Phyre2 Main Results Table
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Phyre and Phyre2 (Protein Homology/AnalogY Recognition Engine; pronounced as 'fire') are free web-based services for
protein structure prediction Protein structure prediction is the inference of the three-dimensional structure of a protein from its amino acid sequence—that is, the prediction of its secondary and tertiary structure from primary structure. Structure prediction is different ...
. Phyre is among the most popular methods for protein structure prediction having been cited over 1500 times. Like other remote homology recognition techniques (see
protein threading Protein threading, also known as fold recognition, is a method of protein modeling which is used to model those proteins which have the same fold as proteins of known structures, but do not have homologous proteins with known structure. It differ ...
), it is able to regularly generate reliable protein models when other widely used methods such as
PSI-BLAST In bioinformatics, BLAST (basic local alignment search tool) is an algorithm and program for comparing primary biological sequence information, such as the amino-acid sequences of proteins or the nucleotides of DNA and/or RNA sequences. A BLA ...
cannot. Phyre2 has been designed to ensure a user-friendly interface for users inexpert in protein structure prediction methods. Its development is funded by the
Biotechnology and Biological Sciences Research Council Biotechnology and Biological Sciences Research Council (BBSRC), part of UK Research and Innovation, is a non-departmental public body (NDPB), and is the largest UK public funder of non-medical bioscience. It predominantly funds scientific rese ...
.


Description

The Phyre and Phyre2 servers predict the three-dimensional structure of a protein sequence using the principles and techniques of
homology modeling Homology modeling, also known as comparative modeling of protein, refers to constructing an atomic-resolution model of the "''target''" protein from its amino acid sequence and an experimental three-dimensional structure of a related homologous pr ...
. Because the structure of a protein is more conserved in evolution than its amino acid sequence, a protein sequence of interest (the target) can be modeled with reasonable accuracy on a very distantly related sequence of known structure (the template), provided that the relationship between target and template can be discerned through
sequence alignment In bioinformatics, a sequence alignment is a way of arranging the sequences of DNA, RNA, or protein to identify regions of similarity that may be a consequence of functional, structural, or evolutionary relationships between the sequences. Alig ...
. Currently the most powerful and accurate methods for detecting and aligning remotely related sequences rely on profiles or
hidden Markov model A hidden Markov model (HMM) is a statistical Markov model in which the system being modeled is assumed to be a Markov process — call it X — with unobservable ("''hidden''") states. As part of the definition, HMM requires that there be an ob ...
s (HMMs). These profiles/HMMs capture the mutational propensity of each position in an amino acid sequence based on observed mutations in related sequences and can be thought of as an 'evolutionary fingerprint' of a particular protein. Typically, the amino acid sequences of a representative set of all known three-dimensional protein structures is compiled, and these sequences are processed by scanning against a large protein sequence database. The result is a database of profiles or HMMs, one for each known 3D structure. A user sequence of interest is similarly processed to form a profile/HMM. This user profile is then scanned against the database of profiles using profile-profile or HMM-HMM alignment techniques. These alignments can also take into account patterns of predicted or known secondary structure elements and can be scored using various statistical models. See
protein structure prediction Protein structure prediction is the inference of the three-dimensional structure of a protein from its amino acid sequence—that is, the prediction of its secondary and tertiary structure from primary structure. Structure prediction is different ...
for more information. The first Phyre server was released in June 2005 and uses a profile-profile alignment algorithm based on each protein's
position-specific scoring matrix A position weight matrix (PWM), also known as a position-specific weight matrix (PSWM) or position-specific scoring matrix (PSSM), is a commonly used representation of motifs (patterns) in biological sequences. PWMs are often derived from a set ...
. The Phyre2 server was publicly released February 2011 as a replacement for the original Phyre server and provides extra functionality over Phyre, a more advanced interface, fully updated fold library and uses the
HHpred / HHsearch The HH-suite is an open-source software package for sensitive protein sequence searching. It contains programs that can search for similar protein sequences in protein sequence databases. Sequence searches are a standard tool in modern biology w ...
package for homology detection among other improvements.


Standard usage

After pasting a protein amino acid sequence into the Phyre or Phyre2 submission form, a user will typically wait between 30 minutes and several hours (depending on factors such as sequence length, number of homologous sequences and frequency and length of insertions and deletions) for a prediction to complete. An email containing summary information and the predicted structure in PDB format are sent to the user together with a link to a web page of results. The Phyre2 results screen is divided into three main sections, described below.


Secondary structure and disorder prediction

The user-submitted protein sequence is first scanned against a large sequence database using
PSI-BLAST In bioinformatics, BLAST (basic local alignment search tool) is an algorithm and program for comparing primary biological sequence information, such as the amino-acid sequences of proteins or the nucleotides of DNA and/or RNA sequences. A BLA ...
. The profile generated by PSI-BLAST is then processed by the neural network secondary structure prediction program PsiPred and the protein disorder predictor Disopred. The predicted presence of alpha-helices, beta-strands and disordered regions is shown graphically together with a color-coded confidence bar.


Domain analysis

Many proteins contain multiple
protein domains In molecular biology, a protein domain is a region of a protein's polypeptide chain that is self-stabilizing and that folds independently from the rest. Each domain forms a compact folded three-dimensional structure. Many proteins consist of s ...
. Phyre2 provides a table of template matches color-coded by confidence and indicating the region of the user sequence matched. This can aid in the determination of the domain composition of a protein.


Detailed template information

The main results table in Phyre2 provides confidence estimates, images and links to the three-dimensional predicted models and information derived from either Structural Classification of Proteins database (SCOP) or the Protein Data Bank (PDB) depending on the source of the detected template. For each match a link takes the user to a detailed view of the alignment between the user sequence and the sequence of known three-dimensional structure.


Alignment view

The detailed alignment view permits a user to examine individual aligned residues, matches between predicted and known secondary structure elements and the ability to toggle information regarding patterns of sequence conservation and secondary structure confidence. In addition
Jmol Jmol is computer software for molecular modelling chemical structures in 3-dimensions. Jmol returns a 3D representation of a molecule that may be used as a teaching tool, or for research e.g., in chemistry and biochemistry. It is written in the ...
is used to permit interactive 3D viewing of the protein model.


Improvements in Phyre2

Phyre2 uses a fold library that is updated weekly as new structures are solved. It uses a more up-to-date interface and offers additional functionality over the Phyre server as described below.


Additional functionality


Batch processing

The batch processing feature permits users to submit more than one sequence to Phyre2 by uploading a file of sequences in
FASTA format In bioinformatics and biochemistry, the FASTA format is a text-based format for representing either nucleotide sequences or amino acid (protein) sequences, in which nucleotides or amino acids are represented using single-letter codes. The format a ...
. By default, users have a limit of 100 sequences in a batch. This limit can be raised by contacting the administrator. Batch jobs are processed in the background on free computing power as it becomes available. Thus, batch jobs will often take longer than individually submitted jobs, but this is necessary to allow a fair distribution of computing resources to all Phyre2 users.


One to one threading

One to one threading allows you to upload both a sequence you wish modelled AND the template on which to model it. Users sometimes have a protein sequence that they wish to model on a specific template of their choice. This may be for example a newly solved structure that is not in the Phyre2 database or because of some additional biological information that indicates the chosen template would produce a more accurate model than the one(s) automatically chosen by Phyre2.


Backphyre

Instead of predicting the 3D structure of a protein sequence, often users have a solved structure and they are interested in determining if there is a related structure in a genome of interest. In Phyre2 an uploaded protein structure can be converted into a hidden Markov model and then scanned against a set of genomes (more than 20 genomes as of March 2011). This functionality is called "BackPhyre" to indicate how Phyre2 is being used in reverse.


Phyrealarm

Sometimes Phyre2 can't detect any confident matches to known structures. However, the fold library database increases by about 40-100 new structures each week. So even though there might be no decent templates this week, there may well be in the coming weeks. Phyrealarm allows users to submit a protein sequence to be automatically scanned against new entries added to the fold library every week. If a confident hit is detected, the user is automatically notified by email together with the results of the Phyre2 search. Users can also control the level of alignment coverage and confidence in the match required to trigger an email alert.


3DLigandSite

Phyre2 is coupled to the 3DLigandSite server for protein binding site prediction. 3DLigandSite has been one of the top performing servers for binding site prediction at the Critical Assessment of Techniques for Protein Structure Prediction (CASP) in (
CASP Critical Assessment of Structure Prediction (CASP), sometimes called Critical Assessment of Protein Structure Prediction, is a community-wide, worldwide experiment for protein structure prediction taking place every two years since 1994. CASP prov ...
8 and
CASP Critical Assessment of Structure Prediction (CASP), sometimes called Critical Assessment of Protein Structure Prediction, is a community-wide, worldwide experiment for protein structure prediction taking place every two years since 1994. CASP prov ...
9). Confident models produced by Phyre2 (confidence >90%) are automatically submitted to 3DLigandSite.


Transmembrane topology prediction

The program memsat_svm is used to predict the presence and topology of any transmembrane helices present in the user protein sequence.


Multi-template modelling

Phyre2 permits users to choose 'Intensive' modelling from the main submission screen. This mode: * Examines the list of hits and applies heuristics in order to select templates that maximise sequence coverage and confidence. * Constructs models for each selected template. * Uses these models to provide pairwise distance constraints that are input to the ''ab initio'' and multi-template modelling tool Poing. * Poing synthesises the user protein in the context of these distance constraints, modelled by springs. Regions for which there is no template information are modelled by the ''ab initio'' simplified physics model of Poing. * The complete model generated by Poing is combined with the original templates as input to
MODELLER Modeller, often stylized as MODELLER, is a computer program used for homology modeling to produce models of protein tertiary structures and quaternary structures (rarer). It implements a method inspired by nuclear magnetic resonance spectroscopy o ...
.


Applications

Applications of Phyre and Phyre2 include protein structure prediction, function prediction, domain prediction, domain boundary prediction, evolutionary classification of proteins, guiding
site-directed mutagenesis Site-directed mutagenesis is a molecular biology method that is used to make specific and intentional mutating changes to the DNA sequence of a gene and any gene products. Also called site-specific mutagenesis or oligonucleotide-directed mutagenesi ...
and solving protein crystal structures by
molecular replacement Molecular replacement (or MR) is a method of solving the phase problem in X-ray crystallography. MR relies upon the existence of a previously solved protein structure which is similar to our unknown structure from which the diffraction data is de ...
. There are two linked resources that use Phyre predictions for the structure-based analysis of missense variants typically resulting from
single-nucleotide polymorphisms In genetics, a single-nucleotide polymorphism (SNP ; plural SNPs ) is a germline substitution of a single nucleotide at a specific position in the genome. Although certain definitions require the substitution to be present in a sufficiently larg ...
.
PhyreRisk
is a database which maps genetic variants to experimental and Phyre-predicted protein structures. The protein page displays the experimental and predicted structures. Users can map variants from either genetic or protein coordinates.
Missense3D
is a tool which provides a stereochemical report on the effect of a missense variant on protein structure. Users can upload their own variants and coordinates, including both PDB structures and Phyre-predicted models.


History

Phyre and Phyre2 are the successors to the 3D-PSSM protein structure prediction system which has over 1400 citations to date. 3D-PSSM was designed and developed by Lawrence Kelley
/ref> and Bob MacCallumDr. Bob Maccallum
/ref> in the Biomolecular modelling Lab at the
Cancer Research UK Cancer Research UK (CRUK) is the world's largest independent cancer research organization. It is registered as a charity in the United Kingdom and Isle of Man, and was formed on 4 February 2002 by the merger of The Cancer Research Campaign and t ...
. Phyre and Phyre2 were Lawrence Kelley in the
Structural bioinformatics Structural bioinformatics is the branch of bioinformatics that is related to the analysis and prediction of the three-dimensional structure of biological macromolecules such as proteins, RNA, and DNA. It deals with generalizations about macromol ...
group,Structural Bioinformatics Group
/ref>
Imperial College London Imperial College London (legally Imperial College of Science, Technology and Medicine) is a public research university in London, United Kingdom. Its history began with Prince Albert, consort of Queen Victoria, who developed his vision for a cu ...
. Components of the Phyre and Phyre2 systems were developed by Benjamin Jefferys, Alex Herbert, and Riccardo Bennett-Lovsey.Dr. Riccardo Bennett-Lovsey
/ref> Research and development of both servers was supervised by
Michael Sternberg Michael Joseph Ezra Sternberg (born 24 June 1951) is a professor at Imperial College London, where he is director of the Centre for Integrative Systems Biology and Bioinformatics and Head of the Structural bioinformatics Group. Education Sternber ...
.


References

{{DEFAULTSORT:Phyre Phyre2 Bioinformatics software Computational science