Literature DB >> 12687607

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

Paul Cutler1, Geoffrey Heald, Ian R White, Jason Ruan.   

Abstract

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.

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Year:  2003        PMID: 12687607     DOI: 10.1002/pmic.200390054

Source DB:  PubMed          Journal:  Proteomics        ISSN: 1615-9853            Impact factor:   3.984


  6 in total

Review 1.  Proteomics for protein expression profiling in neuroscience.

Authors:  Willard M Freeman; Scott E Hemby
Journal:  Neurochem Res       Date:  2004-06       Impact factor: 3.996

2.  Pinnacle: a fast, automatic and accurate method for detecting and quantifying protein spots in 2-dimensional gel electrophoresis data.

Authors:  Jeffrey S Morris; Brittan N Clark; Howard B Gutstein
Journal:  Bioinformatics       Date:  2008-01-14       Impact factor: 6.937

3.  Evaluating the performance of new approaches to spot quantification and differential expression in 2-dimensional gel electrophoresis studies.

Authors:  Jeffrey S Morris; Brittan N Clark; Wei Wei; Howard B Gutstein
Journal:  J Proteome Res       Date:  2010-01       Impact factor: 4.466

4.  Two-Dimensional Gel Electrophoresis Image Analysis.

Authors:  Elisa Robotti; Elisa Calà; Emilio Marengo
Journal:  Methods Mol Biol       Date:  2021

5.  Mining images in biomedical publications: Detection and analysis of gel diagrams.

Authors:  Tobias Kuhn; Mate Levente Nagy; Thaibinh Luong; Michael Krauthammer
Journal:  J Biomed Semantics       Date:  2014-02-25

6.  Local pixel value collection algorithm for spot segmentation in two-dimensional gel electrophoresis research.

Authors:  Peter Peer; Luis Galo Corzo
Journal:  Comp Funct Genomics       Date:  2007
  6 in total

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