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对二维电泳凝胶图像进行变形处理,以校正斑点图案的几何畸变。

Warping two-dimensional electrophoresis gel images to correct for geometric distortions of the spot pattern.

作者信息

Gustafsson John S, Blomberg Anders, Rudemo Mats

机构信息

Department of Mathematical Statistics, Chalmers University of Technology, SE-412 96 Göteborg, Sweden.

出版信息

Electrophoresis. 2002 Jun;23(11):1731-44. doi: 10.1002/1522-2683(200206)23:11<1731::AID-ELPS1731>3.0.CO;2-#.

Abstract

A crucial step in two-dimensional gel based protein expression analysis is to match spots in different gel images that correspond to the same protein. It still requires extensive and time-consuming manual interference, although several semiautomatic techniques exist. Geometric distortion of the protein patterns inherent to the electrophoresis procedure is one of the main causes of these difficulties. An image warping method to reduce this problem is presented. A warping is a function that deforms images by mapping between image domains. The method proceeds in two steps. Firstly, a simple physicochemical model is formulated and applied for warping of each gel image to correct for what might be one of the main causes of the distortions: current leakage across the sides during the second-dimensional electrophoresis. Secondly, the images are automatically aligned by maximizing a penalized likelihood criterion. The method is applied to a set of ten gel images showing the radioactively labeled proteome of yeast Saccharomyces cerevisiae during normal and steady-state saline growth. The improvement in matching when given the warped images instead of the original ones is exemplified by a comparison within a commercially available software.

摘要

基于二维凝胶的蛋白质表达分析中的一个关键步骤是匹配不同凝胶图像中对应于同一蛋白质的斑点。尽管存在几种半自动技术,但这仍然需要大量且耗时的人工干预。电泳过程中固有的蛋白质图谱几何变形是造成这些困难的主要原因之一。本文提出了一种减少这一问题的图像变形方法。变形是一种通过在图像域之间进行映射来使图像变形的函数。该方法分两步进行。首先,建立并应用一个简单的物理化学模型对每个凝胶图像进行变形,以校正可能是变形主要原因之一的问题:二维电泳过程中沿边缘的电流泄漏。其次,通过最大化惩罚似然准则自动对齐图像。该方法应用于一组十张凝胶图像,这些图像展示了酿酒酵母在正常和稳态盐生长条件下的放射性标记蛋白质组。通过在商用软件中的比较举例说明了使用变形后的图像而非原始图像时匹配效果的改善。

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