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PMID: 19890324 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't

Combinatorial binding predicts spatio-temporal cis-regulatory activity.

Nature ·Vol. 462 ·No. 7269 ·2009-11-05 ·Pages 65-70

Zinzen RP, Girardot C, Gagneur J, Braun M, Furlong EE

Abstract

Development requires the establishment of precise patterns of gene expression, which are primarily controlled by transcription factors binding to cis-regulatory modules. Although transcription factor occupancy can now be identified at genome-wide scales, decoding this regulatory landscape remains a daunting challenge. Here we used a novel approach to predict spatio-temporal cis-regulatory activity based only on in vivo transcription factor binding and enhancer activity data. We generated a high-resolution atlas of cis-regulatory modules describing their temporal and combinatorial occupancy during Drosophila mesoderm development. The binding profiles of cis-regulatory modules with characterized expression were used to train support vector machines to predict five spatio-temporal expression patterns. In vivo transgenic reporter assays demonstrate the high accuracy of these predictions and reveal an unanticipated plasticity in transcription factor binding leading to similar expression. This data-driven approach does not require previous knowledge of transcription factor sequence affinity, function or expression, making it widely applicable.

MeSH Terms
Animals Animals, Genetically Modified Artificial Intelligence Chromatin Immunoprecipitation Conserved Sequence/genetics Databases, Genetic Drosophila melanogaster/embryology,genetics Enhancer Elements, Genetic/genetics Gene Expression Regulation, Developmental/genetics Genes, Reporter/genetics Mesoderm/embryology,metabolism Models, Genetic Protein Binding Time Factors Transcription Factors/metabolism
Chemicals
Transcription Factors
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Zinzen Robert P
European Molecular Biology Laboratory, D-69117 Heidelberg, Germany.
Girardot Charles
Gagneur Julien
Braun Martina
Furlong Eileen E M
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Article Info
Journal
Nature
Abbr.
Nature
ISSN
1476-4687
Published
2009-11-05
Pages
65-70
Language
English
Region
England
NLM ID
0410462
Subset
IM
Analysis Services
Analysis Services

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