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The state of the art in the analysis of two-dimensional gel electrophoresis images

机译:二维凝胶电泳图像分析的最新技术

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摘要

Software-based image analysis is a crucial step in the biological interpretation of two-dimensional gel electrophoresis experiments. Recent significant advances in image processing methods combined with powerful computing hardware have enabled the routine analysis of large experiments. We cover the process starting with the imaging of 2-D gels, quantitation of spots, creation of expression profiles to statistical expression analysis followed by the presentation of results. Challenges for analysis software as well as good practices are highlighted. We emphasize image warping and related methods that are able to overcome the difficulties that are due to varying migration positions of spots between gels. Spot detection, quantitation, normalization, and the creation of expression profiles are described in detail. The recent development of consensus spot patterns and complete expression profiles enables one to take full advantage of statistical methods for expression analysis that are well established for the analysis of DNA microarray experiments. We close with an overview of visualization and presentation methods (proteome maps) and current challenges in the field.
机译:基于软件的图像分析是二维凝胶电泳实验生物学解释中的关键步骤。图像处理方法与功能强大的计算硬件相结合的最新重大进展已使大型实验得以例行分析。我们涵盖了从二维凝胶成像,斑点定量,创建表达谱到统计表达分析以及结果展示开始的过程。分析软件面临的挑战以及良好的实践。我们强调图像变形和相关方法,它们能够克服由于凝胶之间的斑点移动位置不同而引起的困难。详细描述了斑点检测,定量,归一化和表达谱的创建。共有斑点模式和完整表达谱的最新发展使人们能够充分利用统计分析方法进行表达分析,这些统计方法已为DNA微阵列实验的分析建立了良好的基础。我们以可视化和表示方法(蛋白质组图)的概述以及该领域当前的挑战作为结尾。

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