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通过自动化图像分析,量化拟南芥根向重性在多维条件空间中的可塑性。

Plasticity of Arabidopsis root gravitropism throughout a multidimensional condition space quantified by automated image analysis.

机构信息

Department of Botany, University of Wisconsin, Madison, Wisconsin 53706, USA.

出版信息

Plant Physiol. 2010 Jan;152(1):206-16. doi: 10.1104/pp.109.145292. Epub 2009 Nov 18.

Abstract

Plant development is genetically determined but it is also plastic, a fundamental duality that can be investigated provided large number of measurements can be made in various conditions. Plasticity of gravitropism in wild-type Arabidopsis (Arabidopsis thaliana) seedling roots was investigated using automated image acquisition and analysis. A bank of computer-controlled charge-coupled device cameras acquired images with high spatiotemporal resolution. Custom image analysis algorithms extracted time course measurements of tip angle and growth rate. Twenty-two discrete conditions defined by seedling age (2, 3, or 4 d), seed size (extra small, small, medium, or large), and growth medium composition (simple or rich) formed the condition space sampled with 1,216 trials. Computational analyses including dimension reduction by principal components analysis, classification by k-means clustering, and differentiation by wavelet convolution showed distinct response patterns within the condition space, i.e. response plasticity. For example, 2-d-old roots (regardless of seed size) displayed a response time course similar to those of roots from large seeds (regardless of age). Enriching the growth medium with nutrients suppressed response plasticity along the seed size and age axes, possibly by ameliorating a mineral deficiency, although analysis of seeds did not identify any elements with low levels on a per weight basis. Characterizing relationships between growth rate and tip swing rate as a function of condition cast gravitropism in a multidimensional response space that provides new mechanistic insights as well as conceptually setting the stage for mutational analysis of plasticity in general and root gravitropism in particular.

摘要

植物发育在遗传上是确定的,但它也是可塑的,这是一种基本的二元性,可以通过在各种条件下进行大量测量来研究。使用自动化图像采集和分析研究了野生型拟南芥(Arabidopsis thaliana)幼苗根的向重力性的可塑性。一组计算机控制的电荷耦合器件(CCD)相机以高时空分辨率获取图像。自定义图像分析算法提取了尖端角度和生长速率的时间历程测量值。由幼苗年龄(2、3 或 4 天)、种子大小(超小、小、中或大)和生长介质组成(简单或丰富)定义的 22 个离散条件构成了 1216 次试验采样的条件空间。计算分析包括主成分分析的降维、k-均值聚类的分类和小波卷积的差异,显示了条件空间内的明显响应模式,即响应可塑性。例如,2 天大的根(无论种子大小如何)显示出与大种子(无论年龄如何)的根相似的响应时间过程。用营养物质丰富生长介质沿种子大小和年龄轴抑制了响应可塑性,这可能是通过改善矿物质缺乏来实现的,尽管对种子的分析并未发现任何基于重量的低水平元素。将生长速率与尖端摆动速率之间的关系描述为条件的函数,将向重力性投射到多维响应空间中,这不仅为一般可塑性和特别是根向重力性的突变分析提供了新的机制见解,而且从概念上为其奠定了基础。

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