Abstract
The identification of transcription factor binding sites is difficult since they are only a small number of nucleotides in size, resulting in large numbers of false positives and false negatives in current approaches. Computational methods to reduce false positives are to look for over-representation of transcription factor binding sites in a set of similarly regulated promoters or to look for conservation in orthologous promoter alignments. We have developed a novel tool, "CORE_TF" (Conserved and Over-REpresented Transcription Factor binding sites) that identifies common transcription factor binding sites in promoters of co-regulated genes. To improve upon existing binding site predictions, the tool searches for position weight matrices from the TRANSFAC R database that are over-represented in an experimental set compared to a random set of promoters and identifies cross-species conservation of the predicted transcription factor binding sites. The algorithm has been evaluated with expression and chromatin-immunoprecipitation on microarray data. We also implement and demonstrate the importance of matching the random set of promoters to the experimental promoters by GC content, which is a unique feature of our tool. The program CORE_TF is accessible in a user friendly web interface at http://www.LGTC.nl/CORE_TF. It provides a table of over-represented transcription factor binding sites in the users input genes' promoters and a graphical view of evolutionary conserved transcription factor binding sites. In our test data sets it successfully predicts target transcription factors and their binding sites.
MeSH Terms
Algorithms
Animals
Artificial Intelligence
Base Composition
Binding Sites
Chromatin Immunoprecipitation
Databases, Genetic
Evolution, Molecular
Gene Expression Regulation
Humans
Internet
Oligonucleotide Array Sequence Analysis
Promoter Regions, Genetic
Sequence Alignment/methods
Software
Transcription Factors/chemistry,genetics,metabolism
User-Computer Interface
Chemicals
Transcription Factors
Authors & Affiliations
6 authors, click to expand affiliations / ORCID
Hestand Matthew S
The Center for Human and Clinical Genetics, Leiden University Medical Center, Postzone S4-0P, PO Box 9600, 2300 RC Leiden, The Netherlands.
[email protected]
van Galen Michiel
Villerius Michel P
van Ommen Gert-Jan B
den Dunnen Johan T
't Hoen Peter A C
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