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Sub-band Denoising and Spline Curve Fitting Method for Hemodynamic Measurement in Perfusion MRI

机译:灌注MRI血液动力学测量的子带去噪和花键曲线拟合方法

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摘要

In clinical research, non-invasive MR perfusion imaging is capable of investigating brain pet-fusion phenomenon via various hemodynamic measurements, such as cerebral blood volume (CBV), cerebral blood flow (CBF), and mean transit time (MTT). These hemodynamic parameters are useful in diagnosing brain disorders such as stroke, infarction and periinfarct ischemia by further semi-quantitative analysis. However, the accuracy of quantitative analysis is usually affected by poor signal-to-noise ratio image quality. In this paper, we propose a hemodynamic measurement method based upon sub-band denoising and spline curve fitting processes to improve image quality for better hemodynamic quantitative analysis results. Ten sets of perfiision MRI data and corresponding PET images were used to validate the performance. For quantitative comparison, we evaluate gray/white matter CBF ratio. As a result, the hemodynamic semi-quantitative analysis result of mean gray to white matter CBF ratio is 2.10+-0.34. The evaluated ratio of brain tissues in perfiision MRI is comparable to PET technique in less than 1-% difference in average. Furthermore, the method features excellent noise reduction and boundary preserving in image processing, and short hemodynamic measurement time.
机译:在临床研究中,非侵入性MR灌注成像能够通过各种血液动力学测量来研究脑宠物融合现象,例如脑血容量(CBV),脑血流(CBF)和平均转动时间(MTT)。这些血液动力学参数可通过进一步半定量分析诊断脑疾病,例如中风,梗塞和PERIINFARCT缺血。然而,定量分析的准确性通常受到噪声信噪比差的影响。在本文中,我们提出了一种基于子带去噪和花键曲线拟合工艺的血流动力学测量方法,提高了更好的血液动力学定量分析结果的图像质量。 10组穿孔MRI数据和相应的PET图像用于验证性能。为了定量比较,我们评估灰色/白质CBF比率。结果,血液动力学半定量分析结果的平均灰度与白质CBF比率为2.10±0.34。 Perviotion MRI中脑组织的评估比率与PET技术平均低于1%的差异。此外,该方法具有优异的降噪和图像处理中的边界,以及短血液动力学测量时间。

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