Analysis of spontaneous MEG activity in patients with Alzheimer's disease using spectral entropies

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2007, Pages 6179-6182

  Poza, Jesús ^a,b   Hornero, Roberto ^a,b   Abasólo, Daniel ^a,b   Fernández, Alberto ^c   Escudero, Javier ^a,b  

^a IEEE

^b UNIVERSITY OF VALLADOLID   (Spain)

^c UNIVERSIDAD COMPLUTENSE DE MADRID   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

FREQUENCY BANDS; MAGNETOENCEPHALOGRAPHY; PATIENT MONITORING; POWER SPECTRAL DENSITY; PROBABILITY DISTRIBUTIONS;

ALZHEIMER'S DISEASE (AD); LOGISTIC REGRESSION; RELATIVE SPECTRAL POWER (RSP; SPECTRAL ENTROPIES;

DISEASES;

EID: 57649166541     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2007.4353766     Document Type: Conference Paper

References (26)

1. T. D. Bird, "Alzheimer's disease and other primary dementias," in Harrison's Principles of Internal Medicine, E. Braunwald, A. S. Fauci, D. L. Kasper, S. L. Hauser, D. L. Longo, and J. L. Jameson, Eds. New York: McGraw-Hill, 2001, pp. 2391-2399.
2. M. Rossor, "Alzheimer's disease," in Brain's Diseases of the Nervous System, M. Donaghy, Ed. Oxford: University Press, 2001, pp. 750-754.
3. R. Hari, "Magnetoencephalography in clinical neurophysiological assessment of human cortical functions," in Electroencephalography: Basic Principles, Clinical Applications, and Related Fields, 5th ed., E. Niedermeyer and F. Lopes da Silva, Eds. Philadelphia: Lippincontt Williams & Wilkins, 2005, pp. 1165-1197.
4. J. Jeong, "EEG dynamics in patients with Alzheimer's disease," Clin. Neurophysiol., vol. 115, pp. 1490-1505, 2004.
5. C. J. Stam, "Nonlinear dynamical analysis of EEG and MEG: review of an emerging field," Clin. Neurophysiol., vol. 116, pp. 2266-2301, 2005.
6. H. W. Berendse, J. P. A. Verbunt, Ph. Scheltens, B. W. van Dijk, and E. J. Jonkman, "Magnetoencephalographic analysis of cortical activity in Alzheimer's disease: a pilot study," Clin. Neurophysiol, vol. 111, pp. 604-612, 2000.
7. D. Osipova, J. Ahveninen, O. Jensen, A. Ylikoski, and E. Pekkonen, "Altered generation of spontaneous oscillations in Alzheimer's disease," Neurolmage, vol. 27, pp. 835-841, 2005.
8. A. Fernández, R. Hornero, A. Mayo, J. Poza, F. Maestu, and T. Ortiz Alonso, "Quantitative magnetoencephalography of spontaneous brain activity in Alzheimer disease: an exhaustive frequency analysis," Alzheimer Dis. Assoc. Disord., vol. 20, pp. 153-159, 2006.
9. A. Fernández, R. Hornero, A. Mayo, J. Poza, P. Gil-Gregorio, and T. Ortiz, "MEG spectral profile in Alzheimer's disease and mild cognitive impairment," Clin. Neurophysiol., vol. 117, pp. 306-314, 2006.
10. J. Poza, R. Hornero, D. Abasólo, A. Fernández, and M. García, "Extraction of spectral based measures from MEG background oscillations in Alzheimer's disease," Med. Eng. Phys., to be published. Available: doi: 10.1016/j.medengphy.2006.11.006.
11. D. Osipova, K. Rantanen, J. Ahveninen, R. Ylikoski, O. Happola, T. Strandberg, and E. Pekkonen, "Source estimation of spontaneous MEG oscillations in mild cognitive impairment," Neurosci. Lett., vol. 405, pp. 57-61,2006.
12. C. Gómez, R. Hornero, D. Abasólo, A. Fernández, and M. López, "Complexity analysis of the magnetoencephalogram background activity in Alzheimer's disease patients," Med. Eng. Phys., vol. 28, pp. 851-859, 2006.
13. A.-M. van Cappellen van Walsùm, Y. A. L. Pijnenburg, H. W. Berendse, B. W. van Dijk, D. L. Knol, Ph. Scheltens, and C. J. Stam, "A neural complexity measure applied to MEG data in Alzheimer's disease," Clin. Neurophysiol, vol. 114, pp. 1034-1040, 2003.
14. R. Franciotti, D. Iacono, S. Della Penna, V. Pizzella, K. Torquati, M. Onofrj, and G. L. Romani, "Cortical rhythms reactivity in AD, LBD and normal subjects. A quantitative MEG study," Neurobiol Aging, vol. 27, pp. 1100-1109, 2006.
15. C. J. Stam, A. M. van Cappellen van Walsum, Y. A. L. Pijnenburg, H. W. Berendse, J. C. de Munck, Ph. Scheltens, and B. W. van Dijk, "Generalized synchronization of MEG recordings in Alzheimer's disease: evidence for involvement of the gamma band," J. Clin. Neurophysiol, vol. 19, pp. 562- 574, 2002.
16. C. J. Stam, B. F. Jones, I. Manshanden, A. M. van Cappellen van Walsùm, T. Montez, J. P. Verbunt, J. C. de Munck, B. W. van Dijk, H. W. Berendse, and P. Scheltens, "Magnetoencephalographic evaluation of resting-state functional connectivity in Alzheimer's disease," Neuroimage, vol. 32, pp. 1335-1344, 2006.
17. A. Capurro, L. Diambra, D. Lorenzo, O. Macadar, M. T. Martin, C. Mostaccio, A. Piastino, J. Pérez, E. Rofman, M. E. Torres, J. Velluti, "Human brain dynamics: the analysis of EEG signals with Tsallis information measure", Physica A, vol. 265, pp. 235-254, 1999.
18. S. Tong, A. Bezerianos, A. Malhotra, Y. Zhu, and N. Thakor, "Parameterized entropy analysis of EEG following hypoxic-ischemic brain injury," Phys. Lett. A, vol. 314, pp. 354-361, 2003.
19. S. Aviyente, L. A. W. Brakel, R. K. Kushwaha, M. Snodgrass, H. Shevrin, and W. J. Willians, "Characterization of event related potentials using information theoretic distances measures," IEEE Trans. Biomed. Eng., vol. 51, pp. 737-743, 2004.
20. N. Kannathal, M. L. Choob, U. R. Acharyab, and P. K. Sadasivana, "Entropies for detection of epilepsy in EEG," Comput. Methods Programs Biomed., vol. 80, pp. 187-194, 2005.
21. O. A. Rosso, M. T. Martin, A. Figliola, K. Keller, and A. Piastino, "EEG analysis using wavelet-based information tools," J. Neurosci. Methods, vol. 153, pp 163-182, 2006.
22. G. McKhann, D. Drachman, M. Folstein, R. Katzman, D. Price, 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, vol. 34, pp. 939-944, 1984.
23. T. Inouye, K. Shinosaki, H. Sakamoto, S. Toi, S. Ukai, A. Iyama, Y. Katsuda, and M. Hirano, "Quantification of EEG irregularity by use of the entropy of the power spectrum," Electroencephalogr. Clin. Neurophysiol, vol. 79, pp. 204-210, 1991.
24. C. Tsallis, "Possible generalization of Boltzmann-Gibbs statistics," J. Stat. Phys., vol. 52, pp. 479-487, 1988.
25. R. P. Di Sisto, S. Martinez, R. B. Orellana, A. R. Plastino, A. Plastino, "General thermostatistical formalisms, invariance under uniform spectrum translations, and Tsallis q-additivity," Physica A, vol. 590, pp. 590-613, 1999.
26. A. Rényi, Probability theory, Amsterdam: North-Holland, 1970.