DocumentCode :
2113671
Title :
Synchrony analysis of spontaneous MEG activity in Alzheimer´s disease patients
Author :
Gomez, Christopher ; Martinez-Zarzuela, Mario ; Poza, Jesus ; Diaz-Pernas, F.J. ; Fernandez, Alicia ; Hornero, Roberto
Author_Institution :
Dept. of Signal Theor. & Commun., Univ. of Valladolid, Valladolid, Spain
fYear :
2012
fDate :
Aug. 28 2012-Sept. 1 2012
Firstpage :
6188
Lastpage :
6191
Abstract :
The aim of this study was to analyze the magnetoencephalography (MEG) background activity in Alzheimer´s disease (AD) patients using cross-approximate entropy (Cross-ApEn). Cross-ApEn is a nonlinear measure of asynchrony between time series. Five minutes of recording were acquired with a 148-channel whole-head magnetometer in 12 AD patients and 12 age-matched control subjects. We found significantly higher synchrony between MEG signals from AD patients compared with control subjects. Additionally, we evaluated the ability of Cross-ApEn to discriminate these two groups using receiver operating characteristic (ROC) curves with a leave-one-out cross-validation procedure. We obtained an accuracy of 70.83% (66.67% sensitivity, 75% specificity) and a value of area under the ROC curve of 0.83. These results provide evidence of disconnection problems in AD. Our findings show the usefulness of Cross-ApEn to detect the brain dysfunction in AD.
Keywords :
diseases; entropy; magnetoencephalography; magnetometers; neurophysiology; time series; 148-channel whole-head magnetometer; Alzheimer´s disease patients; Cross-ApEn; brain dysfunction; cross-approximate entropy; disconnection problems; leave-one-out cross-validation procedure; magnetoencephalography background activity; receiver operating characteristic curves; spontaneous MEG activity synchrony analysis; time series; Alzheimer´s disease; Electroencephalography; Entropy; Magnetic recording; Synchronization; Time series analysis; Aged; Alzheimer Disease; Case-Control Studies; Female; Humans; Magnetoencephalography; Male; Middle Aged; ROC Curve;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/EMBC.2012.6347407
Filename :
6347407
Link To Document :
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