EEG spectra features discriminate between Alzheimer's and vascular dementia

被引:53
作者
Neto, Emanuel [1 ,2 ]
Allen, Elena A. [1 ,3 ,4 ]
Aurlien, Harald [2 ]
Nordby, Helge [1 ]
Eichele, Tom [1 ,2 ,3 ]
机构
[1] Univ Bergen, Inst Biol & Med Psychol, Bergen, Norway
[2] Haukeland Hosp, Clin Neurophysiol Sect, N-5021 Bergen, Norway
[3] KG Jebsen Ctr Res Neuropsychiat Disorders, Bergen, Norway
[4] Mind Res Network, Albuquerque, NM USA
关键词
Alzheimer's disease; vascular dementia; electroencephalogram; qEEG; quantitative analysis; MILD COGNITIVE IMPAIRMENT; ELECTRICAL BRAIN ACTIVITY; QUANTITATIVE EEG; SENILE-DEMENTIA; ALPHA RHYTHMS; DISEASE; DIAGNOSIS; DYNAMICS; POWER; ELECTROENCEPHALOGRAPHY;
D O I
10.3389/fneur.2015.00025
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Alzheimer's disease (AD) and vascular dementia (VaD) present with similar clinical symptoms of cognitive decline, but the underlying pathophysiological mechanisms differ. To determine whether clinical electroencephalography (EEG) can provide information relevant to discriminate between these diagnoses, we used quantitative EEG analysis to compare the spectra between non-medicated patients with AD (n = 77) and VaD (n = 77) and healthy elderly normal controls (NC) (n = 77). We use curve-fitting with a combination of a power loss and Gaussian function to model the averaged resting-state spectra of each EEG channel extracting six parameters. We assessed the performance of our model and tested the extracted parameters for group differentiation. We performed regression analysis in a multivariate analysis of covariance with group, age, gender, and number of epochs as predictors and further explored the topographical group differences with pair-wise contrasts. Significant topographical differences between the groups were found in several of the extracted features. Both AD and VaD groups showed increased delta power when compared to NC, whereas the AD patients showed a decrease in alpha power for occipital and temporal regions when compared with NC. The VaD patients had higher alpha power than NC and AD. The AD and VaD groups showed slowing of the alpha rhythm. Variability of the alpha frequency was wider for both AD and VaD groups. There was a general decrease in beta power for both AD and VaD. The proposed model is useful to parameterize spectra, which allowed extracting relevant clinical EEG key features that move toward simple and interpretable diagnostic criteria.
引用
收藏
页数:9
相关论文
共 59 条
[1]   Alzheimer's disease qEEG Spectral analysis versus coherence. Which is the best measurement? [J].
Anghinah, Renato ;
Medeiros Kanda, Paulo Afonso ;
Lopes, Helder Frederico ;
Hindi Basile, Luis Fernando ;
Machado, Sergio ;
Ribeiro, Pedro. ;
Velasques, Bruna ;
Sameshima, Koichi ;
Takahashi, Daniel Yasumasa ;
Pinto, Lecio Figueira ;
Caramelli, Paulo ;
Nitrini, Ricardo .
ARQUIVOS DE NEURO-PSIQUIATRIA, 2011, 69 (06) :871-874
[2]   A new way of building a database of EEG findings [J].
Aurlien, H ;
Gjerde, IO ;
Gilhus, NE ;
Hovstad, OG ;
Karlsen, B ;
Skeidsvoll, H .
CLINICAL NEUROPHYSIOLOGY, 1999, 110 (05) :986-995
[3]   Cortical Sources of Resting State EEG Rhythms are Sensitive to the Progression of Early Stage Alzheimer's Disease [J].
Babiloni, Claudio ;
Lizio, Roberta ;
Del Percio, Claudio ;
Marzano, Nicola ;
Soricelli, Andrea ;
Salvatore, Elena ;
Ferri, Raffaele ;
Cosentino, Filomena I. I. ;
Tedeschi, Gioacchino ;
Montella, Patrizia ;
Marino, Silvia ;
De Salvo, Simona ;
Rodriguez, Guido ;
Nobili, Flavio ;
Vernieri, Fabrizio ;
Ursini, Francesca ;
Mundi, Ciro ;
Richardson, Jill C. ;
Frisoni, Giovanni B. ;
Rossini, Paolo M. .
JOURNAL OF ALZHEIMERS DISEASE, 2013, 34 (04) :1015-1035
[4]   Intra-hemispheric functional coupling of alpha rhythms is related to golfer's performance: A coherence EEG study [J].
Babiloni, Claudio ;
Infarinato, Francesco ;
Marzano, Nicola ;
Iacoboni, Marco ;
Dassu, Federica ;
Soricelli, Andrea ;
Rossini, Paolo Maria ;
Limatola, Cristina ;
Del Percio, Claudio .
INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2011, 82 (03) :260-268
[5]   Reactivity of Cortical Alpha Rhythms to Eye Opening in Mild Cognitive Impairment and Alzheimer's Disease: an EEG Study [J].
Babiloni, Claudio ;
Lizio, Roberta ;
Vecchio, Fabrizio ;
Frisoni, Giovanni B. ;
Pievani, Michela ;
Geroldi, Cristina ;
Claudia, Fracassi ;
Ferri, Raffaele ;
Lanuzza, Bartolo ;
Rossini, Paolo M. .
JOURNAL OF ALZHEIMERS DISEASE, 2010, 22 (04) :1047-1064
[6]   Discrimination of Alzheimer's disease and normal aging by EEG data [J].
Besthorn, C ;
Zerfass, R ;
GeigerKabisch, C ;
Sattel, H ;
Daniel, S ;
SchreiterGasser, U ;
Forstl, H .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1997, 103 (02) :241-248
[7]   CSF markers for incipient Alzheimer's disease [J].
Blennow, K ;
Hampel, H .
LANCET NEUROLOGY, 2003, 2 (10) :605-613
[8]   EEG comparisons in early Alzheimers disease, dementia with Lewy bodies and Parkinsons disease with dementia patients with a 2-year follow-up [J].
Bonanni, Laura ;
Thomas, Astrid ;
Tiraboschi, Pietro ;
Perfetti, Bernardo ;
Varanese, Sara ;
Onofrj, Marco .
BRAIN, 2008, 131 :690-705
[9]   EEG filtering based on blind source separation (BSS) for early detection of Alzheimer's disease [J].
Cichocki, A ;
Shishkin, SL ;
Musha, T ;
Leonowicz, Z ;
Asada, T ;
Kurachi, T .
CLINICAL NEUROPHYSIOLOGY, 2005, 116 (03) :729-737
[10]   A LONGITUDINAL EEG STUDY OF MILD SENILE DEMENTIA OF ALZHEIMER TYPE - CHANGES AT 1 YEAR AND AT 2.5 YEARS [J].
COBEN, LA ;
DANZIGER, W ;
STORANDT, M .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1985, 61 (02) :101-112