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Distinguishing between genomic regions bound by paralogous transcription factors

Publication ,  Journal Article
Munteanu, A; Gordân, R
Published in: Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics
April 3, 2013

Transcription factors (TFs) regulate gene expression by binding to specific DNA sites in cis regulatory regions of genes. Most eukaryotic TFs are members of protein families that share a common DNA binding domain and often recognize highly similar DNA sequences. Currently, it is not well understood why closely related TFs are able to bind different genomic regions in vivo, despite having the potential to interact with the same DNA sites. Here, we use the Myc/Max/Mad family as a model system to investigate whether interactions with additional proteins (co-factors) can explain why paralogous TFs with highly similar DNA binding preferences interact with different genomic sites in vivo. We use a classification approach to distinguish between targets of c-Myc versus Mad2, using features that reflect the DNA binding specificities of putative co-factors. When applied to c-Myc/Mad2 DNA binding data, our algorithm can distinguish between genomic regions bound uniquely by c-Myc versus Mad2 with 87% accuracy. © 2013 Springer-Verlag.

Duke Scholars

Published In

Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics

DOI

EISSN

1611-3349

ISSN

0302-9743

Publication Date

April 3, 2013

Volume

7821 LNBI

Start / End Page

145 / 157

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 46 Information and computing sciences
 

Citation

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Munteanu, A., & Gordân, R. (2013). Distinguishing between genomic regions bound by paralogous transcription factors. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 7821 LNBI, 145–157. https://doi.org/10.1007/978-3-642-37195-0_12
Munteanu, A., and R. Gordân. “Distinguishing between genomic regions bound by paralogous transcription factors.” Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics 7821 LNBI (April 3, 2013): 145–57. https://doi.org/10.1007/978-3-642-37195-0_12.
Munteanu A, Gordân R. Distinguishing between genomic regions bound by paralogous transcription factors. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. 2013 Apr 3;7821 LNBI:145–57.
Munteanu, A., and R. Gordân. “Distinguishing between genomic regions bound by paralogous transcription factors.” Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, vol. 7821 LNBI, Apr. 2013, pp. 145–57. Scopus, doi:10.1007/978-3-642-37195-0_12.
Munteanu A, Gordân R. Distinguishing between genomic regions bound by paralogous transcription factors. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. 2013 Apr 3;7821 LNBI:145–157.

Published In

Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics

DOI

EISSN

1611-3349

ISSN

0302-9743

Publication Date

April 3, 2013

Volume

7821 LNBI

Start / End Page

145 / 157

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 46 Information and computing sciences