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降低磁共振功能脑图谱的热噪声障碍。

Lowering the thermal noise barrier in functional brain mapping with magnetic resonance imaging.

机构信息

Center for Magnetic Resonance Research (CMRR), University of Minnesota, Minneapolis, MN, USA.

Department of Neurosurgery, University of Minnesota, Minneapolis, MN, USA.

出版信息

Nat Commun. 2021 Aug 30;12(1):5181. doi: 10.1038/s41467-021-25431-8.

Abstract

Functional magnetic resonance imaging (fMRI) has become an indispensable tool for investigating the human brain. However, the inherently poor signal-to-noise-ratio (SNR) of the fMRI measurement represents a major barrier to expanding its spatiotemporal scale as well as its utility and ultimate impact. Here we introduce a denoising technique that selectively suppresses the thermal noise contribution to the fMRI experiment. Using 7-Tesla, high-resolution human brain data, we demonstrate improvements in key metrics of functional mapping (temporal-SNR, the detection and reproducibility of stimulus-induced signal changes, and accuracy of functional maps) while leaving the amplitude of the stimulus-induced signal changes, spatial precision, and functional point-spread-function unaltered. We demonstrate that the method enables the acquisition of ultrahigh resolution (0.5 mm isotropic) functional maps but is also equally beneficial for a large variety of fMRI applications, including supra-millimeter resolution 3- and 7-Tesla data obtained over different cortical regions with different stimulation/task paradigms and acquisition strategies.

摘要

功能磁共振成像(fMRI)已成为研究人类大脑不可或缺的工具。然而,fMRI 测量固有的信噪比(SNR)较差,这是限制其时空尺度扩展以及功能和最终影响的主要障碍。在这里,我们引入了一种降噪技术,可选择性地抑制 fMRI 实验中的热噪声贡献。我们使用 7 特斯拉、高分辨率的人脑数据,证明了在保持刺激引起的信号变化的幅度、空间精度和功能点扩散函数不变的情况下,关键功能映射指标(时间 SNR、刺激诱导信号变化的检测和可重复性以及功能图的准确性)得到了改善。我们证明该方法能够采集超高分辨率(0.5 毫米各向同性)的功能图,但对于各种 fMRI 应用也同样有益,包括使用不同的刺激/任务范式和采集策略在不同皮质区域获得的超毫米分辨率 3 特斯拉和 7 特斯拉数据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e9c2/8405721/a1fbc0dd86bb/41467_2021_25431_Fig1_HTML.jpg

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