Literature DB >> 34236652

Two-Dimensional Gel Electrophoresis Image Analysis.

Elisa Robotti1, Elisa Calà1, Emilio Marengo2,3.   

Abstract

Gel-based proteomics is still quite widespread due to its high-resolution power; the experimental approach is based on differential analysis, where groups of samples (e.g., control vs diseased) are compared to identify panels of potential biomarkers. However, the reliability of the result of the differential analysis is deeply influenced by 2D-PAGE maps image analysis procedures. The analysis of 2D-PAGE images consists of several steps, such as image preprocessing, spot detection and quantitation, image warping and alignment, spot matching. Several approaches are present in literature, and classical or last-generation commercial software packages exploit different algorithms for each step of the analysis. Here, the most widespread approaches and a comparison of the different strategies are presented.

Entities:  

Keywords:  2D-PAGE; Image analysis; Image preprocessing; Spot detection and quantification; Spot matching; Warping

Mesh:

Year:  2021        PMID: 34236652     DOI: 10.1007/978-1-0716-1641-3_1

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  65 in total

1.  Multiresolution image registration for two-dimensional gel electrophoresis.

Authors:  S Veeser; M J Dunn; G Z Yang
Journal:  Proteomics       Date:  2001-07       Impact factor: 3.984

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

Authors:  Paul Cutler; Geoffrey Heald; Ian R White; Jason Ruan
Journal:  Proteomics       Date:  2003-04       Impact factor: 3.984

3.  Contour area filtering of two-dimensional electrophoresis images.

Authors:  Ramakrishnan Kazhiyur-Mannar; Dominic J Smiraglia; Christoph Plass; Rephael Wenger
Journal:  Med Image Anal       Date:  2006-03-13       Impact factor: 8.545

4.  An image analysis suite for spot detection and spot matching in two-dimensional electrophoresis gels.

Authors:  Thitiwan Srinark; Chandra Kambhamettu
Journal:  Electrophoresis       Date:  2008-02       Impact factor: 3.535

5.  A method based on bead flows for spot detection on 2-D gel images.

Authors:  Olivier Langella; Michel Zivy
Journal:  Proteomics       Date:  2008-12       Impact factor: 3.984

6.  Robust features for 2-DE gel image registration.

Authors:  Birgit Möller; Stefan Posch
Journal:  Electrophoresis       Date:  2009-12       Impact factor: 3.535

7.  Protein spot detection and quantification in 2-DE gel images using machine-learning methods.

Authors:  Panagiotis Tsakanikas; Elias S Manolakos
Journal:  Proteomics       Date:  2011-04-18       Impact factor: 3.984

8.  Computer analysis of two-dimensional electrophoresis gels: a new segmentation and modeling algorithm.

Authors:  E Bettens; P Scheunders; D Van Dyck; L Moens; P Van Osta
Journal:  Electrophoresis       Date:  1997-05       Impact factor: 3.535

9.  A fast spot segmentation algorithm for two-dimensional gel electrophoresis analysis.

Authors:  Y Wu; P F Lemkin; K Upton
Journal:  Electrophoresis       Date:  1993-12       Impact factor: 3.535

10.  Examination of 2-DE in the Human Proteome Organisation Brain Proteome Project pilot studies with the new RAIN gel matching technique.

Authors:  Andrew W Dowsey; Jane English; Kyla Pennington; David Cotter; Kai Stuehler; Katrin Marcus; Helmut E Meyer; Michael J Dunn; Guang-Zhong Yang
Journal:  Proteomics       Date:  2006-09       Impact factor: 3.984

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