Defining the Plasticity of Transcription Factor Binding Sites by Deconstructing DNA Consensus Sequences: The PhoP-Binding Sites among Gamma/Enterobacteria

被引:32
|
作者
Harari, Oscar [1 ,2 ]
Park, Sun-Yang [3 ]
Huang, Henry [3 ]
Groisman, Eduardo A. [3 ,4 ]
Zwir, Igor [1 ,3 ,4 ]
机构
[1] Univ Granada, Dept Comp Sci & Artificial Intelligence, Granada, Spain
[2] Washington Univ, Sch Med, Dept Psychiat, St Louis, MO 63110 USA
[3] Washington Univ, Sch Med, Dept Mol Microbiol, St Louis, MO 63110 USA
[4] Washington Univ, Sch Med, Howard Hughes Med Inst, St Louis, MO 63110 USA
关键词
FUZZY-LOGIC CONTROLLERS; ESCHERICHIA-COLI; MOLECULAR CHARACTERIZATION; SALMONELLA-TYPHIMURIUM; REGULATORY NETWORK; PROTEIN; DISCOVERY; GENOME; GENES; IDENTIFICATION;
D O I
10.1371/journal.pcbi.1000862
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Transcriptional regulators recognize specific DNA sequences. Because these sequences are embedded in the background of genomic DNA, it is hard to identify the key cis-regulatory elements that determine disparate patterns of gene expression. The detection of the intra- and inter-species differences among these sequences is crucial for understanding the molecular basis of both differential gene expression and evolution. Here, we address this problem by investigating the target promoters controlled by the DNA-binding PhoP protein, which governs virulence and Mg2+ homeostasis in several bacterial species. PhoP is particularly interesting; it is highly conserved in different gamma/enterobacteria, regulating not only ancestral genes but also governing the expression of dozens of horizontally acquired genes that differ from species to species. Our approach consists of decomposing the DNA binding site sequences for a given regulator into families of motifs (i.e., termed submotifs) using a machine learning method inspired by the "Divide & Conquer'' strategy. By partitioning a motif into sub-patterns, computational advantages for classification were produced, resulting in the discovery of new members of a regulon, and alleviating the problem of distinguishing functional sites in chromatin immunoprecipitation and DNA microarray genome-wide analysis. Moreover, we found that certain partitions were useful in revealing biological properties of binding site sequences, including modular gains and losses of PhoP binding sites through evolutionary turnover events, as well as conservation in distant species. The high conservation of PhoP submotifs within gamma/enterobacteria, as well as the regulatory protein that recognizes them, suggests that the major cause of divergence between related species is not due to the binding sites, as was previously suggested for other regulators. Instead, the divergence may be attributed to the fast evolution of orthologous target genes and/or the promoter architectures resulting from the interaction of those binding sites with the RNA polymerase.
引用
收藏
页数:20
相关论文
共 50 条
  • [11] Predicting conformational ensembles and genome-wide transcription factor binding sites from DNA sequences
    Andrabi, Munazah
    Hutchins, Andrew Paul
    Miranda-Saavedra, Diego
    Kono, Hidetoshi
    Nussinov, Ruth
    Mizuguchi, Kenji
    Ahmad, Shandar
    SCIENTIFIC REPORTS, 2017, 7
  • [12] DNA replication efficiency depends on transcription factor-binding sites
    Turner, WJ
    Woodworth, ME
    JOURNAL OF VIROLOGY, 2001, 75 (12) : 5638 - 5645
  • [13] Conformational and physicochemical DNA features specific for transcription factor binding sites
    Ponomarenko, JV
    Ponomarenko, MP
    Frolov, AS
    Vorobyev, DG
    Overton, GC
    Kolchanov, NA
    BIOINFORMATICS, 1999, 15 (7-8) : 654 - 668
  • [14] Genomic DNA sequence and transcription factor binding sites of mouse Ninjurin
    Moon, AR
    Oh, GT
    Kim, JW
    Choi, YJ
    Choe, IS
    DNA SEQUENCE, 2001, 12 (5-6): : 385 - 395
  • [15] An information transmission model for transcription factor binding at regulatory DNA sites
    Tan, Mingfeng
    Yu, Dong
    Jin, Yuan
    Dou, Lei
    Li, Beiping
    Wang, Yuelan
    Yue, Junjie
    Liang, Long
    THEORETICAL BIOLOGY AND MEDICAL MODELLING, 2012, 9
  • [16] Transcription factor binding sites are highly enriched within microRNA precursor sequences
    Piriyapongsa, Jittima
    Jordan, I. King
    Conley, Andrew B.
    Ronan, Tom
    Smalheiser, Neil R.
    BIOLOGY DIRECT, 2011, 6
  • [17] Transcription factor binding sites are highly enriched within microRNA precursor sequences
    Jittima Piriyapongsa
    I King Jordan
    Andrew B Conley
    Tom Ronan
    Neil R Smalheiser
    Biology Direct, 6
  • [18] The Robustness and Evolvability of Transcription Factor Binding Sites
    Payne, Joshua L.
    Wagner, Andreas
    SCIENCE, 2014, 343 (6173) : 875 - 877
  • [19] Position dependencies in transcription factor binding sites
    Tomovic, Andrija
    Oakeley, Edward J.
    BIOINFORMATICS, 2007, 23 (08) : 933 - 941