IJBBB 2017 Vol.7(4): 201-212 ISSN: 2010-3638
doi: 10.17706/ijbbb.2017.7.4.201-212
doi: 10.17706/ijbbb.2017.7.4.201-212
Image Analysis and Pattern Extraction of Proteins Classes from One-Dimensional Gels Electrophoresis
F. Cai, S. Liu, P. Ten Dijke, F. J. Verbeek
Abstract—Biochemists and cell biologists use 1D gel electrophoresis to analyze protein compositions in
samples. PAGE, a.k.a. sodium-dodecyl sulphate (SDS)-polyacrylamide gel electrophoresis, uses electric
current to separate proteins. The proteins are visualized by staining or immunofluorescent techniques. The
result of a gel is captured in an image which is usually analyzed by visual inspection. As the banding
patterns get more complex and the amount of differential intensity of bands on a gel increases, an elaborate
methodology is required for the analysis. For systematic processing and analyzing complex gels, we have
developed new techniques for recognition, assessment and quantitative interpretation in bands on
individual lanes. In this manner, we compare similarities and differences between lanes of a gel. Specific
attention is given on the features that are characterizing the banding pattern. It is important to make sure
all lanes of gels in an experiment can be unambiguously assessed. Therefore, lane normalization is applied
after background correction. With this regard, groups of gels within an experiment can be quantitative
assessed. Automation will further speed up to the process of interpretation that can now be accomplished
by objective means.
Index Terms—1D electrophoresis, PAGE gel, pattern extraction, feature extraction, image analysis.
F. Cai and F. J. Verbeek are with Section Imaging and Bioinformatics, LIACS, Leiden University, Leiden, Netherlands (email: f.j.verbeek@liacs.leidenuniv.nl).
S. Liu, P. Ten Dijke are with Department of Molecular Cell Biology, LUMC, Leiden University, Leiden, Netherlands.
Index Terms—1D electrophoresis, PAGE gel, pattern extraction, feature extraction, image analysis.
F. Cai and F. J. Verbeek are with Section Imaging and Bioinformatics, LIACS, Leiden University, Leiden, Netherlands (email: f.j.verbeek@liacs.leidenuniv.nl).
S. Liu, P. Ten Dijke are with Department of Molecular Cell Biology, LUMC, Leiden University, Leiden, Netherlands.
Cite: F. Cai, S. Liu, P. Ten Dijke, F. J. Verbeek, "Image Analysis and Pattern Extraction of Proteins Classes from One-Dimensional Gels Electrophoresis," International Journal of Bioscience, Biochemistry and Bioinformatics vol. 7, no. 4, pp. 201-212, 2017.
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General Information
ISSN: 2010-3638 (Online)
Abbreviated Title: Int. J. Biosci. Biochem. Bioinform.
Frequency: Quarterly
DOI: 10.17706/IJBBB
Editor-in-Chief: Prof. Ebtisam Heikal
Abstracting/ Indexing: Electronic Journals Library, Chemical Abstracts Services (CAS), Engineering & Technology Digital Library, Google Scholar, and ProQuest.
E-mail: ijbbb@iap.org
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