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用于比较细胞内组织水平的统计方法。

Statistical method for comparing the level of intracellular organization between cells.

机构信息

Department of Biochemistry and Biophysics, University of California, San Francisco, CA 94158, USA.

出版信息

Proc Natl Acad Sci U S A. 2013 Mar 12;110(11):E1006-15. doi: 10.1073/pnas.1212277109. Epub 2012 Nov 26.

Abstract

Systems level approaches to analyzing complex emergent behavior require quantitative characterization of alterations of behavior on both the microscale and macroscale. Here we consider the problem of cellular organization and describe a statistical methodology for quantitative comparison of the internal organization between different populations of similar physical objects, such as cells. This comparison is achieved with several steps of analysis. Starting with three-dimensional or two-dimensional images of cells, images are segmented to identify individual cells. Locations of internal points of interest, such as organelles or proteins, are recorded. To define the configuration of internal points in each cell, the individual cells are subjected to bounded Voronoi tessellation: subdividing the bounded volume or area of the cell into subvolumes determined by the locations of the internal points of interest. A statistical methodology is applied to yield a metric for similarity in degree of organization between populations. We applied this methodology to test whether centrioles play a role in global cellular organization, using mutants of the green alga Chlamydomonas reinhardtii with known alterations in centriole number, structure, and position as a model system. Comparing mutant populations and wild-type populations revealed a dramatic difference in the degree of organization in the mutant strains. These computational and experimental results provide statistical support for prior observational studies and support the idea that centrioles play a role in generating or maintaining global cellular organization. Our results confirm that this method can be used to sensitively compare the extent and type of organization within cells.

摘要

系统级方法分析复杂涌现行为需要定量描述微观和宏观尺度上行为的变化。在这里,我们考虑细胞组织的问题,并描述了一种统计方法,用于定量比较不同物理对象(如细胞)群体之间的内部组织。这种比较是通过几个分析步骤来实现的。从细胞的三维或二维图像开始,对图像进行分割以识别单个细胞。记录内部感兴趣点(如细胞器或蛋白质)的位置。为了定义每个细胞内部点的配置,将各个细胞进行有界 Voronoi 细分:将细胞的有界体积或区域细分为由内部点位置确定的子体积。应用统计方法来获得群体之间组织相似程度的度量。我们应用该方法来测试中心体是否在全局细胞组织中发挥作用,使用具有已知中心体数量、结构和位置改变的绿藻衣藻突变体作为模型系统。比较突变体群体和野生型群体揭示了突变体菌株中组织程度的显著差异。这些计算和实验结果为先前的观察研究提供了统计支持,并支持中心体在产生或维持全局细胞组织中发挥作用的观点。我们的结果证实,该方法可用于敏感地比较细胞内的组织程度和类型。

相似文献

1
Statistical method for comparing the level of intracellular organization between cells.用于比较细胞内组织水平的统计方法。
Proc Natl Acad Sci U S A. 2013 Mar 12;110(11):E1006-15. doi: 10.1073/pnas.1212277109. Epub 2012 Nov 26.

本文引用的文献

1
The centrosome in cells and organisms.细胞和生物中的中心体。
Science. 2012 Jan 27;335(6067):422-6. doi: 10.1126/science.1209037.
2
CLUMPED CHLOROPLASTS 1 is required for plastid separation in Arabidopsis.丛簇状类囊体 1 蛋白对于拟南芥中质体的分离是必需的。
Proc Natl Acad Sci U S A. 2011 Nov 8;108(45):18530-5. doi: 10.1073/pnas.1106706108. Epub 2011 Oct 24.
7
Building the centriole.构建中心体。
Curr Biol. 2010 Sep 28;20(18):R816-25. doi: 10.1016/j.cub.2010.08.010.
10
Mechanism of shape determination in motile cells.运动细胞中形状确定的机制。
Nature. 2008 May 22;453(7194):475-80. doi: 10.1038/nature06952.

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