A novel approach to spot detection for two-dimensional gel electrophoresis images using pixel value collection

被引:32
作者
Cutler, P [1 ]
Heald, G
White, IR
Ruan, J
机构
[1] GlaxoSmithKline, Genom & Proteom Sci, Stevenage SG1 2NY, Herts, England
[2] Red Barns House, Dover, England
[3] Millennium Pharmaceut Inc, Cambridge, MA USA
关键词
image analysis; two-dimensional gel electrophoresis;
D O I
10.1002/pmic.200390054
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Separation of complex mixtures of proteins by two-dimensional gel electrophoresis (2-DE) is a fundamental component of current proteomic technology. Quantitative analysis of the images generated by digitization of such gels is critical for the identification of alterations in protein expression within a given biological system. Despite the availability of several commercially available software packages designed for this purpose, image analysis is extremely resource intensive, subjective and remains a major bottleneck. In addition to reducing throughput, the requirement for manual intervention results in the introduction of operator subjectivity, which can limit the statistical significance of the numerical data generated. A key requirement of image analysis is the accurate definition of protein spot boundaries using a suitable method of image segmentation. We describe a method of spot detection applicable to 2-DE image files using a segmentation method involving pixel value collection via serial analysis of the image through its range of density levels. This algorithm is reproducible, sensitive, accurate and primarily designed to be automatic, removing operator subjectivity. Furthermore, it is believed that this method may offer the potential for improved spot detection over currently available software.
引用
收藏
页码:392 / 401
页数:10
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