Title :
Robust R∗2 map estimation from motion scattered slices for fetal fMRI
Author :
Seshamani, S. ; Blazejewska, A. ; Gatenby, C. ; Mckown, S. ; Caucutt, J. ; Dighe, M. ; Studholme, C.
Author_Institution :
Univ. of Washington, Seattle, WA, USA
Abstract :
A major challenge for fMRI analysis of the developing brain is subject motion, which can corrupt T2*-weighted (T2*-w) signal intensity with spin history effects. Multi echo multislice EPI acqusitions can be used to create parameteric R2* mapping for fMRI that can provide independence from such signal variation. However, motion between slice acquisitions scatters the measurements over the anatomy of interest at each time frame. Such motion scattering cannot be optimally accounted for using direct interpolation, as data at each voxel can be missing or duplicated due to motion. Conventional BOLD contrast techniques have recently employed iterative time series reconstruction schemes to make best use of acquired data. Here we propose an extension to such techniques to deal with the case of multi-echo parametric fitting from scattered slices. Specifically, we formulate a robust R2* map estimation scheme for scattered multi-slice slice data, making use of robust fitting of R2* values to the spatially scattered T2*-w slices. We present results on simulated data and real in-utero imaging that indicate the approach outperforms the conventional interpolation based recovery of R2* timeseries.
Keywords :
biomedical MRI; brain; image reconstruction; iterative methods; medical image processing; motion compensation; neurophysiology; obstetrics; spin-spin relaxation; time series; T2*-weighted signal intensity corruption; conventional BOLD contrast technique; developing brain fMRI analysis; direct interpolation; fetal fMRI analysis; fetal motion; interpolation based R2* time series recovery; iterative time series reconstruction; missing voxel data; motion scattered slice; multi-echo multislice EPI acqusition; multi-echo parametric fitting; optimal motion scattering accounting; parameteric R2* mapping; real in utero imaging; robust R2* map estimation; robust R2* value fitting; scattered multi-slice slice data; simulated data; slice acquisition; spatially scattered T2*-w slice; spin history effect; time frame; voxel data duplication; Distortion; Fetus; History; Image reconstruction; Robustness; Signal to noise ratio; Three-dimensional displays;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7164003