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Functional Sensitivity of 2D Simultaneous Multi-Slice Echo-Planar Imaging: Effects of Acceleration on g-factor and Physiological Noise

机译:二维同时多层回波平面成像的功能灵敏度:加速度对g因子和生理噪声的影响

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摘要

Accelerated data acquisition with simultaneous multi-slice (SMS) imaging for functional MRI studies leads to interacting and opposing effects that influence the sensitivity to blood oxygen level-dependent (BOLD) signal changes. Image signal to noise ratio (SNR) is decreased with higher SMS acceleration factors and shorter repetition times (TR) due to g-factor noise penalties and saturation of longitudinal magnetization. However, the lower image SNR is counteracted by greater statistical power from more samples per unit time and a higher temporal Nyquist frequency that allows for better removal of spurious non-BOLD high frequency signal content. This study investigated the dependence of the BOLD sensitivity on these main driving factors and their interaction, and provides a framework for evaluating optimal acceleration of SMS-EPI sequences. functional magnetic resonance imaging (fMRI) data from a scenes/objects visualization task was acquired in 10 healthy volunteers at a standard neuroscience resolution of 3 mm on a 3T MRI scanner. SMS factors 1, 2, 4, and 8 were used, spanning TRs of 2800 ms to 350 ms. Two data processing methods were used to equalize the number of samples over the SMS factors. BOLD sensitivity was assessed using g-factors maps, temporal SNR (tSNR), and t-score metrics. tSNR results show a dependence on SMS factor that is highly non-uniform over the brain, with outcomes driven by g-factor noise amplification and the presence of high frequency noise. The t-score metrics also show a high degree of spatial dependence: the lower g-factor noise area of V1 shows significant improvements at higher SMS factors; the moderate-level g-factor noise area of the parahippocampal place area shows only a trend of improvement; and the high g-factor noise area of the ventral-medial pre-frontal cortex shows a trend of declining t-scores at higher SMS factors. This spatial variability suggests that the optimal SMS factor for fMRI studies is region dependent. For task fMRI studies done with similar parameters as were used here (3T scanner, 32-channel RF head coil, whole brain coverage at 3 mm isotropic resolution), we recommend SMS accelerations of 4x (conservative) to 8x (aggressive) for most studies and a more conservative acceleration of 2x for studies interested in anterior midline regions.
机译:用于功能性MRI研究的具有同步多切片(SMS)成像的加速数据采集导致相互作用和相反的作用,这些作用影响对血氧水平依赖性(BOLD)信号变化的敏感性。更高的SMS加速因子和更短的重复时间(TR)会降低图像信噪比(SNR),这是由于g因子噪声损失和纵向磁化饱和所致。但是,较低的图像SNR被单位时间更多样本的较高统计能力和较高的时间奈奎斯特频率抵消,后者可以更好地去除杂散的非粗体高频信号内容。这项研究调查了BOLD敏感性对这些主要驱动因素及其相互作用的依赖性,并提供了评估SMS-EPI序列最佳加速的框架。来自场景/物体可视化任务的功能磁共振成像(fMRI)数据是在3T MRI扫描仪上以3 mm的标准神经科学分辨率从10名健康志愿者中获得的。使用了SMS因子1、2、4和8,其TR跨度为2800 ms至350 ms。两种数据处理方法用于均衡SMS因子上的样本数量。使用g因子图,时间SNR(tSNR)和t评分指标评估BOLD敏感性。 tSNR结果显示出对SMS因子的依赖性在大脑中高度不均匀,其结果由g因子噪声放大和高频噪声的存在驱动。 t得分指标还显示出高度的空间依赖性:V1的较低g因子噪声区域在较高SMS因子下显示出显着改善;海马旁区域的中等水平的g因子噪声区仅显示出改善的趋势;腹侧内侧前额叶皮层的高g因子噪声区域在较高的SMS因子下显示t分数下降的趋势。这种空间变异性表明,用于功能磁共振成像研究的最佳SMS因子取决于区域。对于使用与此处使用的类似参数完成的任务fMRI研究(3T扫描仪,32通道RF头部线圈,全脑覆盖,各向同性分辨率为3 mm),对于大多数研究,我们建议SMS加速度为4倍(保守)至8倍(激进)对前中线区域感兴趣的研究则更保守地提高了2倍。

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