4D Golden-Angle Radial MRI at Subsecond Temporal Resolution

被引:14
|
作者
Feng, Li [1 ,2 ,3 ]
机构
[1] Icahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, New York, NY USA
[2] Icahn Sch Med Mt Sinai, Dept Radiol, New York, NY USA
[3] Icahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, Dept Radiol, 1470 Madison Ave, New York, NY 10029 USA
基金
美国国家卫生研究院;
关键词
DCE-MRI; dynamic MRI; GRASP; GRASP-Pro; motion correction; radial sampling; stack-of-stars; subspace; CONTRAST-ENHANCED MRI; COMPRESSED SENSING RECONSTRUCTION; HIGH SPATIOTEMPORAL RESOLUTION; ACCELERATED DYNAMIC MRI; HEART CORONARY MRA; IMAGE-RECONSTRUCTION; MOTION; ACQUISITION; COMBINATION; SPARSITY;
D O I
10.1002/nbm.4844
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Intraframe motion blurring, as a major challenge in free-breathing dynamic MRI, can be reduced if high temporal resolution can be achieved. To address this challenge, this work proposes a highly accelerated 4D (3D + time) dynamic MRI framework with subsecond temporal resolution that does not require explicit motion compensation. The method combines standard stack-of-stars golden-angle radial sampling and tailored GRASP-Pro (Golden-angle RAdial Sparse Parallel imaging with imProved performance) reconstruction. Specifically, 4D dynamic MRI acquisition is performed continuously without motion gating or sorting. The k-space centers in stack-of-stars radial data are organized to guide estimation of a temporal basis, with which GRASP-Pro reconstruction is employed to enforce joint low-rank subspace and sparsity constraints. This new basis estimation strategy is the new feature proposed for subspace-based reconstruction in this work to achieve high temporal resolution (e.g., subsecond/3D volume). It does not require sequence modification to acquire additional navigation data, it is compatible with commercially available stack-of-stars sequences, and it does not need an intermediate reconstruction step. The proposed 4D dynamic MRI approach was tested in abdominal motion phantom, free-breathing abdominal MRI, and dynamic contrast-enhanced MRI (DCE-MRI). Our results have shown that GRASP-Pro reconstruction with the new basis estimation strategy enables highly-accelerated 4D dynamic imaging at subsecond temporal resolution (with five spokes or less for each dynamic frame per image slice) for both free-breathing non-DCE-MRI and DCE-MRI. In the abdominal phantom, better image quality with lower root mean square error and higher structural similarity index was achieved using GRASP-Pro compared with standard GRASP. With the ability to acquire each 3D image in less than 1 s, intraframe respiratory blurring can be intrinsically reduced for body applications with our approach, which eliminates the need for explicit motion detection and motion compensation.
引用
收藏
页数:18
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