Improved multi-shot diffusion imaging using GRAPPA with a compact kernel

被引:33
作者
Ma, Xiaodong [1 ]
Zhang, Zhe [1 ]
Dai, Erpeng [1 ]
Guo, Hua [1 ]
机构
[1] Tsinghua Univ, Dept Biomed Engn, Ctr Biomed Imaging Res, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
High resolution DWI; Multi-shot diffusion imaging; Phase correction; GRAPPA; GRAPPA kernel; NONLINEAR PHASE CORRECTION; INHERENT CORRECTION; INTERLEAVED EPI; SPINAL-CORD; RESOLUTION; RECONSTRUCTION; MRI; ECHO; ARTIFACTS; SENSE;
D O I
10.1016/j.neuroimage.2016.05.079
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Inmulti-shot diffusion imaging, motion induced phase variations are traditionally seen as a source of artifacts and corrected in the image domain using SENSE-based methods. This correction usually requires image echo and navigator echo to be geometrically matched. Recently, a k-space based method, realigned GRAPPA, has been proposed. It realigns data from different shots into the same k-space locations, and then synthesizes the missing data using GRAPPA algorithm. In this study, we refined the theory for GRAPPA-based method. In the revised theory, phase variations are treated as a kind of encoding, similar to coil sensitivity encoding. Based on this, the missing data can be synthesized using k-space correlations among different shots and channels. Then a compact kernel is used which only includes acquired data with significant contribution for the data synthesis, and can generate accurate weights without strict navigator size requirements. Simulation studies as well as brain and cervical spine experiments demonstrate that the proposed reconstruction method can effectively suppress artifacts caused by phase variations, and provide diffusion images with high resolution and low distortion. Compared with SENSE-based methods, the proposed method is less sensitive to mismatch between image echo and navigator echo. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:88 / 99
页数:12
相关论文
共 43 条
[1]   ANALYSIS AND CORRECTION OF MOTION ARTIFACTS IN-DIFFUSION WEIGHTED IMAGING [J].
ANDERSON, AW ;
GORE, JC .
MAGNETIC RESONANCE IN MEDICINE, 1994, 32 (03) :379-387
[2]   Nonlinear phase correction of navigated multi-coil diffusion images [J].
Atkinson, David ;
Counsell, Serena ;
Hajnal, Joseph V. ;
Batchelor, Philip G. ;
Hill, Derek L. G. ;
Larkman, David J. .
MAGNETIC RESONANCE IN MEDICINE, 2006, 56 (05) :1135-1139
[3]   Diffusion-weighted imaging of the spinal cord: Interleaved echo-planar imaging is superior to fast spin-echo [J].
Bammer, R ;
Augustin, M ;
Prokesch, RW ;
Stollberger, R ;
Fazekas, F .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2002, 15 (04) :364-373
[4]   Diffusion-weighted interleaved echo-planar imaging with a pair of orthogonal navigator echoes [J].
Butts, K ;
deCrespigny, A ;
Pauly, JM ;
Moseley, M .
MAGNETIC RESONANCE IN MEDICINE, 1996, 35 (05) :763-770
[5]   Isotropic diffusion-weighted and spiral-navigated interleaved EPI for routine imaging of acute stroke [J].
Butts, K ;
Pauly, J ;
deCrespigny, A ;
Moseley, M .
MAGNETIC RESONANCE IN MEDICINE, 1997, 38 (05) :741-749
[6]   Interleaved EPI Based fMRI Improved by Multiplexed Sensitivity Encoding (MUSE) and Simultaneous Multi-Band Imaging [J].
Chang, Hing-Chiu ;
Gaur, Pooja ;
Chou, Ying-hui ;
Chu, Mei-Lan ;
Chen, Nan-kuei .
PLOS ONE, 2014, 9 (12)
[7]   A robust multi-shot scan strategy for high-resolution diffusion weighted MRI enabled by multiplexed sensitivity-encoding (MUSE) [J].
Chen, Nan-kuei ;
Guidon, Arnaud ;
Chang, Hing-Chiu ;
Song, Allen W. .
NEUROIMAGE, 2013, 72 :41-47
[8]   POCS-based reconstruction of multiplexed sensitivity encoded MRI (POCSMUSE): A general algorithm for reducing motion-related artifacts [J].
Chu, Mei-Lan ;
Chang, Hing-Chiu ;
Chung, Hsiao-Wen ;
Truong, Trong-Kha ;
Bashir, Mustafa R. ;
Chen, Nan-Kuei .
MAGNETIC RESONANCE IN MEDICINE, 2015, 74 (05) :1336-1348
[9]  
Dai E., 2016, MAGN RESON MED
[10]  
Dai E, 2015, P 23 ANN M ISMRM TOR