使用具有先验信息的魔角定向成像(MADI)进行胶原纤维方向估计的最小扫描次数

IF 2.3 Q2 COMPUTER SCIENCE, THEORY & METHODS
Array Pub Date : 2023-03-01 DOI:10.1016/j.array.2022.100273
Harry Lanz, Mihailo Ristic, Karyn E. Chappell, John V.M. McGinley
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引用次数: 0

摘要

肌腱、韧带、关节软骨和半月板等组织含有大量有组织的胶原蛋白,在磁共振成像(MRI)过程中会产生魔角效应。这些组织的MR强度响应取决于主场B0和胶原纤维方向之间的角度。我们之前的工作表明,根据信噪比(SNR),通过在多达7-9个不同场方向上采集扫描,可以从扫描组的强度变化中推断出组织微观结构。以前,我们的魔角定向成像(MADI)技术使用刚性配准和手动最终对准,并且不假设对扫描的目标解剖结构有任何了解。在本工作中,将全自动软配准纳入MADI工作流程,并使用目标解剖结构的先验知识来减少所需的扫描次数。进行了模拟研究,以评估理论上需要多少次扫描。然后将这些发现应用于山羊膝盖标本的MRI数据。模拟表明,使用3次扫描可能就足够了,但在实践中,4次扫描是实现高精度所必需的。5次扫描仅比4次扫描提供了边际增益。15扫描数据集被用作计算纤维方向的定量体素到体素比较的金标准,还提供了胶原纤维束造影图的定性比较。在低信噪比值下的结果也令人鼓舞,表明了该方法的稳健性和在低场下的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Minimum number of scans for collagen fibre direction estimation using Magic Angle Directional Imaging (MADI) with a priori information

Minimum number of scans for collagen fibre direction estimation using Magic Angle Directional Imaging (MADI) with a priori information

Tissues such as tendons, ligaments, articular cartilage, and menisci contain significant amounts of organised collagen which gives rise to the Magic Angle effect during magnetic resonance imaging (MRI). The MR intensity response of these tissues is dependent on the angle between the main field, B0, and the direction of the collagen fibres. Our previous work showed that by acquiring scans at as few as 7–9 different field orientations, depending on signal to noise ratio (SNR), the tissue microstructure can be deduced from the intensity variations across the set of scans. Previously our Magic Angle Directional Imaging (MADI) technique used rigid registration and manual final alignment, and did not assume any knowledge of the target anatomy being scanned. In the present work, fully automatic soft registration is incorporated into the MADI workflow and a priori knowledge of the target anatomy is used to reduce the required number of scans. Simulation studies were performed to assess how many scans are theoretically necessary. These findings were then applied to MRI data from a caprine knee specimen. Simulations suggested that using 3 scans might be sufficient, but in practice 4 scans were necessary to achieve high accuracy. 5 scans only offered marginal gains over 4 scans. A 15 scan dataset was used as a gold standard for quantitative voxel-to-voxel comparison of computed fibre directions, qualitative comparison of collagen tractography plots are also presented. The results are also encouraging at low SNR values, showing robustness of the method and applicability at low field.

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来源期刊
Array
Array Computer Science-General Computer Science
CiteScore
4.40
自引率
0.00%
发文量
93
审稿时长
45 days
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