Wilson Neil E, Iqbal Zohaib, Burns Brian L, Keller Margaret, Thomas M Albert
Department of Radiological Sciences, University of California, Los Angeles, California, USA.
Department of Pediatrics, University of California, Los Angeles, California, USA.
Magn Reson Med. 2016 Jan;75(1):42-51. doi: 10.1002/mrm.25605. Epub 2015 Jan 19.
To implement an accelerated five-dimensional (5D) echo-planar J-resolved spectroscopic imaging sequence combining 3 spatial and 2 spectral encoding dimensions and to apply the sequence in human brain.
An echo planar readout was used to acquire a single spatial and a single spectral dimension during one readout. Nonuniform sampling was applied to the two phase-encoded spatial directions and the indirect spectral dimension. Nonlinear reconstruction was used to minimize the ℓ1-norm or the total variation and included a spectral mask to enhance sparsity. Retrospective reconstructions at multiple undersamplings were performed in phantom. Ten healthy volunteers were scanned with 8× undersampling and compared to a fully sampled single slice scan.
Retrospective reconstruction of fully sampled phantom data showed excellent quality at 4×, 8×, 12×, and 16× undersampling using either reconstruction method. Reconstruction of prospectively acquired in vivo scans with 8× undersampling showed excellent quality in the occipito-parietal lobes and good quality in the frontal lobe, consistent with the fully sampled single slice scan.
By utilizing nonuniform sampling with nonlinear reconstruction, 2D J-resolved spectra can be acquired over a 3D spatial volume with a total scan time of 20 min, which is reasonable for in vivo studies.
实现一种加速的五维(5D)回波平面J分辨光谱成像序列,该序列结合了3个空间维度和2个光谱编码维度,并将该序列应用于人体脑部。
在一次读出过程中,使用回波平面读出方式获取一个空间维度和一个光谱维度的数据。对两个相位编码的空间方向和间接光谱维度采用非均匀采样。使用非线性重建来最小化ℓ1范数或总变差,并包含一个光谱掩码以增强稀疏性。在体模中对多个欠采样率进行回顾性重建。对10名健康志愿者进行了8倍欠采样扫描,并与全采样单切片扫描进行比较。
使用任何一种重建方法,对全采样体模数据进行回顾性重建,在4倍、8倍、12倍和16倍欠采样时均显示出优异的质量。对前瞻性采集的体内扫描数据进行8倍欠采样重建,在枕顶叶显示出优异的质量,在额叶显示出良好的质量,与全采样单切片扫描结果一致。
通过利用非均匀采样和非线性重建,可以在20分钟的总扫描时间内,在三维空间体积上获取二维J分辨光谱,这对于体内研究来说是合理的。