Title :
Correcting inhomogeneity-induced distortion in FMRI using non-rigid registration
Author :
Chambers, Micah C. ; Bhushan, Chitresh ; Haldar, Justin P. ; Leahy, Richard M. ; Shattuck, David W.
Author_Institution :
Ahmanson-Lovelace Brain Mapping Center, Univ. of California, Los Angeles, Los Angeles, CA, USA
Abstract :
Magnetic field inhomogeneities in echo planar images (EPI) can cause large distortion in the phase encoding dimension. In functional MRI (fMRI), this distortion can shift activation loci, increase inter subject variability, and reduce statistical power during group analysis. Distortion correction methods that make use of acquired magnetic field maps have been developed, however, field maps are not always acquired or may not be available to researchers. An alternative approach, which we pursue in this paper, is to estimate the distortion retrospectively by spatially registering the EPI to a structural MRI. We describe a constrained non-linear registration method for correcting fMRI distortion that uses T1-weighted images and does not require field maps. We compared resting state results from uncorrected fMRI, fMRI data corrected with field maps, and fMRI data corrected with our proposed method in data from 20 subjects. The results show that the estimated field maps were similar to the acquired field maps and that the proposed method reduces the overall error in independent component location.
Keywords :
biomedical MRI; image coding; image registration; medical image processing; EPI; FMRI; T1-weighted images; acquired field maps; activation loci; constrained nonlinear registration method; distortion correction method; echo planar images; estimated field maps; fMRI data; fMRI distortion; functional MRI; group analysis; independent component location; inhomogeneity-induced distortion; intersubject variability; magnetic field inhomogeneities; magnetic field maps; nonrigid registration; phase encoding dimension; statistical power; structural MRI; uncorrected fMRI; Distortion measurement; Magnetic resonance imaging; Mutual information; Nonhomogeneous media; Nonlinear distortion; Splines (mathematics);
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7164129