Background: The regulatory map of a genome consists of the binding sites for proteins that determine the transcription of nearby genes. An initial regulatory map for S. cerevisiae was recently published using six motif discovery programs to analyze genome-wide chromatin immunoprecipitation data for 203 transcription factors. The programs were used to identify sequence motifs that were likely to correspond to the DNA-binding specificity of the immunoprecipitated proteins. We report improved versions of two conservation-based motif discovery algorithms, PhyloCon and Converge. Using these programs, we create a refined regulatory map for S. cerevisiae by reanalyzing the same chromatin immunoprecipitation data. Results: Applying the same conservative criteria that were applied in the original study, we find that PhyloCon and Converge each separately discover more known specificities than the combination of all six programs in the previous study. Combining the results of PhyloCon and Converge, we discover significant sequence motifs for 36 transcription factors that were previously missed. The new set of motifs identifies 636 more regulatory interactions than the previous one. The new network contains 28% more regulatory interactions among transcription factors, evidence of greater cross-talk between regulators. Conclusion: Combining two complementary computational strategies for conservation-based motif discovery improves the ability to identify the specificity of transcriptional regulators from genome-wide chromatin immunoprecipitation data. The increased sensitivity of these methods significantly expands the map of yeast regulatory sites without the need to alter any of the thresholds for statistical significance. The new map of regulatory sites reveals a more elaborate and complex view of the yeast genetic regulatory network than was observed previously.
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Univ Calif San Francisco, Dept Biochem & Biophys, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Biochem & Biophys, San Francisco, CA 94143 USA
Schwartz, MA
Madhani, HD
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Univ Calif San Francisco, Dept Biochem & Biophys, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Biochem & Biophys, San Francisco, CA 94143 USA
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Nanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R ChinaNanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R China
Liu, Hongmei
Yan, Ming
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Nanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R ChinaNanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R China
Yan, Ming
Lai, Cangang
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Nanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R ChinaNanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R China
Lai, Cangang
Xu, Lin
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Nanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R ChinaNanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R China
Xu, Lin
Ouyang, Pingkai
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Nanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R ChinaNanjing Univ Technol, State Key Lab Mat Oriented Chem Engn, Nanjing 210009, Peoples R China
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Emory Univ, Program Genet & Mol Biol, Atlanta, GA 30322 USA
Emory Univ, Dept Biochem, Atlanta, GA 30322 USA
WebbWrites LLC, Durham, NC USAEmory Univ, Program Genet & Mol Biol, Atlanta, GA 30322 USA
Morris, Lydia P.
Conley, Andrew B.
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Georgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Cedars Sinai Med Ctr, Los Angeles, CA 90048 USAEmory Univ, Program Genet & Mol Biol, Atlanta, GA 30322 USA
Conley, Andrew B.
Degtyareva, Natalya
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Emory Univ, Dept Biochem, Atlanta, GA 30322 USAEmory Univ, Program Genet & Mol Biol, Atlanta, GA 30322 USA
Degtyareva, Natalya
Jordan, I. King
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Georgia Inst Technol, Sch Biol, Atlanta, GA 30332 USAEmory Univ, Program Genet & Mol Biol, Atlanta, GA 30322 USA
Jordan, I. King
Doetsch, Paul W.
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Emory Univ, Program Genet & Mol Biol, Atlanta, GA 30322 USA
Emory Univ, Dept Biochem, Atlanta, GA 30322 USA
Emory Univ, Dept Hematol & Med Oncol, Atlanta, GA 30322 USA
Emory Univ, Winship Canc Inst, Atlanta, GA 30322 USAEmory Univ, Program Genet & Mol Biol, Atlanta, GA 30322 USA
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Univ Calif Los Angeles, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USA
Pham, Hung
Ferrari, Roberto
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Univ Calif Los Angeles, Dept Biol Chem, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USA
Ferrari, Roberto
Cokus, Shawn J.
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Univ Calif Los Angeles, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USA
Cokus, Shawn J.
Kurdistani, Siavash K.
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Univ Calif Los Angeles, Dept Biol Chem, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USA
Kurdistani, Siavash K.
Pellegrini, Matteo
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Univ Calif Los Angeles, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USA