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PMID: 20459806 Published · epublish English Journal Article Research Support, Non-U.S. Gov't

Consistent annotation of gene expression arrays.

BMC genomics ·Vol. 11 ·2010-05-11 ·Pages 294

Ballester B, Johnson N, Proctor G, Flicek P

Abstract

Gene expression arrays are valuable and widely used tools for biomedical research. Today's commercial arrays attempt to measure the expression level of all of the genes in the genome. Effectively translating the results from the microarray into a biological interpretation requires an accurate mapping between the probesets on the array and the genes that they are targeting. Although major array manufacturers provide annotations of their gene expression arrays, the methods used by various manufacturers are different and the annotations are difficult to keep up to date in the rapidly changing world of biological sequence databases. We have created a consistent microarray annotation protocol applicable to all of the major array manufacturers. We constantly keep our annotations updated with the latest Ensembl Gene predictions, and thus cross-referenced with a large number of external biomedical sequence database identifiers. We show that these annotations are accurate and address in detail reasons for the minority of probesets that cannot be annotated. Annotations are publicly accessible through the Ensembl Genome Browser and programmatically through the Ensembl Application Programming Interface. They are also seamlessly integrated into the BioMart data-mining tool and the biomaRt package of BioConductor. Consistent, accurate and updated gene expression array annotations remain critical for biological research. Our annotations facilitate accurate biological interpretation of gene expression profiles.

MeSH Terms
Alleles Animals Computational Biology Data Mining Gene Expression Profiling/methods,standards Humans Internet Mice Oligonucleotide Array Sequence Analysis/methods,standards Programming Languages Quality Control RNA, Messenger/genetics Rats
Chemicals
RNA, Messenger
Authors & Affiliations
4 authors, click to expand affiliations / ORCID
Ballester Benoît
European Bioinformatics Institute EMBL, Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SD, UK.
Johnson Nathan
Proctor Glenn
Flicek Paul
References (36)
36 references, click to expand
  1. AILUN: reannotating gene expression data automatically.
    Nat Methods. 2007 Nov;4(11):879 PMID: 17971777
  2. Alternative mapping of probes to genes for Affymetrix chips.
    BMC Bioinformatics. 2004 Aug 14;5:111 PMID: 15310390
  3. RNA maps reveal new RNA classes and a possible function for pervasive transcription.
    Science. 2007 Jun 8;316(5830):1484-8 PMID: 17510325
  4. Whole-genome re-sequencing.
    Curr Opin Genet Dev. 2006 Dec;16(6):545-52 PMID: 17055251
  5. A sequence-based identification of the genes detected by probesets on the Affymetrix U133 plus 2.0 array.
    Nucleic Acids Res. 2005 Feb 18;33(3):e31 PMID: 15722477
  6. Estimation and correction of non-specific binding in a large-scale spike-in experiment.
    Genome Biol. 2007;8(6):R126 PMID: 17594493
  7. Genome browsing with Ensembl: a practical overview.
    Brief Funct Genomic Proteomic. 2007 Sep;6(3):202-19 PMID: 17967807
  8. GeneAnnot: interfacing GeneCards with high-throughput gene expression compendia.
    Brief Bioinform. 2003 Dec;4(4):349-60 PMID: 14725348
  9. EnsMart: a generic system for fast and flexible access to biological data.
    Genome Res. 2004 Jan;14(1):160-9 PMID: 14707178
  10. Ensembl 2008.
    Nucleic Acids Res. 2008 Jan;36(Database issue):D707-14 PMID: 18000006
  11. Finishing the euchromatic sequence of the human genome.
    Nature. 2004 Oct 21;431(7011):931-45 PMID: 15496913
  12. Uncovering information on expression of natural antisense transcripts in Affymetrix MOE430 datasets.
    BMC Genomics. 2007 Jun 28;8:200 PMID: 17598913
  13. A comparison of normalization methods for high density oligonucleotide array data based on variance and bias.
    Bioinformatics. 2003 Jan 22;19(2):185-93 PMID: 12538238
  14. The MicroArray Quality Control (MAQC) project shows inter- and intraplatform reproducibility of gene expression measurements.
    Nat Biotechnol. 2006 Sep;24(9):1151-61 PMID: 16964229
  15. matchprobes: a Bioconductor package for the sequence-matching of microarray probe elements.
    Bioinformatics. 2004 Jul 10;20(10):1651-2 PMID: 14988118
  16. Transcript-level annotation of Affymetrix probesets improves the interpretation of gene expression data.
    BMC Bioinformatics. 2007 Jun 11;8:194 PMID: 17559689
  17. Identification and analysis of functional elements in 1% of the human genome by the ENCODE pilot project.
    Nature. 2007 Jun 14;447(7146):799-816 PMID: 17571346
  18. Transcript-based redefinition of grouped oligonucleotide probe sets using AceView: high-resolution annotation for microarrays.
    BMC Bioinformatics. 2007 Mar 29;8:108 PMID: 17394657
  19. AffyProbeMiner: a web resource for computing or retrieving accurately redefined Affymetrix probe sets.
    Bioinformatics. 2007 Sep 15;23(18):2385-90 PMID: 17660211
  20. Exploration, normalization, and summaries of high density oligonucleotide array probe level data.
    Biostatistics. 2003 Apr;4(2):249-64 PMID: 12925520
  21. ArrayExpress--a public database of microarray experiments and gene expression profiles.
    Nucleic Acids Res. 2007 Jan;35(Database issue):D747-50 PMID: 17132828
  22. Evolving gene/transcript definitions significantly alter the interpretation of GeneChip data.
    Nucleic Acids Res. 2005 Nov 10;33(20):e175 PMID: 16284200
  23. Automated generation of heuristics for biological sequence comparison.
    BMC Bioinformatics. 2005 Feb 15;6:31 PMID: 15713233
  24. The consensus coding sequence (CCDS) project: Identifying a common protein-coding gene set for the human and mouse genomes.
    Genome Res. 2009 Jul;19(7):1316-23 PMID: 19498102
  25. EnsemblCompara GeneTrees: Complete, duplication-aware phylogenetic trees in vertebrates.
    Genome Res. 2009 Feb;19(2):327-35 PMID: 19029536
  26. Interpretation of multiple probe sets mapping to the same gene in Affymetrix GeneChips.
    BMC Bioinformatics. 2007 Jan 15;8:13 PMID: 17224057
  27. Ensembl variation resources.
    BMC Genomics. 2010 May 11;11:293 PMID: 20459805
  28. ESTGenes: alternative splicing from ESTs in Ensembl.
    Genome Res. 2004 May;14(5):976-87 PMID: 15123595
  29. Bioconductor: open software development for computational biology and bioinformatics.
    Genome Biol. 2004;5(10):R80 PMID: 15461798
  30. Lineage-specific biology revealed by a finished genome assembly of the mouse.
    PLoS Biol. 2009 May 5;7(5):e1000112 PMID: 19468303
  31. Redefinition of Affymetrix probe sets by sequence overlap with cDNA microarray probes reduces cross-platform inconsistencies in cancer-associated gene expression measurements.
    BMC Bioinformatics. 2005 Apr 25;6:107 PMID: 15850491
  32. Minimum information about a microarray experiment (MIAME)-toward standards for microarray data.
    Nat Genet. 2001 Dec;29(4):365-71 PMID: 11726920
  33. Strand selective generation of endo-siRNAs from the Na/phosphate transporter gene Slc34a1 in murine tissues.
    Nucleic Acids Res. 2009 Apr;37(7):2274-82 PMID: 19237395
  34. The vertebrate genome annotation (Vega) database.
    Nucleic Acids Res. 2008 Jan;36(Database issue):D753-60 PMID: 18003653
  35. BioMart and Bioconductor: a powerful link between biological databases and microarray data analysis.
    Bioinformatics. 2005 Aug 15;21(16):3439-40 PMID: 16082012
  36. EST clustering error evaluation and correction.
    Bioinformatics. 2004 Nov 22;20(17):2973-84 PMID: 15189818
Article Info
Journal
BMC genomics
Abbr.
BMC Genomics
ISSN
1471-2164
Published
2010-05-11
Epub
2010-00-11
Pages
294
Language
English
Region
England
NLM ID
100965258
PMCID
PMC2894801
Subset
IM
Grants
Wellcome Trust · United Kingdom
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