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PMID: 21624134 Published · epublish English Journal Article Meta-Analysis Research Support, U.S. Gov't, P.H.S. Validation Study

Meta-analysis of microarray data using a pathway-based approach identifies a 37-gene expression signature for systemic lupus erythematosus in human peripheral blood mononuclear cells.

BMC medicine ·Vol. 9 ·2011-05-30 ·Pages 65

Arasappan D, Tong W, Mummaneni P, Fang H, Amur S

Abstract

A number of publications have reported the use of microarray technology to identify gene expression signatures to infer mechanisms and pathways associated with systemic lupus erythematosus (SLE) in human peripheral blood mononuclear cells. However, meta-analysis approaches with microarray data have not been well-explored in SLE. In this study, a pathway-based meta-analysis was applied to four independent gene expression oligonucleotide microarray data sets to identify gene expression signatures for SLE, and these data sets were confirmed by a fifth independent data set. Differentially expressed genes (DEGs) were identified in each data set by comparing expression microarray data from control samples and SLE samples. Using Ingenuity Pathway Analysis software, pathways associated with the DEGs were identified in each of the four data sets. Using the leave one data set out pathway-based meta-analysis approach, a 37-gene metasignature was identified. This SLE metasignature clearly distinguished SLE patients from controls as observed by unsupervised learning methods. The final confirmation of the metasignature was achieved by applying the metasignature to a fifth independent data set. The novel pathway-based meta-analysis approach proved to be a useful technique for grouping disparate microarray data sets. This technique allowed for validated conclusions to be drawn across four different data sets and confirmed by an independent fifth data set. The metasignature and pathways identified by using this approach may serve as a source for identifying therapeutic targets for SLE and may possibly be used for diagnostic and monitoring purposes. Moreover, the meta-analysis approach provides a simple, intuitive solution for combining disparate microarray data sets to identify a strong metasignature.

MeSH Terms
Computational Biology/methods Gene Expression Profiling Humans Leukocytes, Mononuclear/metabolism Lupus Erythematosus, Systemic/diagnosis Microarray Analysis Software
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Arasappan Dhivya
National Center for Toxicological Research, US Food and Drug Administration, 3900 NCTR Road, Jefferson, AR 72079, USA.
Tong Weida
Mummaneni Padmaja
Fang Hong
Amur Shashi
References (36)
36 references, click to expand
  1. Glucocorticoid modulation of cytokine signaling.
    Tissue Antigens. 2006 Jul;68(1):1-12 PMID: 16774534
  2. Potential role of IFNα in adult lupus.
    Arthritis Res Ther. 2010;12 Suppl 1:S3 PMID: 20392290
  3. Interferon-inducible gene expression signature in peripheral blood cells of patients with severe lupus.
    Proc Natl Acad Sci U S A. 2003 Mar 4;100(5):2610-5 PMID: 12604793
  4. Defective T-cell ERK signaling induces interferon-regulated gene expression and overexpression of methylation-sensitive genes similar to lupus patients.
    Genes Immun. 2008 Jun;9(4):368-78 PMID: 18523434
  5. Microarray analysis of glomerular gene expression in murine lupus nephritis.
    J Pharmacol Sci. 2008 Jan;106(1):56-67 PMID: 18187931
  6. Kallikrein genes are associated with lupus and glomerular basement membrane-specific antibody-induced nephritis in mice and humans.
    J Clin Invest. 2009 Apr;119(4):911-23 PMID: 19307730
  7. Blood leukocyte microarrays to diagnose systemic onset juvenile idiopathic arthritis and follow the response to IL-1 blockade.
    J Exp Med. 2007 Sep 3;204(9):2131-44 PMID: 17724127
  8. Akt phosphorylation of La regulates specific mRNA translation in glial progenitors.
    Oncogene. 2009 Jan 8;28(1):128-39 PMID: 18836485
  9. Novel expression signatures identified by transcriptional analysis of separated leucocyte subsets in systemic lupus erythematosus and vasculitis.
    Ann Rheum Dis. 2010 Jun;69(6):1208-13 PMID: 19815495
  10. 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
  11. Interferon and granulopoiesis signatures in systemic lupus erythematosus blood.
    J Exp Med. 2003 Mar 17;197(6):711-23 PMID: 12642603
  12. IL10R1 loss-of-function alleles in rheumatoid arthritis and systemic lupus erythematosus.
    Clin Exp Rheumatol. 2009 Jul-Aug;27(4):603-8 PMID: 19772791
  13. MammaPrint 70-gene signature: another milestone in personalized medical care for breast cancer patients.
    Expert Rev Mol Diagn. 2009 Jul;9(5):417-22 PMID: 19580427
  14. Jak/STAT signaling is involved in the inflammatory infiltration of the kidneys in MRL/lpr mice.
    Lupus. 2010 Sep;19(10):1171-80 PMID: 20501525
  15. A large-scale replication study identifies TNIP1, PRDM1, JAZF1, UHRF1BP1 and IL10 as risk loci for systemic lupus erythematosus.
    Nat Genet. 2009 Nov;41(11):1228-33 PMID: 19838195
  16. Profiling meta-analysis reveals primarily gene coexpression concordance between systemic lupus erythematosus and rheumatoid arthritis.
    Ann N Y Acad Sci. 2007 Sep;1110:33-46 PMID: 17911418
  17. How the study of children with rheumatic diseases identified interferon-alpha and interleukin-1 as novel therapeutic targets.
    Immunol Rev. 2008 Jun;223:39-59 PMID: 18613829
  18. A latent variable approach for meta-analysis of gene expression data from multiple microarray experiments.
    BMC Bioinformatics. 2007 Sep 27;8:364 PMID: 17900369
  19. Longitudinal expression of type I interferon responsive genes in systemic lupus erythematosus.
    Lupus. 2009 Oct;18(11):980-9 PMID: 19762399
  20. Molecular characterization of ovarian cancer by gene-expression profiling.
    Gynecol Oncol. 2010 Jul;118(1):88-92 PMID: 20439111
  21. Large-scale meta-analysis of cancer microarray data identifies common transcriptional profiles of neoplastic transformation and progression.
    Proc Natl Acad Sci U S A. 2004 Jun 22;101(25):9309-14 PMID: 15184677
  22. Systemic lupus erythematosus arising during interferon-alpha therapy for cryoglobulinemic vasculitis associated with hepatitis C.
    Clin Rheumatol. 2005 Apr;24(2):178-81 PMID: 15565395
  23. A modular analysis framework for blood genomics studies: application to systemic lupus erythematosus.
    Immunity. 2008 Jul 18;29(1):150-64 PMID: 18631455
  24. Type I interferon receptor controls B-cell expression of nucleic acid-sensing Toll-like receptors and autoantibody production in a murine model of lupus.
    Arthritis Res Ther. 2009;11(4):R112 PMID: 19624844
  25. Activation of the interferon-alpha pathway identifies a subgroup of systemic lupus erythematosus patients with distinct serologic features and active disease.
    Arthritis Rheum. 2005 May;52(5):1491-503 PMID: 15880830
  26. Transcript profiling towards personalised medicine in rheumatoid arthritis.
    Neth J Med. 2009 Dec;67(11):364-71 PMID: 20009112
  27. Prognostic meta-signature of breast cancer developed by two-stage mixture modeling of microarray data.
    BMC Genomics. 2004 Dec 14;5(1):94 PMID: 15598354
  28. Differences in gene expression between B-cell chronic lymphocytic leukemia and normal B cells: a meta-analysis of three microarray studies.
    Bioinformatics. 2004 Nov 22;20(17):3166-78 PMID: 15231529
  29. Association of a gene expression profile from whole blood with disease activity in systemic lupus erythaematosus.
    Ann Rheum Dis. 2008 Aug;67(8):1069-75 PMID: 18063674
  30. Emerging new pathways of pathogenesis and targets for treatment in systemic lupus erythematosus and Sjogren's syndrome.
    Curr Opin Rheumatol. 2009 Sep;21(5):443-7 PMID: 19584730
  31. Systemic lupus erythematosus: all roads lead to type I interferons.
    Curr Opin Immunol. 2006 Dec;18(6):676-82 PMID: 17011763
  32. Association of increased interferon-inducible gene expression with disease activity and lupus nephritis in patients with systemic lupus erythematosus.
    Arthritis Rheum. 2006 Sep;54(9):2951-62 PMID: 16947629
  33. How is gene-expression profiling going to challenge the future management of lung cancer?
    Future Oncol. 2009 Aug;5(6):827-35 PMID: 19663732
  34. Interferon-regulated chemokines as biomarkers of systemic lupus erythematosus disease activity: a validation study.
    Arthritis Rheum. 2009 Oct;60(10):3098-107 PMID: 19790071
  35. The central role of dendritic cells and interferon-alpha in SLE.
    Curr Opin Rheumatol. 2003 Sep;15(5):548-56 PMID: 12960479
  36. The type I interferon system in systemic lupus erythematosus.
    Arthritis Rheum. 2006 Feb;54(2):408-20 PMID: 16447217
Article Info
Journal
BMC medicine
Abbr.
BMC Med
ISSN
1741-7015
Published
2011-05-30
Epub
2011-00-30
Pages
65
Language
English
Region
England
NLM ID
101190723
PMCID
PMC3126731
Subset
IM
Analysis Services
Analysis Services

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