Literature DB >> 11001309

Analysis of similarity of electrophoretic patterns in mRNA differential display.

T Aittokallio1, P Ojala, T J Nevalainen, O Nevalainen.   

Abstract

We present a novel method of statistical analysis for the comparison of electrophoretic data. The method is based on the squared Euclidian distance of normalized signal data vectors of electrophoretic lanes. The differences in the electrophoretic patterns are evaluated by a statistical test based on Hubert's statistics which measures the significance of the signal grouping. We demonstrate the validity and applicability of the method in a large data set derived from automated fluorescent mRNA differential display analysis of the expression of acute-phase proteins during experimental Escherichia coli infection in mice. The current testing method is capable of finding theoretically similar natural groupings to be similar in a statistically significant way whereas theoretically dissimilar or random groupings can be recognized to be artifactual. We also show how the calculated pairwise signal distances can be utilized in methodological problem solving. These analytical methods can be applied to the study of other related problems of similarity analysis of electrophoretic patterns, and also provide useful tools for the development of automated recognition of differentially expressed mRNAs.

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Year:  2000        PMID: 11001309     DOI: 10.1002/1522-2683(20000801)21:14<2947::AID-ELPS2947>3.0.CO;2-N

Source DB:  PubMed          Journal:  Electrophoresis        ISSN: 0173-0835            Impact factor:   3.535


  3 in total

Review 1.  Approaches to the analysis of gene expression using mRNA: a technical overview.

Authors:  John M S Bartlett
Journal:  Mol Biotechnol       Date:  2002-06       Impact factor: 2.860

2.  GOGOT: a method for the identification of differentially expressed fragments from cDNA-AFLP data.

Authors:  Koji Kadota; Ryoko Araki; Yuji Nakai; Masumi Abe
Journal:  Algorithms Mol Biol       Date:  2007-05-30       Impact factor: 1.405

3.  A normalization strategy applied to HiCEP (an AFLP-based expression profiling) analysis: toward the strict alignment of valid fragments across electrophoretic patterns.

Authors:  Koji Kadota; Ryutaro Fukumura; Joseph J Rodrigue; Ryoko Araki; Masumi Abe
Journal:  BMC Bioinformatics       Date:  2005-03-06       Impact factor: 3.169

  3 in total

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