首页> 美国卫生研究院文献>Journal of Computational Biology >ImagePlane: An Automated Image Analysis Pipeline for High-Throughput Screens Using the Planarian Schmidtea mediterranea
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ImagePlane: An Automated Image Analysis Pipeline for High-Throughput Screens Using the Planarian Schmidtea mediterranea

机译:ImagePlane:使用Planarian Schmidtea mediterranea进行高通量屏幕的自动化图像分析管道

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摘要

>ImagePlane is a modular pipeline for automated, high-throughput image analysis and information extraction. Designed to support planarian research, ImagePlane offers a self-parameterizing adaptive thresholding algorithm; an algorithm that can automatically segment animals into anterior–posterior/left–right quadrants for automated identification of region-specific differences in gene and protein expression; and a novel algorithm for quantification of morphology of animals, independent of their orientations and sizes. ImagePlane also provides methods for automatic report generation, and its outputs can be easily imported into third-party tools such as R and Excel. Here we demonstrate the pipeline's utility for identification of genes involved in stem cell proliferation in the planarian Schmidtea mediterranea. Although designed to support planarian studies, ImagePlane will prove useful for cell-based studies as well.
机译:> ImagePlane是用于自动化,高通量图像分析和信息提取的模块化管道。为支持平面仪研究而设计,ImagePlane提供了一种自参数化的自适应阈值算法。一种可以自动将动物分割为前后象限的算法,用于自动识别基因和蛋白质表达中特定区域的差异;以及一种新颖的量化动物形态的算法,与动物的方向和大小无关。 ImagePlane还提供了自动生成报告的方法,其输出可以轻松导入到R和Excel等第三方工具中。在这里,我们展示了管道的实用性,可用于鉴定在涡虫Schmidtea mediterranea中涉及干细胞增殖的基因。尽管ImagePlane旨在支持平面研究,但也将证明其对基于细胞的研究也很有用

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