Title :
Specified-resolution wavelet analysis of activation patterns from BOLD contrast fMRI
Author :
Von Tscharner, Vinzenz ; Thulborn, Keith R.
Author_Institution :
Human Performance Lab., Calgary Univ., Alta., Canada
Abstract :
Functional magnetic resonance (MR) MR imaging (fMRI) with blood-oxygenation-level-dependent (BOLD) contrast localizes neuronal processing of cognitive paradigms. As magnetic resonance signal responses are small, functional mapping requires statistical analysis of temporally averaged image data. Although voxels activating at the paradigm frequency can be identified from the Fourier power spectrum, such analyses collapse the temporal information that is useful to establish consistency of responses during the paradigm. The design of a set of nonorthogonal wavelets of specified frequency resolution within the power spectrum was investigated for extracting desired frequency responses from the noisy signal intensity of individual voxels. These wavelets separate the low-frequency cognitive response to the paradigm from the respiratory and cardiac responses at higher frequencies. The retention of the temporal information, possible by wavelet analysis, allows the MR signal changes to be compared to changes in behavioral responses over the duration of an entire paradigm. The amplitude and time delay of the wavelet specified by the paradigm identify quantitatively the size of the MR signal change and the temporal delay of the hemodynamic BOLD response, respectively. This specified-resolution wavelet analysis was demonstrated for individual voxels and maps through the frontal eye fields using a visually guided saccade paradigm.
Keywords :
biomedical MRI; brain; eye; frequency response; medical image processing; neurophysiology; oxygen; wavelet transforms; BOLD contrast fMRI; MR signal changes; O/sub 2/; activation patterns; blood-oxygenation-level-dependent contrast; cardiac response; cognitive paradigms; functional magnetic resonance imaging; low-frequency cognitive response; medical diagnostic imaging; neuronal processing localization; noisy signal intensity; nonorthogonal wavelets; respiratory response; responses consistency; specified-resolution wavelet analysis; temporal information; Delay effects; Frequency; Information analysis; Magnetic analysis; Magnetic resonance; Magnetic resonance imaging; Pattern analysis; Signal mapping; Statistical analysis; Wavelet analysis; Adult; Brain Mapping; Cerebral Cortex; Fourier Analysis; Hemodynamics; Humans; Magnetic Resonance Imaging; Oximetry; Respiration; Saccades; Signal Processing, Computer-Assisted; Vision;
Journal_Title :
Medical Imaging, IEEE Transactions on