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影响高分辨率回波平面成像静息态功能磁共振血氧水平依赖信号检测能力的因素。

Factors Affecting Detection Power of Blood Oxygen-Level Dependent Signal in Resting-State Functional Magnetic Resonance Imaging Using High-Resolution Echo-Planar Imaging.

机构信息

Neuroimaging Research Branch, National Institute on Drug Abuse, National Institutes of Health, Baltimore, Maryland.

出版信息

Brain Connect. 2019 Oct;9(8):638-648. doi: 10.1089/brain.2019.0683. Epub 2019 Sep 26.

Abstract

Latest developments in magnetic resonance imaging (MRI) hardware and software have significantly improved image acquisition for functional MRI (fMRI) techniques, including resting-state fMRI (rsfMRI). Specifically, with improvements in gradient and radiofrequency coils and advances in pulse sequence designs, functional images with higher spatiotemporal resolution can be achieved. However, while smaller voxel size has the benefit of resolving finer brain structures, it also decreases voxel-wise signal-to-noise ratio (SNR) and, subsequently, temporal SNR (tSNR), which is critical for the sensitivity of fMRI. Although the improved temporal resolution allows more image frames to be collected per unit time, the ability to detect brain activity by using the high spatiotemporal fMRI has not been fully characterized. Here, we aimed to evaluate the effects of spatial smoothing, scan length, sample size, seed size, and location on resting-state functional connectivity (rsFC) and tSNR by using data from the human connectome project. Results from this analysis show an important effect of smoothing on the rsFC strength (correlation values between the seed and the target) as well as on the tSNR. In contrast, while rsFC strength is not affected by sample size, the standard error decreases with the increasing number of participants, therefore improving the detection power for larger samples. Scan length and seed size seem to have a moderate effect on rsFC strength. Finally, seed location has an important impact on rsFC maps, as rsFC strength from cortical seeds seems higher than from sub-cortical seeds. In summary, our findings show that the choice of parameters can be critical for an rsfMRI study.

摘要

磁共振成像(MRI)硬件和软件的最新发展显著改善了功能磁共振成像(fMRI)技术的图像采集,包括静息态 fMRI(rsfMRI)。具体而言,通过改进梯度和射频线圈以及脉冲序列设计的进步,可以实现具有更高时空分辨率的功能图像。然而,虽然较小的体素大小有利于解析更精细的大脑结构,但它也降低了体素的信噪比(SNR),进而降低了时间 SNR(tSNR),这对于 fMRI 的灵敏度至关重要。虽然改进的时间分辨率允许在单位时间内收集更多的图像帧,但利用高时空 fMRI 检测大脑活动的能力尚未得到充分表征。在这里,我们旨在通过人类连接组计划的数据来评估空间平滑、扫描长度、样本量、种子大小和位置对静息态功能连接(rsFC)和 tSNR 的影响。该分析的结果表明,平滑对 rsFC 强度(种子和目标之间的相关值)以及 tSNR 有重要影响。相比之下,虽然 rsFC 强度不受样本量的影响,但标准误差随参与者数量的增加而减小,因此提高了较大样本的检测能力。扫描长度和种子大小似乎对 rsFC 强度有适度的影响。最后,种子位置对 rsFC 图谱有重要影响,因为皮质种子的 rsFC 强度似乎高于皮质下种子。总之,我们的研究结果表明,参数的选择对于 rsfMRI 研究至关重要。

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