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PMID: 15033600 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't Review

Database development in toxicogenomics: issues and efforts.

Environmental health perspectives ·Vol. 112 ·No. 4 ·2004-03-00 ·Pages 495-505

Mattes WB, Pettit SD, Sansone SA, Bushel PR, Waters MD

Abstract

The marriage of toxicology and genomics has created not only opportunities but also novel informatics challenges. As with the larger field of gene expression analysis, toxicogenomics faces the problems of probe annotation and data comparison across different array platforms. Toxicogenomics studies are generally built on standard toxicology studies generating biological end point data, and as such, one goal of toxicogenomics is to detect relationships between changes in gene expression and in those biological parameters. These challenges are best addressed through data collection into a well-designed toxicogenomics database. A successful publicly accessible toxicogenomics database will serve as a repository for data sharing and as a resource for analysis, data mining, and discussion. It will offer a vehicle for harmonizing nomenclature and analytical approaches and serve as a reference for regulatory organizations to evaluate toxicogenomics data submitted as part of registrations. Such a database would capture the experimental context of in vivo studies with great fidelity such that the dynamics of the dose response could be probed statistically with confidence. This review presents the collaborative efforts between the European Molecular Biology Laboratory-European Bioinformatics Institute ArrayExpress, the International Life Sciences Institute Health and Environmental Science Institute, and the National Institute of Environmental Health Sciences National Center for Toxigenomics Chemical Effects in Biological Systems knowledge base. The goal of this collaboration is to establish public infrastructure on an international scale and examine other developments aimed at establishing toxicogenomics databases. In this review we discuss several issues common to such databases: the requirement for identifying minimal descriptors to represent the experiment, the demand for standardizing data storage and exchange formats, the challenge of creating standardized nomenclature and ontologies to describe biological data, the technical problems involved in data upload, the necessity of defining parameters that assess and record data quality, and the development of standardized analytical approaches.

MeSH Terms
Animals Databases, Genetic Humans Information Storage and Retrieval International Cooperation Reference Values Research Design Terminology as Topic Toxicogenetics/statistics & numerical data
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Mattes William B
Pfizer Inc, Groton, Connecticut, USA. [email protected]
Pettit Syril D
Sansone Susanna-Assunta
Bushel Pierre R
Waters Michael D
References (34)
34 references, click to expand
  1. Toxicogenomics in risk assessment: an overview of an HESI collaborative research program.
    Environ Health Perspect. 2004 Mar;112(4):417-9 PMID: 15033589
  2. Assessing gene significance from cDNA microarray expression data via mixed models.
    J Comput Biol. 2001;8(6):625-37 PMID: 11747616
  3. Cluster analysis and display of genome-wide expression patterns.
    Proc Natl Acad Sci U S A. 1998 Dec 8;95(25):14863-8 PMID: 9843981
  4. Microarray databases: standards and ontologies.
    Nat Genet. 2002 Dec;32 Suppl:469-73 PMID: 12454640
  5. Quantitative monitoring of gene expression patterns with a complementary DNA microarray.
    Science. 1995 Oct 20;270(5235):467-70 PMID: 7569999
  6. Application of genomics to toxicology research.
    Environ Health Perspect. 2002 Dec;110 Suppl 6:919-23 PMID: 12634120
  7. Design and implementation of microarray gene expression markup language (MAGE-ML).
    Genome Biol. 2002 Aug 23;3(9):RESEARCH0046 PMID: 12225585
  8. RefSeq and LocusLink: NCBI gene-centered resources.
    Nucleic Acids Res. 2001 Jan 1;29(1):137-40 PMID: 11125071
  9. Minimum information about a microarray experiment (MIAME)-toward standards for microarray data.
    Nat Genet. 2001 Dec;29(4):365-71 PMID: 11726920
  10. Medical applications of microarray technologies: a regulatory science perspective.
    Nat Genet. 2002 Dec;32 Suppl:474-9 PMID: 12454641
  11. Computational selection of distinct class- and subclass-specific gene expression signatures.
    J Biomed Inform. 2002 Jun;35(3):160-70 PMID: 12669979
  12. MAD: a suite of tools for microarray data management and processing.
    Bioinformatics. 2000 Oct;16(10):946-7 PMID: 11120686
  13. A relational schema for both array-based and SAGE gene expression experiments.
    Bioinformatics. 2001 Apr;17(4):300-8 PMID: 11301298
  14. MAPS: a microarray project system for gene expression experiment information and data validation.
    Bioinformatics. 2001 Jun;17(6):564-5 PMID: 11395436
  15. The distributed annotation system.
    BMC Bioinformatics. 2001;2:7 PMID: 11667947
  16. Annotation and cross-indexing of array elements on multiple platforms.
    Environ Health Perspect. 2004 Mar;112(4):506-10 PMID: 15033601
  17. The Stanford Microarray Database: data access and quality assessment tools.
    Nucleic Acids Res. 2003 Jan 1;31(1):94-6 PMID: 12519956
  18. Microarray data quality analysis: lessons from the AFGC project. Arabidopsis Functional Genomics Consortium.
    Plant Mol Biol. 2002 Jan;48(1-2):119-31 PMID: 11860205
  19. A new approach to decoding life: systems biology.
    Annu Rev Genomics Hum Genet. 2001;2:343-72 PMID: 11701654
  20. Data management and analysis for gene expression arrays.
    Nat Genet. 1998 Sep;20(1):19-23 PMID: 9731524
  21. Gene Expression Omnibus: NCBI gene expression and hybridization array data repository.
    Nucleic Acids Res. 2002 Jan 1;30(1):207-10 PMID: 11752295
  22. The UDP glucuronosyltransferase gene superfamily: suggested nomenclature based on evolutionary divergence.
    DNA Cell Biol. 1991 Sep;10(7):487-94 PMID: 1909870
  23. Gene expression informatics--it's all in your mine.
    Nat Genet. 1999 Jan;21(1 Suppl):51-5 PMID: 9915502
  24. Expression monitoring by hybridization to high-density oligonucleotide arrays.
    Nat Biotechnol. 1996 Dec;14(13):1675-80 PMID: 9634850
  25. Toxicogenomics: a new revolution in drug safety.
    Drug Discov Today. 2002 Jul 1;7(13):728-36 PMID: 12110229
  26. Standards for microarray data.
    Science. 2002 Oct 18;298(5593):539 PMID: 12387284
  27. Differential gene expression technologies for identifying surrogate markers of drug efficacy and toxicity.
    Drug Discov Today. 2000 Dec 1;5(12):560-568 PMID: 11102856
  28. ArrayTrack--supporting toxicogenomic research at the U.S. Food and Drug Administration National Center for Toxicological Research.
    Environ Health Perspect. 2003 Nov;111(15):1819-26 PMID: 14630514
  29. CGO: utilizing and integrating gene expression microarray data in clinical research and data management.
    Bioinformatics. 2002 Feb;18(2):327-8 PMID: 11847084
  30. Gene ontology: tool for the unification of biology. The Gene Ontology Consortium.
    Nat Genet. 2000 May;25(1):25-9 PMID: 10802651
  31. Gene expression studies using microarrays: principles, problems, and prospects.
    Adv Physiol Educ. 2002 Dec;26(1-4):256-70 PMID: 12443997
  32. Statistical process control for large scale microarray experiments.
    Bioinformatics. 2002;18 Suppl 1:S155-63 PMID: 12169543
  33. ArrayExpress--a public repository for microarray gene expression data at the EBI.
    Nucleic Acids Res. 2003 Jan 1;31(1):68-71 PMID: 12519949
  34. Issues in cDNA microarray analysis: quality filtering, channel normalization, models of variations and assessment of gene effects.
    Nucleic Acids Res. 2001 Jun 15;29(12):2549-57 PMID: 11410663
Article Info
Journal
Environmental health perspectives
Abbr.
Environ Health Perspect
ISSN
0091-6765
Published
2004-03-00
Pages
495-505
Language
English
Region
United States
NLM ID
0330411
PMCID
PMC1241904
Subset
IM
Analysis Services
Analysis Services

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