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基于 3D 压缩感知 SENSE 低秩 HFID-MRSI 的全脑高分辨率代谢物图谱。

Whole-brain high-resolution metabolite mapping with 3D compressed-sensing SENSE low-rank H FID-MRSI.

机构信息

Department of Radiology and Medical Informatics, University of Geneva, Switzerland.

Center for Biomedical Imaging (CIBM), Geneva, Switzerland.

出版信息

NMR Biomed. 2022 Jan;35(1):e4615. doi: 10.1002/nbm.4615. Epub 2021 Oct 1.

Abstract

There is a growing interest in the neuroscience community to map the distribution of brain metabolites in vivo. Magnetic resonance spectroscopic imaging (MRSI) is often limited by either a poor spatial resolution and/or a long acquisition time, which severely restricts its applications for clinical and research purposes. Building on a recently developed technique of acquisition-reconstruction for 2D MRSI, we combined a fast Cartesian H-FID-MRSI acquisition sequence, compressed-sensing acceleration, and low-rank total-generalized-variation constrained reconstruction to produce 3D high-resolution whole-brain MRSI with a significant acquisition time reduction. We first evaluated the acceleration performance using retrospective undersampling of a fully sampled dataset. Second, a 20 min accelerated MRSI acquisition was performed on three healthy volunteers, resulting in metabolite maps with 5 mm isotropic resolution. The metabolite maps exhibited the detailed neurochemical composition of all brain regions and revealed parts of the underlying brain anatomy. The latter assessment used previous reported knowledge and a atlas-based analysis to show consistency of the concentration contrasts and ratio across all brain regions. These results acquired on a clinical 3 T MRI scanner successfully combined 3D H-FID-MRSI with a constrained reconstruction to produce detailed mapping of metabolite concentrations at high resolution over the whole brain, with an acquisition time suitable for clinical or research settings.

摘要

神经科学界越来越有兴趣在体内绘制脑代谢物的分布图。磁共振波谱成像(MRSI)通常受到空间分辨率差和/或采集时间长的限制,这严重限制了其在临床和研究中的应用。基于最近开发的二维 MRSI 采集-重建技术,我们结合了快速笛卡尔 H-FID-MRSI 采集序列、压缩感知加速和低秩全广义变分约束重建,以产生具有显著采集时间减少的 3D 高分辨率全脑 MRSI。我们首先使用完全采样数据集的回顾性欠采样来评估加速性能。其次,在三个健康志愿者上进行了 20 分钟的加速 MRSI 采集,得到了具有 5mm 各向同性分辨率的代谢物图。代谢物图显示了所有脑区的详细神经化学组成,并揭示了部分脑内解剖结构。后者评估使用了先前报道的知识和基于图谱的分析,以显示所有脑区的浓度对比和比值的一致性。这些在临床 3T MRI 扫描仪上获得的结果成功地将 3D H-FID-MRSI 与约束重建相结合,在整个大脑中以高分辨率产生代谢物浓度的详细映射,采集时间适合临床或研究环境。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f6bd/9285075/f3986ac24877/NBM-35-0-g001.jpg

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