Higher spatial resolution and sensitivity in whole brain functional MRI at 7T using 3D EPI accelerated with variable density CAIPI sampling and temporal random walk

IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Suhyung Park, Alexander Beckett, Suvi Häkkinen, Erica Walker, Samantha J. Ma, Sugil Kim, Hahnsung Kim, David A. Feinberg
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引用次数: 0

Abstract

Purpose

To develop an efficient 3D EPI encoding technique for high spatiotemporal resolution functional MRI.

Methods

To exploit spatiotemporal fMRI data structure, we introduce a variable density 2D CAIPI sampling in the spatial domain combined with time-wise extra random encoding in the time domain, thus achieving pseudo-regular sampling with a regular blip while allowing incoherent sampling in a complementary manner across time. This enabled temporally regularized reconstruction of highly accelerated functional data acquisition. The encoding scheme was then validated against temporally invariant CAIPI encoding by applying to locally confined and whole-brain around the primary visual cortex, respectively, with increasing the spatial resolutions.

Results

For partial brain imaging, our proposed method achieved higher reconstruction accuracy, resulting in a substantial increase of SSIM compared to an alternative method for 0.64 mm-isotropic resolution. When used for whole brain imaging at 0.56 mm-isotropic resolution, our method showed a decreased spatial extent of activation and produced high-quality images for a clear distinction between activated and non-activated regions around calcarine fissure with high spatial specificity.

Conclusion

The proposed 3D EPI encoding scheme, which exploits coherent and incoherent sampling properties, can significantly improve the image quality while providing a good balance between sensitivity and specificity in the activated regions.

Abstract Image

采用变密度CAIPI采样和时间随机漫步加速的3D EPI, 7T全脑功能MRI具有更高的空间分辨率和灵敏度。
目的:开发一种用于高时空分辨率功能MRI的高效三维EPI编码技术。方法:为了利用fMRI的时空数据结构,我们在空间域引入变密度二维CAIPI采样,并在时间域引入时向额外随机编码,从而实现具有规则斑点的伪规则采样,同时允许跨时间互补的非相干采样。这使得高度加速的功能数据采集的时间正则化重建成为可能。随着空间分辨率的增加,编码方案分别应用于初级视觉皮层周围的局部受限和全脑,针对时间不变的CAIPI编码进行了验证。结果:对于部分脑成像,我们提出的方法获得了更高的重建精度,与0.64 mm各向同性分辨率的替代方法相比,SSIM显著增加。当使用0.56 mm各向同性分辨率的全脑成像时,我们的方法显示了空间激活程度的降低,并产生了高质量的图像,清晰区分了钙化裂隙周围的激活和非激活区域,具有很高的空间特异性。结论:提出的3D EPI编码方案利用相干和非相干采样特性,可以显著提高图像质量,同时在激活区域提供良好的灵敏度和特异性平衡。
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来源期刊
CiteScore
6.70
自引率
24.20%
发文量
376
审稿时长
2-4 weeks
期刊介绍: Magnetic Resonance in Medicine (Magn Reson Med) is an international journal devoted to the publication of original investigations concerned with all aspects of the development and use of nuclear magnetic resonance and electron paramagnetic resonance techniques for medical applications. Reports of original investigations in the areas of mathematics, computing, engineering, physics, biophysics, chemistry, biochemistry, and physiology directly relevant to magnetic resonance will be accepted, as well as methodology-oriented clinical studies.
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