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白质束几何结构的多尺度表征

Multi-scale characterization of white matter tract geometry.

作者信息

Savadjiev Peter, Rathi Yogesh, Bouix Sylvain, Verma Ragini, Westin Carl-Fredrik

机构信息

Laboratory for Mathematics in Imaging, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.

出版信息

Med Image Comput Comput Assist Interv. 2012;15(Pt 3):34-41. doi: 10.1007/978-3-642-33454-2_5.

Abstract

The geometry of white matter tracts is of increased interest for a variety of neuroscientific investigations, as it is a feature reflective of normal neurodevelopment and disease factors that may affect it. In this paper, we introduce a novel method for computing multi-scale fibre tract shape and geometry based on the differential geometry of curve sets. By measuring the variation of a curve's tangent vector at a given point in all directions orthogonal to the curve, we obtain a 2D "dispersion distribution function" at that point. That is, we compute a function on the unit circle which describes fibre dispersion, or fanning, along each direction on the circle. Our formulation is then easily incorporated into a continuous scale-space framework. We illustrate our method on different fibre tracts and apply it to a population study on hemispheric lateralization in healthy controls. We conclude with directions for future work.

摘要

白质纤维束的几何结构在各种神经科学研究中受到越来越多的关注,因为它是反映正常神经发育以及可能影响其的疾病因素的一个特征。在本文中,我们介绍了一种基于曲线集微分几何来计算多尺度纤维束形状和几何结构的新方法。通过测量曲线在与该曲线正交的所有方向上某一给定点处的切向量变化,我们在该点获得一个二维“离散分布函数”。也就是说,我们在单位圆上计算一个函数,该函数描述了沿圆上每个方向的纤维离散或散开情况。然后,我们的公式很容易被纳入连续的尺度空间框架。我们在不同的纤维束上展示了我们的方法,并将其应用于对健康对照者半球侧化的群体研究。最后我们给出了未来工作的方向。

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Multi-scale characterization of white matter tract geometry.白质束几何结构的多尺度表征
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本文引用的文献

1
Laterality patterns of brain functional connectivity: gender effects.大脑功能连接的偏侧性模式:性别效应。
Cereb Cortex. 2012 Jun;22(6):1455-62. doi: 10.1093/cercor/bhr230. Epub 2011 Aug 30.
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IEEE Trans Med Imaging. 2010 Sep;29(9):1664-75. doi: 10.1109/TMI.2010.2048121.
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Local white matter geometry from diffusion tensor gradients.局部白质几何从扩散张量梯度。
Neuroimage. 2010 Feb 15;49(4):3175-86. doi: 10.1016/j.neuroimage.2009.10.073. Epub 2009 Nov 5.
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Statistical models of sets of curves and surfaces based on currents.基于流的曲线和曲面集的统计模型。
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Structure-specific statistical mapping of white matter tracts.白质束的结构特异性统计映射
Neuroimage. 2008 Jun;41(2):448-61. doi: 10.1016/j.neuroimage.2008.01.013. Epub 2008 Jan 26.
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9
Quantification of the shape of fiber tracts.纤维束形状的量化
Magn Reson Med. 2006 Apr;55(4):894-903. doi: 10.1002/mrm.20858.
10
Mapping brain asymmetry.绘制大脑不对称性图谱。
Nat Rev Neurosci. 2003 Jan;4(1):37-48. doi: 10.1038/nrn1009.

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