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PMID: 20028542 Published · ppublish English Journal Article

A blind deconvolution approach to high-resolution mapping of transcription factor binding sites from ChIP-seq data.

Genome biology ·Vol. 10 ·No. 12 ·2009-00-00 ·Pages R142

Lun DS, Sherrid A, Weiner B, Sherman DR, Galagan JE

Abstract

We present CSDeconv, a computational method that determines locations of transcription factor binding from ChIP-seq data. CSDeconv differs from prior methods in that it uses a blind deconvolution approach that allows closely-spaced binding sites to be called accurately. We apply CSDeconv to novel ChIP-seq data for DosR binding in Mycobacterium tuberculosis and to existing data for GABP in humans and show that it can discriminate binding sites separated by as few as 40 bp.

MeSH Terms
Binding Sites/genetics Chromatin Immunoprecipitation/statistics & numerical data Computational Biology/methods Humans Mycobacterium tuberculosis/genetics Software Transcription Factors/genetics,metabolism
Chemicals
Transcription Factors
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Lun Desmond S
Phenomics and Bioinformatics Research Centre, School of Mathematics and Statistics, and Australian Centre for Plant Functional Genomics, University of South Australia, Mawson Lakes Boulevard, Mawson Lakes, SA 5095, Australia. desmond.lun@unisa.edu.au
Sherrid Ashley
Weiner Brian
Sherman David R
Galagan James E
References (30)
30 references, click to expand
  1. Combining evidence using p-values: application to sequence homology searches.
    Bioinformatics. 1998;14(1):48-54 PMID: 9520501
  2. Mycobacterium bovis BCG response regulator essential for hypoxic dormancy.
    J Bacteriol. 2002 Dec;184(24):6760-7 PMID: 12446625
  3. F-Seq: a feature density estimator for high-throughput sequence tags.
    Bioinformatics. 2008 Nov 1;24(21):2537-8 PMID: 18784119
  4. An integrated software system for analyzing ChIP-chip and ChIP-seq data.
    Nat Biotechnol. 2008 Nov;26(11):1293-300 PMID: 18978777
  5. Comprehensive analysis of CpG islands in human chromosomes 21 and 22.
    Proc Natl Acad Sci U S A. 2002 Mar 19;99(6):3740-5 PMID: 11891299
  6. Genome-wide identification of in vivo protein-DNA binding sites from ChIP-Seq data.
    Nucleic Acids Res. 2008 Sep;36(16):5221-31 PMID: 18684996
  7. Genome-wide maps of chromatin state in pluripotent and lineage-committed cells.
    Nature. 2007 Aug 2;448(7153):553-60 PMID: 17603471
  8. Changes in energy metabolism of Mycobacterium tuberculosis in mouse lung and under in vitro conditions affecting aerobic respiration.
    Proc Natl Acad Sci U S A. 2005 Oct 25;102(43):15629-34 PMID: 16227431
  9. ChIP-seq: welcome to the new frontier.
    Nat Methods. 2007 Aug;4(8):613-4 PMID: 17664943
  10. The 16-kDa alpha-crystallin (Acr) protein of Mycobacterium tuberculosis is required for growth in macrophages.
    Proc Natl Acad Sci U S A. 1998 Aug 4;95(16):9578-83 PMID: 9689123
  11. Model-based analysis of two-color arrays (MA2C).
    Genome Biol. 2007;8(8):R178 PMID: 17727723
  12. The Ets transcription factor GABP is required for cell-cycle progression.
    Nat Cell Biol. 2007 Mar;9(3):339-46 PMID: 17277770
  13. Genome-wide profiles of STAT1 DNA association using chromatin immunoprecipitation and massively parallel sequencing.
    Nat Methods. 2007 Aug;4(8):651-7 PMID: 17558387
  14. Model-based analysis of tiling-arrays for ChIP-chip.
    Proc Natl Acad Sci U S A. 2006 Aug 15;103(33):12457-62 PMID: 16895995
  15. Genome-wide analysis of transcription factor binding sites based on ChIP-Seq data.
    Nat Methods. 2008 Sep;5(9):829-34 PMID: 19160518
  16. Identity of GABP with NRF-2, a multisubunit activator of cytochrome oxidase expression, reveals a cellular role for an ETS domain activator of viral promoters.
    Genes Dev. 1993 Mar;7(3):380-92 PMID: 8383622
  17. Characterization of a two-component system, devR-devS, of Mycobacterium tuberculosis.
    Tuber Lung Dis. 2000;80(3):141-59 PMID: 10970762
  18. Design and analysis of ChIP-seq experiments for DNA-binding proteins.
    Nat Biotechnol. 2008 Dec;26(12):1351-9 PMID: 19029915
  19. PeakSeq enables systematic scoring of ChIP-seq experiments relative to controls.
    Nat Biotechnol. 2009 Jan;27(1):66-75 PMID: 19122651
  20. MEME: discovering and analyzing DNA and protein sequence motifs.
    Nucleic Acids Res. 2006 Jul 1;34(Web Server issue):W369-73 PMID: 16845028
  21. A motif co-occurrence approach for genome-wide prediction of transcription-factor-binding sites in Escherichia coli.
    Genome Res. 2004 Feb;14(2):201-8 PMID: 14762058
  22. Regulation of the Mycobacterium tuberculosis hypoxic response gene encoding alpha -crystallin.
    Proc Natl Acad Sci U S A. 2001 Jun 19;98(13):7534-9 PMID: 11416222
  23. Model-based analysis of ChIP-Seq (MACS).
    Genome Biol. 2008;9(9):R137 PMID: 18798982
  24. Transcriptional Adaptation of Mycobacterium tuberculosis within Macrophages: Insights into the Phagosomal Environment.
    J Exp Med. 2003 Sep 1;198(5):693-704 PMID: 12953091
  25. Extracting transcription factor targets from ChIP-Seq data.
    Nucleic Acids Res. 2009 Sep;37(17):e113 PMID: 19553195
  26. Inhibition of respiration by nitric oxide induces a Mycobacterium tuberculosis dormancy program.
    J Exp Med. 2003 Sep 1;198(5):705-13 PMID: 12953092
  27. Genome-wide mapping of in vivo protein-DNA interactions.
    Science. 2007 Jun 8;316(5830):1497-502 PMID: 17540862
  28. Modeling ChIP sequencing in silico with applications.
    PLoS Comput Biol. 2008 Aug 22;4(8):e1000158 PMID: 18725927
  29. FindPeaks 3.1: a tool for identifying areas of enrichment from massively parallel short-read sequencing technology.
    Bioinformatics. 2008 Aug 1;24(15):1729-30 PMID: 18599518
  30. Rv3133c/dosR is a transcription factor that mediates the hypoxic response of Mycobacterium tuberculosis.
    Mol Microbiol. 2003 May;48(3):833-43 PMID: 12694625
Article Info
Journal
Genome biology
Abbr.
Genome Biol
ISSN
1474-760X
Published
2009-00-00
Epub
2009-00-22
Pages
R142
Language
English
Region
England
NLM ID
100960660
PMCID
PMC2812949
Subset
IM
Analysis Services
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