Characterizing Alzheimer's Disease Severity via Resting-Awake EEG Amplitude Modulation Analysis
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article
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2013
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PUBLIC LIBRARY SCIENCE
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PLOS ONE, v.8, n.8, article ID e72240, 7p, 2013
Resumo
Changes in electroencephalography (EEG) amplitude modulations have recently been linked with early-stage Alzheimer's disease (AD). Existing tools available to perform such analysis (e.g., detrended fluctuation analysis), however, provide limited gains in discriminability power over traditional spectral based EEG analysis. In this paper, we explore the use of an innovative EEG amplitude modulation analysis technique based on spectro-temporal signal processing. More specifically, full-band EEG signals are first decomposed into the five well-known frequency bands and the envelopes are then extracted via a Hilbert transform. Each of the five envelopes are further decomposed into four so-called modulation bands, which were chosen to coincide with the delta, theta, alpha and beta frequency bands. Experiments on a resting-awake EEG dataset collected from 76 participants (27 healthy controls, 27 diagnosed with mild-AD, and 22 with moderate-AD) showed significant differences in amplitude modulations between the three groups. Most notably, i) delta modulation of the beta frequency band disappeared with an increase in disease severity (from mild to moderate AD), ii) delta modulation of the theta band appeared with an increase in severity, and iii) delta modulation of the beta frequency band showed to be a reliable discriminant feature between healthy controls and mild-AD patients. Taken together, it is hoped that the developed tool can be used to assist clinicians not only with early detection of Alzheimer's disease, but also to monitor its progression.
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Referências
- Abasolo D, 2008, IEEE T BIO-MED ENG, V55, P2171, DOI 10.1109/TBME.2008.923145
- Adeli H, 2005, CLIN EEG NEUROSCI, V36, P131
- Aghajani H, 2013, IEEE J BIOMEDICAL HL, V99
- Alzheimer's Association, 2012, ALZHEIMERS DEMENT, V8, P131, DOI [10.1016/j.jalz.2012.02.001, DOI 10.1016/J.JALZ.2012.02.001]
- Alzheimer's Association, 2010, ALZHEIMERS DEMENT, V6, P158, DOI 10.1016/J.JALZ.2010.01.009
- Association AP, 2000, DIAGN STAT MAN MENT
- Babiloni C, 2006, CLIN NEUROPHYSIOL, V117, P252, DOI 10.1016/j.clinph.2005.09.019
- Boashash B., 2003, TIME FREQUENCY SIGNA
- BRAAK H, 1989, ACTA NEUROPATHOL, V77, P494
- BRENNER RP, 1986, ELECTROEN CLIN NEURO, V64, P483, DOI 10.1016/0013-4694(86)90184-7
- Brucki SMD, 2003, ARQ NEURO-PSIQUIAT, V61, P777, DOI 10.1590/S0004-282X2003000500014
- Buzsaki G, 2004, SCIENCE, V304, P1926, DOI 10.1126/science.1099745
- Chow T W, 2000, Curr Psychiatry Rep, V2, P446, DOI 10.1007/s11920-000-0031-5
- Cibils D, 2002, CLIN NEUROPHYSIOL, V54, P289
- COBEN LA, 1983, ELECTROEN CLIN NEURO, V55, P372, DOI 10.1016/0013-4694(83)90124-4
- Dauwels J, 2011, INT J ALZHEIMERS DIS, V10
- Deb P, 1996, ECON LETT, V51, P123, DOI 10.1016/0165-1765(95)00784-9
- Falk TH, 2012, EURASIP J ADV SIG PR, V2012, P1
- Hardstone R, 2012, FRONTIERS PHYSL, V3
- Herrera E, 2002, ALZ DIS ASSOC DIS, V16, P103, DOI 10.1097/01.WAD.0000020202.50697.df
- Huang C, 2000, CLIN NEUROPHYSIOL, V111, P1961, DOI 10.1016/S1388-2457(00)00454-5
- Hurd MD, 2013, NEW ENGL J MED, V368, P1326, DOI 10.1056/NEJMsa1204629
- Hwang TJ, 2004, ALZ DIS ASSOC DIS, V18, P17, DOI 10.1097/00002093-200401000-00004
- Illan IA, 2012, ARTIFICIAL INTELLIGE
- Jarque M, 1987, INT STAT REV, P163
- Jeong JS, 2004, CLIN NEUROPHYSIOL, V115, P1490, DOI 10.1016/j.clinph.2004.01.001
- Jyoti A, 2010, J ALZHEIMERS DIS, V22, P873, DOI 10.3233/JAD-2010-100879
- Knyazev GG, 2007, NEUROSCI BIOBEHAV R, V31, P377, DOI 10.1016/j.neubiorev.2006.10.004
- Koch W, 2012, NEUROBIOL AGING, V33, P466, DOI 10.1016/j.neurobiolaging.2010.04.013
- Kwak Y. T., 2006, J CLIN NEUROPHYSIOL, V23, P457, DOI 10.1097/01.wnp.0000223453.47663.63
- Leifer BP, 2003, J AM GERIATR SOC, V51, pS281, DOI 10.1046/j.1532-5415.5153.x
- Le Van Quyen M, 2001, J NEUROSCI METH, V111, P83, DOI 10.1016/S0165-0270(01)00372-7
- Lopes MA, 2012, J ALZHEIMERS DIS, V32, P307, DOI 10.3233/JAD-2012-120847
- MCKHANN G, 1984, NEUROLOGY, V34, P939
- Miskovic V, 2010, BIOL PSYCHOL, V83, P125, DOI 10.1016/j.biopsycho.2009.11.010
- Montez T, 2009, P NATL ACAD SCI USA, V106, P1614, DOI 10.1073/pnas.0811699106
- Nordberg A, 2010, NAT REV NEUROL, V6, P78, DOI 10.1038/nrneurol.2009.217
- OTT A, 1995, BRIT MED J, V310, P970
- Palmer K, 2007, NEUROLOGY, V68, P1596, DOI 10.1212/01.wnl.0000260968.92345.3f
- Palva S, 2007, TRENDS NEUROSCI, V30, P150, DOI 10.1016/j.tins.2007.02.001
- Payami H, 1996, AM J HUM GENET, V58, P803
- PENTTILA M, 1985, ELECTROEN CLIN NEURO, V60, P1, DOI 10.1016/0013-4694(85)90942-3
- Putman P, 2010, BIOL PSYCHOL, V83, P73, DOI 10.1016/j.biopsycho.2009.10.008
- Robert PH, 2006, EUR J NEUROL, V13, P729, DOI 10.1111/j.1468-1331.2006.01088.x
- Saner S, 2007, EEG SIGNAL PROCESSIN
- Sankari Z, 2012, CLIN EEG NEUROSCI, V43, P268, DOI 10.1177/1550059412444970
- Schonheit B, 2004, NEUROBIOL AGING, V25, P697, DOI 10.1016/j.neurobioalging.2003.09.009
- SCHREITERGASSER U, 1993, ELECTROEN CLIN NEURO, V86, P15, DOI 10.1016/0013-4694(93)90063-2
- Schutter DJLG, 2012, MOTIV EMOTION, V36, P46, DOI 10.1007/s11031-011-9237-6
- Schutter DJLG, 2006, CLIN NEUROPHYSIOL, V117, P381, DOI 10.1016/j.clinph.2005.09.021
- Smit DJA, 2011, J NEUROSCI, V31, P13128, DOI 10.1523/JNEUROSCI.1678-11.2011
- Smith ZM, 2002, NATURE, V416, P87, DOI 10.1038/416087a
- Terry D, 1994, PROG BRAIN RES, V101, P383
- Trambaiolli LR, 2011, 2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), P3828, DOI 10.1109/IEMBS.2011.6090951
- Trambaiolli LR, 2011, INT J ALZHEIMERS DIS
- Tsai PH, 2012, J NEUROSCI METH, V210, P230, DOI 10.1016/j.jneumeth.2012.07.002
- Wisor JP, 2005, NEUROSCIENCE, V131, P375, DOI 10.1016/j.neuroscience.2004.11.018
- World Health Organization and Alzheimer's Disease International, 2012, TECHNICAL REPORT