Title :
Effects of spatial smoothing and physiological noise removal on brain activity with cigarette craving
Author :
Minkyung Oh ; Jong-Hwan Lee
Author_Institution :
Dept. of Brain & Cognitive Eng., Korea Univ., Seoul, South Korea
Abstract :
The purpose of this functional magnetic resonance imaging (fMRI) study was to investigate the effects of smoothing kernel size and the extent of physiological noise correction on neuronal activity estimation. The fMRI data acquired from heavy smokers were used to evaluate the effect of preprocessing options. Three different smoothing kernel sizes (i.e., 4, 6, and 8 mm) were applied to compare neuronal activation between two different conditions (e.g., abstained and satiated conditions). In addition, the physiological noise was extracted from white matter and cerebrospinal fluid via principal component analysis and different numbers of the principal components (PCs) were removed (i.e., 0, 1, 3, and 5). As results, as smoothing kernel size increased, the more number of voxels survived in a group-level analysis. Also, removing 3 noise-related PCs leaded to the largest statistical value within activated foci compared to the other cases.
Keywords :
biomedical MRI; brain; data acquisition; feature extraction; medical image processing; neurophysiology; principal component analysis; smoothing methods; PCA; brain activity; cerebrospinal fluid; cigarette craving; fMRI data acquisition; functional magnetic resonance imaging; group-level analysis; heavy smokers; neuronal activation; neuronal activity estimation; physiological noise correction; physiological noise removal; preprocessing options; principal component analysis; smoothing kernel size; spatial smoothing effects; white matter; Data acquisition; Decision support systems; Kernel; Magnetic resonance; Noise; Physiology; Smoothing methods; Functional magnetic resonance imagine (fMRI); physiological noise; preprocessing; principal component anlaysis; smoothing kernel;
Conference_Titel :
Brain-Computer Interface (BCI), 2015 3rd International Winter Conference on
Conference_Location :
Sabuk
Print_ISBN :
978-1-4799-7494-8
DOI :
10.1109/IWW-BCI.2015.7073042