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绘制β-淀粉样蛋白1-42水平对健康衰老纵向变化的影响:基于平稳速度场的分层建模

Mapping the effects of Abeta1-42 levels on the longitudinal changes in healthy aging: hierarchical modeling based on stationary velocity fields.

作者信息

Lorenzi Marco, Ayache Nicholas, Frisoni Giovanni B, Pennec Xavier

机构信息

Project Team Asclepios, INRIA Sophia Antipolis, France.

出版信息

Med Image Comput Comput Assist Interv. 2011;14(Pt 2):663-70. doi: 10.1007/978-3-642-23629-7_81.

Abstract

Mapping the effects of different clinical conditions on the evolution of the brain structural changes is of central interest in the field of neuroimaging. A reliable description of the cross-sectional longitudinal changes requires the consistent integration of intra and inter-subject variability in order to detect the subtle modifications in populations. In computational anatomy, the changes in the brain are often measured by deformation fields obtained through non rigid registration, and the stationary velocity field (SVF) parametrization provides a computationally efficient registration scheme. The aim of this study is to extend this framework into an efficient and robust multilevel one for accurately modeling the longitudinal changes in populations. This setting is used to investigate the subtle effects of the positivity of the CSF Abeta1-42 levels on brain atrophy in healthy aging. Thanks to the higher sensitivity of our framework, we obtain statistically significant results that highlight the relationship between brain damage and positivity to the marker of Alzheimer's disease and suggest the presence of a presymptomatic pattern of the disease progression.

摘要

描绘不同临床状况对脑结构变化演变的影响是神经成像领域的核心关注点。对横断面纵向变化进行可靠描述需要对个体内和个体间的变异性进行一致整合,以便检测群体中的细微变化。在计算解剖学中,脑的变化通常通过非刚性配准获得的变形场来测量,而稳态速度场(SVF)参数化提供了一种计算高效的配准方案。本研究的目的是将此框架扩展为一个高效且稳健的多层次框架,以准确模拟群体中的纵向变化。此设置用于研究脑脊液β淀粉样蛋白1-42水平阳性对健康衰老过程中脑萎缩的细微影响。由于我们框架具有更高的敏感性,我们获得了具有统计学意义的结果,这些结果突出了脑损伤与阿尔茨海默病标志物阳性之间的关系,并表明存在疾病进展的症状前模式。

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