Inferring transcription factor complexes from ChIP-seq data

被引:93
作者
Whitington, Tom [1 ]
Frith, Martin C. [2 ]
Johnson, James [1 ]
Bailey, Timothy L. [1 ]
机构
[1] Univ Queensland, Inst Mol Biosci, Brisbane, Qld 4072, Australia
[2] Inst Adv Ind Sci & Technol, Computat Biol Res Ctr, Koto Ku, Tokyo 1350064, Japan
基金
美国国家卫生研究院;
关键词
DNA-BINDING SITES; ACTIVATION; AP-1; ELEMENTS; PU.1; JUN;
D O I
10.1093/nar/gkr341
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Chromatin immunoprecipitation followed by high-throughput sequencing (ChIP-seq) allows researchers to determine the genome-wide binding locations of individual transcription factors (TFs) at high resolution. This information can be interrogated to study various aspects of TF behaviour, including the mechanisms that control TF binding. Physical interaction between TFs comprises one important aspect of TF binding in eukaryotes, mediating tissue-specific gene expression. We have developed an algorithm, spaced motif analysis (SpaMo), which is able to infer physical interactions between the given TF and TFs bound at neighbouring sites at the DNA interface. The algorithm predicts TF interactions in half of the ChIP-seq data sets we test, with the majority of these predictions supported by direct evidence from the literature or evidence of homodimerization. High resolution motif spacing information obtained by this method can facilitate an improved understanding of individual TF complex structures. SpaMo can assist researchers in extracting maximum information relating to binding mechanisms from their TF ChIP-seq data. SpaMo is available for download and interactive use as part of the MEME Suite (http://meme.nbcr.net).
引用
收藏
页数:11
相关论文
共 45 条
  • [1] MEME SUITE: tools for motif discovery and searching
    Bailey, Timothy L.
    Boden, Mikael
    Buske, Fabian A.
    Frith, Martin
    Grant, Charles E.
    Clementi, Luca
    Ren, Jingyuan
    Li, Wilfred W.
    Noble, William S.
    [J]. NUCLEIC ACIDS RESEARCH, 2009, 37 : W202 - W208
  • [2] Universal protein-binding microarrays for the comprehensive characterization of the DNA-binding specificities of transcription factors
    Berger, Michael F.
    Bulyk, Martha L.
    [J]. NATURE PROTOCOLS, 2009, 4 (03) : 393 - 411
  • [3] The Protein Data Bank
    Berman, HM
    Westbrook, J
    Feng, Z
    Gilliland, G
    Bhat, TN
    Weissig, H
    Shindyalov, IN
    Bourne, PE
    [J]. NUCLEIC ACIDS RESEARCH, 2000, 28 (01) : 235 - 242
  • [4] Identification and analysis of functional elements in 1% of the human genome by the ENCODE pilot project
    Birney, Ewan
    Stamatoyannopoulos, John A.
    Dutta, Anindya
    Guigo, Roderic
    Gingeras, Thomas R.
    Margulies, Elliott H.
    Weng, Zhiping
    Snyder, Michael
    Dermitzakis, Emmanouil T.
    Stamatoyannopoulos, John A.
    Thurman, Robert E.
    Kuehn, Michael S.
    Taylor, Christopher M.
    Neph, Shane
    Koch, Christoph M.
    Asthana, Saurabh
    Malhotra, Ankit
    Adzhubei, Ivan
    Greenbaum, Jason A.
    Andrews, Robert M.
    Flicek, Paul
    Boyle, Patrick J.
    Cao, Hua
    Carter, Nigel P.
    Clelland, Gayle K.
    Davis, Sean
    Day, Nathan
    Dhami, Pawandeep
    Dillon, Shane C.
    Dorschner, Michael O.
    Fiegler, Heike
    Giresi, Paul G.
    Goldy, Jeff
    Hawrylycz, Michael
    Haydock, Andrew
    Humbert, Richard
    James, Keith D.
    Johnson, Brett E.
    Johnson, Ericka M.
    Frum, Tristan T.
    Rosenzweig, Elizabeth R.
    Karnani, Neerja
    Lee, Kirsten
    Lefebvre, Gregory C.
    Navas, Patrick A.
    Neri, Fidencio
    Parker, Stephen C. J.
    Sabo, Peter J.
    Sandstrom, Richard
    Shafer, Anthony
    [J]. NATURE, 2007, 447 (7146) : 799 - 816
  • [5] Second derivatives in generalized born theory
    Brown, Russell A.
    Case, David A.
    [J]. JOURNAL OF COMPUTATIONAL CHEMISTRY, 2006, 27 (14) : 1662 - 1675
  • [6] C/EBPα:: AP-1 leucine zipper heterodimers bind novel DNA elements, activate the PU.1 promoter and direct monocyte lineage commitment more potently than C/EBPα homodimers or AP-1
    Cai, D. H.
    Wang, D.
    Keefer, J.
    Yeamans, C.
    Hensley, K.
    Friedman, A. D.
    [J]. ONCOGENE, 2008, 27 (19) : 2772 - 2779
  • [7] Structure of the DNA binding domains from NFAT, Fos and Jun bound specifically to DNA
    Chen, L
    Glover, JNM
    Hogan, PG
    Rao, A
    Harrison, SC
    [J]. NATURE, 1998, 392 (6671) : 42 - 48
  • [8] DeLano W.L., 2002, The PyMOL molecular graphics system
  • [9] Crystallization and characterization of PU.1/IRF-4/DNA ternary complex
    Escalante, CR
    Shen, LY
    Escalante, MC
    Brass, AL
    Edwards, TA
    Singh, H
    Aggarwal, AK
    [J]. JOURNAL OF STRUCTURAL BIOLOGY, 2002, 139 (01) : 55 - 59
  • [10] Discovering sequence motifs with arbitrary insertions and deletions
    Frith, Martin C.
    Saunders, Neil F. W.
    Kobe, Bostjan
    Bailey, Timothy L.
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2008, 4 (05)