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Age-Related Changes in Vertebral Morphometry by Statistical Shape Analysis

机译:统计形状分析的年龄相关变化椎体形态学

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The morphological changes of the vertebrae associated with normal aging are still subject of debate, whereas this knowledge is important in detecting vertebral fractures and degenerative shape changes. The aim of this study is to present a method to statistically analyze the vertebral shape and determining the morphometric changes related to normal aging. The analysis is performed on the L2 lumbar vertebrae from a large dataset of Computed Tomography scans. The surface meshes of all vertebrae, with a groupwise vertex correspondence between them, are first acquired by an intensity based registration process onto a segmented reference. Principal component analysis then reduces the dimensionality to the main modes of variation which were subsequently analyzed by multiple linear regression to acquire the global shape variations with respect to the age of the subjects. In addition, the correlation with age of the deformation at each mesh vertex is analyzed, giving a significance map of the age related changes. This analysis shows several shape changes which are in agreement with previous studies while also giving a more detailed global shape analysis. Understanding the normal shape changes allows for a better diagnosis of vertebral fractures and spinal pathologies.
机译:与正常老化相关的椎骨的形态变化仍然存在辩论,而这种知识对于检测椎骨骨折和退行性形状变化很重要。本研究的目的是提出一种统计分析椎体形状并确定与正常老化相关的变形变化的方法。从计算机断层扫描扫描的大型数据集上对L2腰椎进行分析。所有椎骨的表面网格,它们之间的扩展顶点对应关系,首先通过基于强度的登记过程获取到分段参考上。然后,主成分分析将维度降低到主要变化模式的主要变化模式,随后通过多元线性回归分析,以获取关于受试者年龄的全局形状变化。另外,分析了与每个网眼顶点的变形年龄的年龄的相关性,给出了年龄相关变化的显着性图。该分析显示了几种形状的变化,这些变化与先前的研究同时也提供了更详细的全局形状分析。了解正常形状的变化允许更好地诊断椎骨骨折和脊柱病理学。

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