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应用于活体磁共振成像的小梁骨各向异性的空间自相关和平均截距长度分析。

Spatial autocorrelation and mean intercept length analysis of trabecular bone anisotropy applied to in vivo magnetic resonance imaging.

作者信息

Wald Michael J, Vasilic Branimir, Saha Punam K, Wehrli Felix W

机构信息

Laboratory for Structural NMR Imaging, Department of Radiology, University of Pennsylvania Medical Center, Philadelphia, Pennsylvania 19104, USA.

出版信息

Med Phys. 2007 Mar;34(3):1110-20. doi: 10.1118/1.2437281.

Abstract

Osteoporosis is characterized by bone loss and deterioration of the trabecular bone (TB) architecture that leads to impaired overall mechanical strength of the bone. Bone mineral density (BMD) measured by dual-energy x-ray absorptiometry is currently the standard clinical metric assessing bone integrity but it fails to capture the structural changes in the TB. Recent research suggests that structure contributes to bone strength in a manner complementary to BMD. Besides parameters of scale such as the mean TB thickness and mean bone volume fraction, parameters describing the anisotropy of the trabecular architecture play an important role in the characterization of TB since trabeculae are preferentially oriented along the direction of local loading. Therefore, the degree of structural anisotropy is of pivotal importance to the bone's mechanical competence. The most common method for measuring structural anisotropy of TB is the mean-intercept length (MIL). In this work we present a method, based on the three-dimensional spatial autocorrelation function (ACF), for mapping of the full structural anisotropy ellipsoid of both TB thickness and spacing and we examine its performance as compared to that of MIL. Not only is the ACF method faster by several orders of magnitude, it is also considerably more robust to noise. Further, it is applicable at lower spatial resolution and is relatively insensitive to image shading. The chief reason for ACF's superior performance is that it does not require binarization, which is difficult to achieve in the limited spatial regime of in vivo magnetic resonance imaging. MIL and ACF have been applied to high-resolution magnetic resonances images of the tibia in a group of ten healthy postmenopausal women by comparing the structural anisotropy and principal direction of the computed fabric tensor for each method. While there is fair agreement between the two methods, ACF analysis yielded greater anisotropy than MIL for both TB thickness and spacing. There was good agreement between the two techniques as far as the eigenvectors of the fabric ellipsoids were concerned, which parallel the bone's macroscopic axis.

摘要

骨质疏松症的特征是骨量流失和小梁骨(TB)结构退化,导致骨骼整体机械强度受损。通过双能X线吸收法测量的骨矿物质密度(BMD)是目前评估骨骼完整性的标准临床指标,但它无法捕捉TB的结构变化。最近的研究表明,结构以与BMD互补的方式对骨强度有贡献。除了诸如平均TB厚度和平均骨体积分数等尺度参数外,描述小梁结构各向异性的参数在TB表征中也起着重要作用,因为小梁优先沿局部载荷方向排列。因此,结构各向异性程度对骨骼的机械性能至关重要。测量TB结构各向异性最常用的方法是平均截距长度(MIL)。在这项工作中,我们提出了一种基于三维空间自相关函数(ACF)的方法,用于绘制TB厚度和间距的完整结构各向异性椭球体,并与MIL的性能进行比较。ACF方法不仅快几个数量级,而且对噪声的鲁棒性也强得多。此外,它适用于较低的空间分辨率,并且对图像阴影相对不敏感。ACF性能优越的主要原因是它不需要二值化,而在体内磁共振成像的有限空间范围内很难实现二值化。通过比较每种方法计算的结构张量纤维的结构各向异性和主方向,将MIL和ACF应用于一组十名健康绝经后妇女胫骨的高分辨率磁共振图像。虽然两种方法之间有合理的一致性,但ACF分析在TB厚度和间距方面产生的各向异性都比MIL大。就纤维椭球体的特征向量而言,两种技术之间有很好的一致性,这些特征向量与骨骼的宏观轴平行。

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