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Matched-filter acquisition for BOLD fMRI

机译:大胆功能磁共振成像的匹配滤波器采集

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We introduce matched-filter fMRI, which improves BOLD (blood oxygen level dependent) sensitivity by variable-density image acquisition tailored to subsequent image smoothing. Image smoothing is an established postprocessing technique used in the vast majority of fMRI studies. Here we show that the signal-to-noise ratio of the resulting smoothed data can be substantially increased by acquisition weighting with a weighting function that matches the k-space filter imposed by the smoothing operation. We derive the theoretical SNR advantage of this strategy and propose a practical implementation of 2D echo-planar acquisition matched to common Gaussian smoothing. To reliably perform the involved variable-speed trajectories, concurrent magnetic field monitoring with NMR probes is used. Using this technique, phantom and in vivo measurements confirm reliable SNR improvement in the order of 30% in a "resting-state" condition and prove robust in different regimes of physiological noise. Furthermore, a preliminary task-based visual fMRI experiment equally suggests a consistent BOLD sensitivity increase in terms of statistical sensitivity (average r-value increase of about 35%). In summary, our study suggests that matched-filter acquisition is an effective means of improving BOLD SNR in studies that rely on image smoothing at the post-processing level.
机译:我们引入了匹配过滤器功能磁共振成像(fMRI),通过针对后续图像平滑度身定制的可变密度图像采集来提高BOLD(取决于血氧水平)的灵敏度。图像平滑是在大多数功能磁共振成像研究中使用的已建立的后处理技术。在这里我们表明,通过使用具有与平滑操作所施加的k空间滤波器相匹配的加权函数的采集加权,可以显着提高所得平滑数据的信噪比。我们得出了该策略的理论SNR优势,并提出了与通用高斯平滑匹配的2D回波平面采集的实际实现。为了可靠地执行所涉及的变速轨迹,使用了带有NMR探针的并发磁场监控。使用这种技术,幻像和体内测量结果证实了在“静止状态”条件下可靠的SNR改善了30%,并证明了在不同的生理噪声情况下的鲁棒性。此外,初步的基于任务的视觉功能磁共振成像实验同样表明,在统计敏感性方面,BOLD敏感性持续增加(平均r值增加约35%)。总而言之,我们的研究表明,在后处理水平上依赖于图像平滑的研究中,匹配滤波器采集是提高BOLD SNR的有效手段。

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