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计算解剖学中的内在与外在分析。

Intrinsic and extrinsic analysis in computational anatomy.

作者信息

Qiu Anqi, Younes Laurent, Miller Michael I

机构信息

Division of Bioengineering, National University of Singapore, Singapore.

出版信息

Neuroimage. 2008 Feb 15;39(4):1803-14. doi: 10.1016/j.neuroimage.2007.08.043. Epub 2007 Sep 5.

Abstract

We present intrinsic and extrinsic methods for studying anatomical coordinates in order to perform statistical inference on random physiological signals F across clinical populations. In both intrinsic and extrinsic methods, we introduce generalized partition functions of the coordinates, psi(x), x epsilon M, which are used to construct a random field of F on M as statistical model. In the intrinsic analysis, such partition functions are built intrinsically for individual anatomical coordinate based on Courant's theorem on nodal analysis via self-adjoint linear elliptic differential operators. In contrast, the extrinsic method needs only one set of partition functions for a template coordinate system, and then applies to each anatomical coordinate system via diffeomorphic transformation. For illustration, we apply both intrinsic and extrinsic methods to a clinical study: cortical thickness variation of the left cingulate gyrus in schizophrenia. Both methods show that the left cingulate gyrus tends to become thinner in schizophrenia relative to the healthy control population. However, the intrinsic method increases the statistical power.

摘要

我们提出了用于研究解剖坐标的内在和外在方法,以便对临床人群中的随机生理信号F进行统计推断。在内在和外在方法中,我们引入坐标的广义配分函数ψ(x),x∈M,用于在M上构建F的随机场作为统计模型。在内在分析中,基于通过自伴线性椭圆微分算子进行节点分析的库朗定理,为单个解剖坐标内在地构建此类配分函数。相比之下,外在方法仅需要一组用于模板坐标系的配分函数,然后通过微分同胚变换应用于每个解剖坐标系。为了说明,我们将内在和外在方法都应用于一项临床研究:精神分裂症患者左扣带回的皮质厚度变化。两种方法均表明,相对于健康对照人群,精神分裂症患者的左扣带回往往会变薄。然而,内在方法提高了统计功效。

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