DNA Binding Site
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DNA binding sites are a type of
binding site In biochemistry and molecular biology, a binding site is a region on a macromolecule such as a protein that binds to another molecule with specificity. The binding partner of the macromolecule is often referred to as a ligand. Ligands may includ ...
found in
DNA Deoxyribonucleic acid (; DNA) is a polymer composed of two polynucleotide chains that coil around each other to form a double helix. The polymer carries genetic instructions for the development, functioning, growth and reproduction of al ...
where other molecules may bind. DNA binding sites are distinct from other binding sites in that (1) they are part of a DNA sequence (e.g. a genome) and (2) they are bound by DNA-binding proteins. DNA binding sites are often associated with specialized proteins known as transcription factors, and are thus linked to transcriptional regulation. The sum of DNA binding sites of a specific transcription factor is referred to as its cistrome. DNA binding sites also encompasses the targets of other proteins, like restriction enzymes, site-specific recombinases (see site-specific recombination) and methyltransferases. DNA binding sites can be thus defined as short DNA sequences (typically 4 to 30 base pairs long, but up to 200 bp for recombination sites) that are specifically bound by one or more DNA-binding proteins or protein complexes. It has been reported that some binding sites have potential to undergo fast evolutionary change.


Types of DNA binding sites

DNA binding sites can be categorized according to their biological function. Thus, we can distinguish between transcription factor-binding sites, restriction sites and recombination sites. Some authors have proposed that binding sites could also be classified according to their most convenient mode of representation. On the one hand, restriction sites can be generally represented by consensus sequences. This is because they target mostly identical sequences and restriction efficiency decreases abruptly for less similar sequences. On the other hand, DNA binding sites for a given transcription factor are usually all different, with varying degrees of affinity of the transcription factor for the different binding sites. This makes it difficult to accurately represent transcription factor binding sites using consensus sequences, and they are typically represented using position specific frequency matrices (PSFM), which are often graphically depicted using sequence logos. This argument, however, is partly arbitrary. Restriction enzymes, like transcription factors, yield a gradual, though sharp, range of affinities for different sites and are thus also best represented by PSFM. Likewise, site-specific recombinases also show a varied range of affinities for different target sites.


History and main experimental techniques

The existence of something akin to DNA binding sites was suspected from the experiments on the biology of the bacteriophage lambda and the regulation of the Escherichia coli lac operon. DNA binding sites were finally confirmed in both systems with the advent of
DNA sequencing DNA sequencing is the process of determining the nucleic acid sequence – the order of nucleotides in DNA. It includes any method or technology that is used to determine the order of the four bases: adenine, thymine, cytosine, and guanine. The ...
techniques. From then on, DNA binding sites for many transcription factors, restriction enzymes and site-specific recombinases have been discovered using a profusion of experimental methods. Historically, the experimental techniques of choice to discover and analyze DNA binding sites have been the DNAse footprinting assay and the Electrophoretic Mobility Shift Assay (EMSA). However, the development of DNA microarrays and fast sequencing techniques has led to new, massively parallel methods for in-vivo identification of binding sites, such as ChIP-chip and
ChIP-Seq ChIP-sequencing, also known as ChIP-seq, is a method used to analyze protein interactions with DNA. ChIP-seq combines chromatin immunoprecipitation (ChIP) with Massively parallel signature sequencing, massively parallel DNA sequencing to identify t ...
. To quantify the binding affinity * of proteins and other molecules to specific DNA binding sites the biophysical method Microscale Thermophoresis is used.


Databases

Due to the diverse nature of the experimental techniques used in determining binding sites and to the patchy coverage of most organisms and transcription factors, there is no central database (akin to
GenBank The GenBank sequence database is an open access, annotated collection of all publicly available nucleotide sequences and their protein translations. It is produced and maintained by the National Center for Biotechnology Information (NCBI; a par ...
at the
National Center for Biotechnology Information The National Center for Biotechnology Information (NCBI) is part of the National Library of Medicine (NLM), a branch of the National Institutes of Health (NIH). It is approved and funded by the government of the United States. The NCBI is lo ...
) for DNA binding sites. Even though NCBI contemplates DNA binding site annotation in its reference sequences ( RefSeq), most submissions omit this information. Moreover, due to the limited success of bioinformatics in producing efficient DNA binding site prediction tools (large false positive rates are often associated with in-silico motif discovery / site search methods), there has been no systematic effort to computationally annotate these features in sequenced genomes. There are, however, several private and public databases devoted to compilation of experimentally reported, and sometimes computationally predicted, binding sites for different transcription factors in different organisms. Below is a non-exhaustive table of available databases:


Representation of DNA binding sites

A collection of DNA binding sites, typically referred to as a DNA binding motif, can be represented by a consensus sequence. This representation has the advantage of being compact, but at the expense of disregarding a substantial amount of information. A more accurate way of representing binding sites is through Position Specific Frequency Matrices (PSFM). These matrices give information on the frequency of each base at each position of the DNA binding motif. PSFM are usually conceived with the implicit assumption of positional independence (different positions at the DNA binding site contribute independently to the site function), although this assumption has been disputed for some DNA binding sites. Frequency information in a PSFM can be formally interpreted under the framework of
Information Theory Information theory is the mathematical study of the quantification (science), quantification, Data storage, storage, and telecommunications, communication of information. The field was established and formalized by Claude Shannon in the 1940s, ...
, leading to its graphical representation as a sequence logo. PSFM for the transcriptional repressor LexA as derived from 56 LexA-binding sites stored in Prodoric. Relative frequencies are obtained by dividing the counts in each cell by the total count (56)


Computational search and discovery of binding sites

In
bioinformatics Bioinformatics () is an interdisciplinary field of science that develops methods and Bioinformatics software, software tools for understanding biological data, especially when the data sets are large and complex. Bioinformatics uses biology, ...
, one can distinguish between two separate problems regarding DNA binding sites: searching for additional members of a known DNA binding motif (the site search problem) and discovering novel DNA binding motifs in collections of functionally related sequences (the sequence motif discovery problem). Many different methods have been proposed to search for binding sites. Most of them rely on the principles of information theory and have available web servers (Yellaboina)(Munch), while other authors have resorted to
machine learning Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of Computational statistics, statistical algorithms that can learn from data and generalise to unseen data, and thus perform Task ( ...
methods, such as artificial neural networks. A plethora of algorithms is also available for sequence motif discovery. These methods rely on the hypothesis that a set of sequences share a binding motif for functional reasons. Binding motif discovery methods can be divided roughly into enumerative, deterministic and stochastic.
MEME A meme (; ) is an idea, behavior, or style that Mimesis, spreads by means of imitation from person to person within a culture and often carries symbolic meaning representing a particular phenomenon or theme. A meme acts as a unit for carrying c ...
and Consensus are classical examples of deterministic optimization, while the Gibbs sampler is the conventional implementation of a purely stochastic method for DNA binding motif discovery. Another instance of this class of methods is SeSiMCMC that is focused of weak TFBS sites with symmetry. While enumerative methods often resort to
regular expression A regular expression (shortened as regex or regexp), sometimes referred to as rational expression, is a sequence of characters that specifies a match pattern in text. Usually such patterns are used by string-searching algorithms for "find" ...
representation of binding sites, PSFM and their formal treatment under Information Theory methods are the representation of choice for both deterministic and stochastic methods. Hybrid methods, e.g. ChIPMunk that combines greedy optimization with subsampling, also use PSFM. Recent advances in sequencing have led to the introduction of
comparative genomics Comparative genomics is a branch of biological research that examines genome sequences across a spectrum of species, spanning from humans and mice to a diverse array of organisms from bacteria to chimpanzees. This large-scale holistic approach c ...
approaches to DNA binding motif discovery, as exemplified by PhyloGibbs. More complex methods for binding site search and motif discovery rely on the base stacking and other interactions between DNA bases, but due to the small sample sizes typically available for binding sites in DNA, their efficiency is still not completely harnessed. An example of such tool is th
ULPB
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See also

* DNA binding protein *
Binding site In biochemistry and molecular biology, a binding site is a region on a macromolecule such as a protein that binds to another molecule with specificity. The binding partner of the macromolecule is often referred to as a ligand. Ligands may includ ...
* Transcriptional regulation


References


External links


ENCODE threads Explorer
Transcription factor motifs in ''Nature''
Manually Curated TF Binding Motifs for 157 plant species
{{DEFAULTSORT:Dna Binding Site Bioinformatics Transcription factors DNA-binding substances