Title :
Multifractal analysis of Arterial Spin Labeling functional Magnetic Resonance Imaging of the brain
Author :
Soares, F. ; Sousa, I. ; Janela, F. ; Seabra, J. ; Pereira, M. ; Freire, M.M.
Author_Institution :
Dept. of Comput. Sci., Univ. of Beira Interior, Covilha, Portugal
fDate :
April 30 2010-May 1 2010
Abstract :
This work proposes a multifractal analysis of the time series derived from ASL fMRI (Arterial Spin Labeling functional Magnetic Resonance Imaging) to detect brain activated regions in response to an unknown stimulus. In contrast to standard model-based activation analysis, no prior knowledge of the expected haemodynamic response has to be assumed for extracting activation patterns from fMRI. The ASL time series were analysed using MF-DFA (Multifractal Detrended Fluctuation Analysis). The results show clear differences between the multifractal spectra, in form and locus, with respect to voxels from activated and non-activated brain regions. These results are in line with known literature for BOLD (Blood Oxygenation Level Dependent) functional time series. MF-DFA reveals stronger activation in the motor cortex and in some other physiologically relevant activation areas, as the visual cortex. It is shown that the proposed framework is appropriate for studying the human brain function, based on recent approaches of the self-similarity formalism.
Keywords :
biomedical MRI; blood vessels; brain; fractals; haemodynamics; medical image processing; neurophysiology; time series; ASL fMRI; ASL time series; BOLD functional time series; MF-DFA; arterial spin labeling functional magnetic resonance imaging; blood oxygenation level dependent signal; brain activated regions; haemodynamic response; human brain function; motor cortex; multifractal detrended fluctuation analysis; multifractal spectra; self-similarity formalism; standard model-based activation analysis; visual cortex; Activation analysis; Blood flow; Fluctuations; Fractals; Humans; Image analysis; Labeling; Magnetic analysis; Magnetic resonance imaging; Time series analysis; Arterial Spin Labeling; Functional MRI; Multifractal Detrended Fluctuation Analysis; Self-similarity;
Conference_Titel :
Medical Measurements and Applications Proceedings (MeMeA), 2010 IEEE International Workshop on
Conference_Location :
Ottawa, ON
Print_ISBN :
978-1-4244-6288-9
DOI :
10.1109/MEMEA.2010.5480209