Compressed sensing for resolution enhancement of hyperpolarized 13C flyback 3D-MRSI

被引:157
作者
Hu, Simon [1 ,2 ]
Lustig, Michael [3 ]
Chen, Albert P. [1 ]
Crane, Jason [1 ]
Kerr, Adam [3 ]
Kelley, Douglas A. C. [4 ]
Hurd, Ralph [4 ]
Kurhanewicz, John [1 ,2 ]
Nelson, Sarah J. [1 ,2 ]
Pauly, John M. [3 ]
Vigneron, Daniel B. [1 ,2 ]
机构
[1] Univ Calif San Francisco, Dept Radiol, San Francisco, CA 94158 USA
[2] UCSF & UCB Joint Grad Grp Bioengn, San Francisco, CA USA
[3] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
[4] GE Healthcare, San Francisco, CA USA
关键词
DNP; compressed sensing; sparse; MRSI; hyperpolarization;
D O I
10.1016/j.jmr.2008.03.003
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
High polarization of nuclear spins in liquid state through dynamic nuclear polarization has enabled the direct monitoring of C-13 metabolites in vivo at very high signal-to-noise, allowing for rapid assessment of tissue metabolism. The abundant SNR afforded by this hyperpolarization technique makes high-resolution 13C 3D-MRSI feasible. However, the number of phase encodes that can be fit into the short acquisition time for hyperpolarized imaging limits spatial coverage and resolution. To take advantage of the high SNR available from hyperpolarization, we have applied compressed sensing to achieve a factor of 2 enhancement in spatial resolution without increasing acquisition time or decreasing coverage. In this paper, the design and testing of compressed sensing suited for a flyback 13C 3D-MRSI sequence are presented. The key to this design was the undersampling of spectral k-space using a novel blipped scheme, thus taking advantage of the considerable sparsity in typical hyperpolarized C-13 spectra. Phantom tests validated the accuracy of the compressed sensing approach and initial mouse experiments demonstrated in vivo feasibility. (c) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:258 / 264
页数:7
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