoencephalographic analysis of cortical activity in Alzheimer's disease: a pilot study. Clin. Neurophysiol. 111:604-612
5. Berezianos A., S. Tong, N. Thakor 2003 Time-dependent entropy estimation of EEG rhythm changes following brain ischemia. Ann. Biomed. Eng. 31:221-232
6. Bird T. D. 2001 Alzheimer's disease and other primary dementias. In: Braunwald E., Fauci A. S., Kasper D. L., Hauser S. L., Longo D. L., Jameson J. L. (eds) Harrison's Principles of Internal Medicine. McGraw-Hill, New York, pp. 2391-2399
7. Blennow K., M. J. de Leon, H. Zetterberg 2006 Alzheimer's disease. Lancet 368:387-403
8. van Cappellen van Walsum A.-M., Y. A. L. Pijnenburg, H. W. Berendse, B. W. van Dijk, D. L. Knol, Ph. Scheltens, C. J. Stam 2003 A neural complexity measure applied to MEG data in Alzheimer's disease. Clin. Neurophysiol. 114:1034-1040
9. Capurro A., L. Diambra, D. Lorenzo, O. Macadar, M. T. Martin, C. Mostaccio, A. Plastino, J. Pérez, E. Rofman, M. E. Torres, J. Velluti 1999 Human brain dynamics: the analysis of EEG signals with Tsallis information measure. Physica A 265:235-254
10. Capurro A., L. Diambra, D. Lorenzo, O. Macadar, M. T. Martin, C. Mostaccio, A. Plastino, E. Rofman, M. E. Torres, J. Velluti 1998 Tsallis entropy and cortical dynamics: the analysis of EEG signals. Physica A 257:149-155
11. Cummings J. L. 2004 Alzheimer's disease. N. Engl. J. Med. 351:56-67
12. Di Sisto R. P., S. Martinez, R. B. Orellana, A. R. Plastino, A. Plastino 1999 General thermostatistical formalisms, invariance under uniform spectrum translations, and Tsallis q-additivity. Physica A 265:590-613
13. Fernández A., R. Hornero, A. Mayo, J. Poza, P. Gil-Gregorio, T. Ortiz 2006 MEG spectral profile in Alzheimer's disease and mild cognitive impairment. Clin. Neurophysiol. 117:306-314
14. Fernández A., R. Hornero, A. Mayo, J. Poza, F. Maestú, T. Ortiz 2006 Quantitative magnetoencephalography of spontaneous brain activity in Alzheimer disease: an exhaustive frequency analysis. Alzheimer Dis. Assoc. Dis. 20:153-159
15. Fernández A., F. Maestú, C. Amo, P. Gil, T. Fehr, C. Wienbruch, B. Rockstroh, T. Elbert, T. Ortiz 2002 Focal temporoparietal slow activity in Alzheimer's disease revealed by magnetoencephalography. Biol. Psychiat. 52:764-770
16. Fernández A., A. Turrero, P. Zuluaga, P. Gil, F. Maestú, P. Campo, T. Ortiz 2006 Magnetoencephalographic parietal delta dipole density in mild cognitive impairment: preliminary results of a method to estimate the risk of developing Alzheimer disease. Arch. Neurol. 63:427-430
17. Folstein M. F., S. E. Folstein, P. R. McHugh 1975 Mini-mental state. A practical method for grading the cognitive state of patients for the clinician. J. Psychiatr. Res. 12:189-198
18. Franciotti R., D. Iacono, S. Della Penna, V. Pizzella, K. Torquati, M. Onofrj, G. L. Romani 2006 Cortical rhythms reactivity in AD, LBD and normal subjects. A quantitative MEG study. Neurobiol. Aging 27:1100-1109
19. Gómez C., R. Hornero, D. Abásolo, A. Fernández, M. López 2006 Complexity analysis of the magnetoencephalogram background activity in Alzheimer's disease patients. Med. Eng. Phys. 28:851-859
20. Hari R. 2005 Magnetoencephalography in clinical neurophysiological assessment of human cortical functions. In: Niedermeyer E., Lopes da Silva F. (eds) Electroencephalography: Basic Principles, Clinical Applications, and Related Fields, 5th ed. Lippincontt Williams & Wilkins, Philadelphia, pp. 1165-1197
21. Hämäläinen M., R. Hari, R. J. Ilmoniemi, J. Knuutila, O. V. Lounasmaa 1993 Magnetoencephalography-theory, instrumentation, and applications to non-invasive studies of the working human brain. Rev. Mod. Phys. 65:413-497
22. Inouye T., K. Shinosaki, H. Sakamoto, S. Toi, S. Ukai, A. Iyama, Y. Katsuda, M. Hirano 1991 Quantification of EEG irregularity by use of the entropy of the power spectrum. Electroencephalogr. Clin. Neurophysiol. 79:204-210
23. Jeong J. 2004 EEG dynamics in patients with Alzheimer's disease. Clin. Neurophysiol. 115:1490-1505
24. Kannathal N., M. L. Choob, U. R. Acharyab, P. K. Sadasivana 2005 Entropies for detection of epilepsy in EEG. Comput. Meth. Prog. Biomed. 80:187-194
25. Knopman, D. S., S. T. DeKosky, J. L. Cummings, H. Chui, J. Corey-Bloom, N. Relkin, G. W. Small, B. Miller, and J. C. Stevens. Practice parameter: diagnosis of dementia (an evidence-based review). Report of the quality standards subcommittee of the American Academy of Neurology. Neurology 56:1143-1153, 2001
26. de Leon M. J., W. Klunk 2006 Biomarkers for the early diagnosis of Alzheimer's disease. Lancet Neurol. 5:198-199
27. McKhann, G., D. Drachman, M. Folstein, R. Katzman, D. Price, and E. M. Stadlan. Clinical diagnosis of Alzheimer's disease: report of NINCDS-ADRDA work group under the auspices of department of health and human services task force on Alzheimer's disease. Neurology 34:939-944, 1984
28. Osipova D., J. Ahveninen, O. Jensen, A. Ylikoski, E. Pekkonen 2005 Altered generation of spontaneous oscillations in Alzheimer's disease. Neuroimage 27:835-841
29. Osipova D., K. Rantanen, J. Ahveninen, R. Ylikoski, O. Happola, T. Strandberg, E. Pekkonen 2006 Source estimation of spontaneous MEG oscillations in mild cognitive impairment. Neurosci. Lett. 405:57-61
30. Poza, J., R. Hornero, D. Abásolo, A. Fernández, and J. Escudero. Analysis of spontaneous MEG activity in patients with Alzheimer's disease using spectral entropies. In: Proc. of the 29th Ann. Int. Conf. of the IEEE EMBS, Lyon, France, 2007, pp 6179-6182
31. Poza, J., R. Hornero, D. Abásolo, A. Fernández, and M. García. Extraction of spectral based measures from MEG background oscillations in Alzheimer's disease. Med. Eng. Phys., 2006 (in press). Available: doi: 10.1016/j.medengphy.2006.11.006
32. Reisberg B. 1988 Functional assessment staging (FAST). Psychopharmacol. Bull. 24:653-659
33. Rosso O. A., M. T. Martin, A. Figliola, K. Keller, A. Plastino 2006 EEG analysis using wavelet-based information tools. J. Neurosci. Methods 153:163-182
34. Rossor M. 2001 Alzheimer's disease. In: Donaghy M. (ed) Brain's Diseases of the Nervous System. University Press, Oxford, pp. 750-754
35. Rényi A. 1970 Probability Theory. Amsterdam: North-Holland
36. Sleigh J. W., D. A. Steyn-Ross, C. Grant, G. Ludbrook 2004 Cortical entropy changes with general anaesthesia: theory and experiment. Physiol. Meas. 25:921-934
37. Stam C. J. 2005 Nonlinear dynamical analysis of EEG and MEG: review of an emerging field. Clin. Neurophysiol. 116:2266-2301
38. Stam C. J., A. M. van Cappellen van Walsum, Y. A. L. Pijnenburg, H. W. Berendse, J. C. de Munck, Ph. Scheltens, B. W. van Dijk 2002 Generalized synchronization of MEG recordings in Alzheimer's disease: evidence for involvement of the gamma band. J. Clin. Neurophysiol. 19:562-574
39. Stam C. J., B. F. Jones, I. Manshanden, A. M. van Cappellen van Walsum, T. Montez, J. P. Verbunt, J. C. de Munck, B. W. van Dijk, H. W. Berendse, P. Scheltens 2006 Magnetoencephalographic evaluation of resting-state functional connectivity in Alzheimer's disease. Neuroimage 32:1335-1344
40. Tong S., A. Berezianos, J. Paul, Y. Zhu, N. Thakor 2002 Nonextensive entropy measure of EEG following brain injury from cardiac arrest. Physica A 305:619-628
41. Tong S., A. Bezerianos, A. Malhotra, Y. Zhu, N. Thakor 2003 Parameterized entropy analysis of EEG following hypoxic-ischemic brain injury. Phys. Lett. A 314:354-361
42. Tsallis C. 1988 Possible generalization of Boltzmann-Gibbs statistics. J. Stat. Phys. 52:479-487
43. Tsallis C. 1998 Generalized entropy-based criterion for consistent testing. Phys. Rev. E 58:1442-1445
44. Vellas B., S. Andrieu, C. Sampaio, G. Wilcock 2007 (for the European Task Force group). Disease-modifying trials in Alzheimer's disease: a European task force consensus. Lancet Neurol. 6:56-62