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PMID: 16381970 Published · ppublish English Evaluation Study Journal Article Research Support, Non-U.S. Gov't

DBD: a transcription factor prediction database.

Nucleic acids research ·Vol. 34 ·No. Database issue ·2006-01-01 ·Pages D74-81

Kummerfeld SK, Teichmann SA

Abstract

Regulation of gene expression influences almost all biological processes in an organism; sequence-specific DNA-binding transcription factors are critical to this control. For most genomes, the repertoire of transcription factors is only partially known. Hitherto transcription factor identification has been largely based on genome annotation pipelines that use pairwise sequence comparisons, which detect only those factors similar to known genes, or on functional classification schemes that amalgamate many types of proteins into the category of 'transcription factor'. Using a novel transcription factor identification method, the DBD transcription factor database fills this void, providing genome-wide transcription factor predictions for organisms from across the tree of life. The prediction method behind DBD identifies sequence-specific DNA-binding transcription factors through homology using profile hidden Markov models (HMMs) of domains. Thus, it is limited to factors that are homologus to those HMMs. The collection of HMMs is taken from two existing databases (Pfam and SUPERFAMILY), and is limited to models that exclusively detect transcription factors that specifically recognize DNA sequences. It does not include basal transcription factors or chromatin-associated proteins, for instance. Based on comparison with experimentally verified annotation, the prediction procedure is between 95% and 99% accurate. Between one quarter and one-half of our genome-wide predicted transcription factors represent previously uncharacterized proteins. The DBD (www.transcriptionfactor.org) consists of predicted transcription factor repertoires for 150 completely sequenced genomes, their domain assignments and the hand curated list of DNA-binding domain HMMs. Users can browse, search or download the predictions by genome, domain family or sequence identifier, view families of transcription factors based on domain architecture and receive predictions for a protein sequence.

MeSH Terms
Animals DNA-Binding Proteins/chemistry Databases, Protein Internet Markov Chains Mice Protein Structure, Tertiary Sequence Homology, Amino Acid Transcription Factors/chemistry User-Computer Interface
Chemicals
DNA-Binding Proteins Transcription Factors
Authors & Affiliations
2 authors, click to expand affiliations / ORCID
Kummerfeld Sarah K
MRC Laboratory of Molecular Biology, Hills Road, Cambridge CB2 2QH, UK. skk@mrc-lmb.cam.ac.uk
Teichmann Sarah A
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Article Info
Journal
Nucleic acids research
Abbr.
Nucleic Acids Res
ISSN
1362-4962
Published
2006-01-01
Pages
D74-81
Language
English
Region
England
NLM ID
0411011
PMCID
PMC1347493
Subset
IM
Grants
Medical Research Council · MC_U105161047 · United Kingdom
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