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PMID: 19106121 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

arrayQualityMetrics--a bioconductor package for quality assessment of microarray data.

Bioinformatics (Oxford, England) ·Vol. 25 ·No. 3 ·2009-02-01 ·Pages 415-6

Kauffmann A, Gentleman R, Huber W

Abstract

The assessment of data quality is a major concern in microarray analysis. arrayQualityMetrics is a Bioconductor package that provides a report with diagnostic plots for one or two colour microarray data. The quality metrics assess reproducibility, identify apparent outlier arrays and compute measures of signal-to-noise ratio. The tool handles most current microarray technologies and is amenable to use in automated analysis pipelines or for automatic report generation, as well as for use by individuals. The diagnosis of quality remains, in principle, a context-dependent judgement, but our tool provides powerful, automated, objective and comprehensive instruments on which to base a decision. arrayQualityMetrics is a free and open source package, under LGPL license, available from the Bioconductor project at www.bioconductor.org. A users guide and examples are provided with the package. Some examples of HTML reports generated by arrayQualityMetrics can be found at http://www.microarray-quality.org

MeSH Terms
Algorithms Computational Biology/methods Data Interpretation, Statistical Internet Oligonucleotide Array Sequence Analysis/methods,standards Quality Control Software
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Kauffmann Audrey
EMBL European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SD, UK. audrey@ebi.ac.uk
Gentleman Robert
Huber Wolfgang
References (10)
10 references, click to expand
  1. arrayMagic: two-colour cDNA microarray quality control and preprocessing.
    Bioinformatics. 2005 Feb 15;21(4):554-6 PMID: 15454413
  2. affy--analysis of Affymetrix GeneChip data at the probe level.
    Bioinformatics. 2004 Feb 12;20(3):307-15 PMID: 14960456
  3. Simpleaffy: a BioConductor package for Affymetrix Quality Control and data analysis.
    Bioinformatics. 2005 Sep 15;21(18):3683-5 PMID: 16076888
  4. Bioconductor: open software development for computational biology and bioinformatics.
    Genome Biol. 2004;5(10):R80 PMID: 15461798
  5. MDQC: a new quality assessment method for microarrays based on quality control reports.
    Bioinformatics. 2007 Dec 1;23(23):3162-9 PMID: 17933854
  6. Donuts, scratches and blanks: robust model-based segmentation of microarray images.
    Bioinformatics. 2005 Jun 15;21(12):2875-82 PMID: 15845656
  7. arrayQCplot: software for checking the quality of microarray data.
    Bioinformatics. 2006 Sep 15;22(18):2305-7 PMID: 16864592
  8. Array-A-Lizer: a serial DNA microarray quality analyzer.
    BMC Bioinformatics. 2004 Feb 09;5:12 PMID: 15018654
  9. beadarray: R classes and methods for Illumina bead-based data.
    Bioinformatics. 2007 Aug 15;23(16):2183-4 PMID: 17586828
  10. Normalization strategies for cDNA microarrays.
    Nucleic Acids Res. 2000 May 15;28(10):E47 PMID: 10773095
Article Info
Journal
Bioinformatics (Oxford, England)
Abbr.
Bioinformatics
ISSN
1367-4811
Published
2009-02-01
Epub
2008-00-23
Pages
415-6
Language
English
Region
England
NLM ID
9808944
PMCID
PMC2639074
Subset
IM
Grants
NHGRI NIH HHS · P41 HG004059 · United States
NHGRI NIH HHS · P41HG004059 · United States
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