DocumentCode :
2412374
Title :
Study of the MEG background activity in Alzheimer´s disease patients with scaling analysis methods
Author :
Gómez, Carlos ; Hornero, Roberto ; Abásolo, Daniel ; Fernández, Alberto ; Poza, Jesús
Author_Institution :
Dept. of Signal Theor. & Commun., Univ. of Valladolid, Valladolid, Spain
fYear :
2009
fDate :
3-6 Sept. 2009
Firstpage :
3485
Lastpage :
3488
Abstract :
Alzheimer´s disease (AD) is one of the most prominent neurodegenerative disorders. The aim of this research work is to study the magnetoencephalogram (MEG) background activity in AD patients using two scaling analysis methods: detrended fluctuation analysis (DFA) and backward detrended moving average (BDMA). Both measures have been designed to quantify correlations in noisy and non-stationary signals. Five minutes of recording were acquired with a 148-channel whole-head magnetometer in 15 patients with probable AD and 15 control subjects. Both DFA and BDMA exhibited two scaling regions with different slopes. Significant differences between both groups were found in the second region of DFA and in the first region of BDMA (p < 0.01, Student´s t-test). Using receiver operating characteristic curves, accuracies of 83.33% with DFA and of 80% with BDMA were reached. Our findings show the usefulness of these scaling analysis methods to increase our insight into AD.
Keywords :
diseases; magnetoencephalography; magnetometers; medical disorders; moving average processes; neurophysiology; sensitivity analysis; Alzheimer disease; MEG background activity; backward detrended moving average; detrended fluctuation analysis; magnetoencephalogram; neurodegenerative disorder; receiver operating characteristic curve; scaling analysis method; whole-head magnetometer; Aged; Aged, 80 and over; Algorithms; Alzheimer Disease; Artificial Intelligence; Female; Humans; Magnetoencephalography; Male; Middle Aged; Models, Statistical; Neural Networks (Computer); Pattern Recognition, Automated; ROC Curve; Reproducibility of Results; Signal Processing, Computer-Assisted;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
ISSN :
1557-170X
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2009.5334569
Filename :
5334569
Link To Document :
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