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首页> 外文期刊>Electrophoresis: The Official Journal of the International Electrophoresis Society >Adaptive contrast enhancement of two-dimensional electrophoretic protein gel images facilitates visualization, orientation and alignment
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Adaptive contrast enhancement of two-dimensional electrophoretic protein gel images facilitates visualization, orientation and alignment

机译:二维电泳蛋白质凝胶图像的自适应对比度增强有助于可视化,定向和对齐

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摘要

2-DE is a powerful technique to discriminate post-translationally modified protein isoforms. However, all steps of 2-DE preparation and gel-staining may introduce unwanted artefacts, including inconsistent variation of background intensity over the entire 2-DE gel image. Background intensity variations limit the accuracy of gel orientation, overlay alignment and spot detection methods. We present a compact and efficient denoising algorithm that adaptively enhances the image contrast and then, through thresholding and median filtering, removes the gray-scale range covering the background. Applicability of the algorithm is demonstrated on immunoblots, isotope-labeled gels, and protein-stained gels. Validation is performed in contexts of (i) automatic gel orientation based on Hough transformation, (ii) overlay alignment based on cross correlation and (iii) spot detection. In gel stains with low background variability, e.g. Sypro Ruby, denoising will lower the spot detection sensitivity. In gel regions with high background levels denoising enhances spot detection. We propose that the denoising algorithm prepares images with high background for further automatic analysis, without requiring manual input on a gel-to-gel basis.
机译:2-DE是区分翻译后修饰的蛋白质同工型的有力技术。但是,2-DE制备和凝胶染色的所有步骤都可能引入不需要的伪影,包括整个2-DE凝胶图像背景强度的不一致变化。背景强度变化限制了凝胶取向,覆盖层对齐和斑点检测方法的准确性。我们提出了一种紧凑而有效的降噪算法,该算法可自适应地增强图像对比度,然后通过阈值化和中值滤波,去除覆盖背景的灰度范围。该算法在免疫印迹,同位素标记的凝胶和蛋白染色的凝胶上得到了证明。验证是在(i)基于霍夫变换的自动凝胶定向,(ii)基于互相关的重叠对齐和(iii)点检测的情况下进行的。在具有低背景变异性的凝胶染料中,例如Sypro Ruby的去噪将降低点检测的灵敏度。在具有高背景水平的凝胶区域中,去噪可增强斑点检测。我们建议去噪算法准备具有高背景的图像,以进行进一步的自动分析,而无需在凝胶间进行手动输入。

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