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低秩反演重建在 0.35 T 下用于弛豫测量的平面内加速径向磁共振指纹成像中的应用。

Low-rank inversion reconstruction for through-plane accelerated radial MR fingerprinting applied to relaxometry at 0.35 T.

机构信息

Department of Human Oncology, University of Wisconsin-Madison, Madison, Wisconsin, USA.

出版信息

Magn Reson Med. 2022 Aug;88(2):840-848. doi: 10.1002/mrm.29244. Epub 2022 Apr 10.

Abstract

PURPOSE

To reduce scan time, methods to accelerate phase-encoded/non-Cartesian MR fingerprinting (MRF) acquisitions for variable density spiral acquisitions have recently been developed. These methods are not applicable to MRF acquisitions, wherein a single k-space spoke is acquired per frame. Therefore, we propose a low-rank inversion method to resolve MRF contrast dynamics from through-plane accelerated Cartesian/radial measurements applied to quantitative relaxation-time mapping on a 0.35T system.

METHODS

An algorithm was implemented to reconstruct through-plane aliased low-rank images describing the contrast dynamics occurring because of the transient-state MRF acquisition. T and T times from accelerated acquisitions were compared with those from unaccelerated linear reconstructions in a standardized system phantom and within in vivo brain and prostate experiments on a hybrid 0.35T MRI/linear accelerator.

RESULTS

No significant differences between T and T times for the accelerated reconstructions were observed compared to fully sampled acquisitions (p = 0.41 and p = 0.36, respectively). The mean absolute errors in T and T were 5.6% and 2.9%, respectively, between the full and accelerated acquisitions. The SDs in T and T decreased with the advanced accelerated reconstruction compared with the unaccelerated reconstruction (p = 0.02 and p = 0.03, respectively). The quality of the T and T maps generated with the proposed approach are comparable to those obtained using the unaccelerated data sets.

CONCLUSIONS

Through-plane accelerated MRF with radial k-space coverage was demonstrated at a low field strength of 0.35 T. This method enabled 3D T and T mapping at 0.35 T with a 3-min scan.

摘要

目的

为了缩短扫描时间,最近开发了一些用于变速密度螺旋采集的相位编码/非笛卡尔磁共振指纹(MRF)采集加速方法。这些方法不适用于 MRF 采集,其中每个帧仅采集单个 k 空间瓣。因此,我们提出了一种低秩反演方法,以从通过平面加速笛卡尔/径向测量中解析 MRF 对比动力学,应用于 0.35T 系统上的定量弛豫时间映射。

方法

实现了一种算法,用于重建描述由于瞬态 MRF 采集而发生的对比度动态的通过平面混叠低秩图像。在标准化系统体模内以及在具有混合 0.35T MRI/线性加速器的体内脑和前列腺实验中,比较了加速采集的 T 和 T 时间与未加速线性重建的 T 和 T 时间。

结果

与完全采样采集相比,加速重建的 T 和 T 时间没有显著差异(分别为 p = 0.41 和 p = 0.36)。在完全和加速采集之间,T 和 T 的平均绝对误差分别为 5.6%和 2.9%。与未加速重建相比,T 和 T 的标准差随着加速重建的推进而降低(分别为 p = 0.02 和 p = 0.03)。与未加速数据集相比,该方法生成的 T 和 T 图谱的质量相当。

结论

在 0.35T 的低场强下,证明了具有径向 k 空间覆盖的通过平面加速 MRF。该方法能够在 0.35T 下以 3 分钟的扫描时间进行 3D T 和 T 映射。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c656/9324087/87474e7a23a7/MRM-88-840-g004.jpg

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