Literature DB >> 12074162

Local mean normalization of microarray element signal intensities across an array surface: quality control and correction of spatially systematic artifacts.

Carlo Colantuoni1, George Henry, Scott Zeger, Jonathan Pevsner.   

Abstract

Here we present a methodology for the normalization of element signal intensities to a mean intensity calculated locally across the surface of a DNA microarray. These methods allow the detection and/or correction of spatially systematic artifacts in microarray data. These include artifacts that can be introduced during the robotic printing, hybridization, washing, or imaging of microarrays. Using array element signal intensities alone, this local mean normalization process can correct for such artifacts because they vary across the surface of the array. The local mean normalization can be usedfor quality control and data correction purposes in the analysis of microarray data. These algorithms assume that array elements are not spatially ordered with regard to sequence or biological function and require that this spatial mapping is identical between the two sets of intensities to be compared. The tool described in this report was developed in the R statistical language and is freely available on the Internet as part of a larger gene expression analysis package. This Web implementation is interactive and user-friendly and allows the easy use of the local mean normalization tool described here, without programming expertise or downloading of additional software.

Mesh:

Year:  2002        PMID: 12074162     DOI: 10.2144/02326mt02

Source DB:  PubMed          Journal:  Biotechniques        ISSN: 0736-6205            Impact factor:   1.993


  19 in total

1.  ExpressYourself: A modular platform for processing and visualizing microarray data.

Authors:  Nicholas M Luscombe; Thomas E Royce; Paul Bertone; Nathaniel Echols; Christine E Horak; Joseph T Chang; Michael Snyder; Mark Gerstein
Journal:  Nucleic Acids Res       Date:  2003-07-01       Impact factor: 16.971

2.  Fabrication of duplex DNA microarrays incorporating methyl-5-cytosine.

Authors:  Christopher L Warren; Jianfei Zhao; Kimberly Glass; Vikas Rishi; Aseem Z Ansari; Charles Vinson
Journal:  Lab Chip       Date:  2011-12-05       Impact factor: 6.799

3.  Normalization approaches for removing systematic biases associated with mass spectrometry and label-free proteomics.

Authors:  Stephen J Callister; Richard C Barry; Joshua N Adkins; Ethan T Johnson; Wei-Jun Qian; Bobbie-Jo M Webb-Robertson; Richard D Smith; Mary S Lipton
Journal:  J Proteome Res       Date:  2006-02       Impact factor: 4.466

4.  High-resolution spatial normalization for microarrays containing embedded technical replicates.

Authors:  Daniel S Yuan; Rafael A Irizarry
Journal:  Bioinformatics       Date:  2006-10-23       Impact factor: 6.937

5.  Background correction of two-colour cDNA microarray data using spatial smoothing methods.

Authors:  André Schützenmeister; Hans-Peter Piepho
Journal:  Theor Appl Genet       Date:  2009-11-15       Impact factor: 5.699

6.  The effect of temperature on Natural Antisense Transcript (NAT) expression in Aspergillus flavus.

Authors:  Carrie A Smith; Dominique Robertson; Bethan Yates; Dahlia M Nielsen; Doug Brown; Ralph A Dean; Gary A Payne
Journal:  Curr Genet       Date:  2008-09-24       Impact factor: 3.886

7.  Determining DNA sequence specificity of natural and artificial transcription factors by cognate site identifier analysis.

Authors:  Mary S Ozers; Christopher L Warren; Aseem Z Ansari
Journal:  Methods Mol Biol       Date:  2009

8.  Analysis of a ferric uptake regulator (Fur) mutant of Desulfovibrio vulgaris Hildenborough.

Authors:  Kelly S Bender; Huei-Che Bill Yen; Christopher L Hemme; Zamin Yang; Zhili He; Qiang He; Jizhong Zhou; Katherine H Huang; Eric J Alm; Terry C Hazen; Adam P Arkin; Judy D Wall
Journal:  Appl Environ Microbiol       Date:  2007-07-13       Impact factor: 4.792

9.  Normalization and missing value imputation for label-free LC-MS analysis.

Authors:  Yuliya V Karpievitch; Alan R Dabney; Richard D Smith
Journal:  BMC Bioinformatics       Date:  2012-11-05       Impact factor: 3.169

10.  Correction of spatial bias in oligonucleotide array data.

Authors:  Philippe Serhal; Sébastien Lemieux
Journal:  Adv Bioinformatics       Date:  2013-03-13
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