Genome-wide identification of the regulatory targets of a transcription factor using biochemical characterization and computational genomic analysis

BMC Bioinformatics. 2005 Nov 18:6:275. doi: 10.1186/1471-2105-6-275.

Abstract

Background: A major challenge in computational genomics is the development of methodologies that allow accurate genome-wide prediction of the regulatory targets of a transcription factor. We present a method for target identification that combines experimental characterization of binding requirements with computational genomic analysis.

Results: Our method identified potential target genes of the transcription factor Ndt80, a key transcriptional regulator involved in yeast sporulation, using the combined information of binding affinity, positional distribution, and conservation of the binding sites across multiple species. We have also developed a mathematical approach to compute the false positive rate and the total number of targets in the genome based on the multiple selection criteria.

Conclusion: We have shown that combining biochemical characterization and computational genomic analysis leads to accurate identification of the genome-wide targets of a transcription factor. The method can be extended to other transcription factors and can complement other genomic approaches to transcriptional regulation.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Amino Acid Motifs
  • Binding Sites
  • Chromatin Immunoprecipitation
  • Computational Biology / methods*
  • DNA-Binding Proteins / chemistry
  • False Positive Reactions
  • Genome, Fungal*
  • Genomics / methods*
  • Models, Genetic
  • Models, Statistical
  • Models, Theoretical
  • Open Reading Frames
  • Protein Binding
  • Recombinant Fusion Proteins / chemistry
  • Saccharomyces cerevisiae Proteins / chemistry
  • Software
  • Time Factors
  • Transcription Factors / chemistry
  • Transcription Factors / genetics
  • Transcription Factors / metabolism
  • Transcription, Genetic

Substances

  • DNA-Binding Proteins
  • NDT80 protein, S cerevisiae
  • Recombinant Fusion Proteins
  • Saccharomyces cerevisiae Proteins
  • Transcription Factors