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