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PubMed2005

Connecting the protein structure universe by using sparse recurring fragments.

The quest to order and classify protein structures has lead to various classification schemes, focusing mostly on hierarchical relationships between structural domains. At the coarsest classification level, such schemes typically identify hundreds of types of fundamental units called folds. As a result, we picture protein structure space as a collection of isolated fold islands. It is obvious, however, that many protein folds share structural and functional commonalities. Locating those commonalities is important for our understanding of protein structure, function, and evolution. Here, we present an alternative view of the protein fold space, based on an interfold similarity measure that is related to the frequency of fragments shared between folds. In this view, protein structures form a complicated, crossconnected network with very interesting topology. We show that interfold similarity based on sequence/structure fragments correlates well with similarities of functions between protein populations in different folds.

Peptide Library↗

PubMed2006

A comment on "Prediction of protein structural classes by a new measure of information discrepancy".

Protein structural class describes the overall folding type of a protein or its domain. A number of methods were developed to predict protein structural class based on its primary sequence. The homology of the predicted sequences with respect to the training sequences is a key attribute for the prediction performance. In this article we investigated the FDOD method developed by Jin et al. [Jin, L., Fang, W., Tang, H., 2003. Prediction of protein structural classes by a new measure of information discrepancy. Comput. Biol. Chem. 27, 373-380], which gave high prediction accuracy on a low homology dataset, and we empirically confirmed that the reported results were an artifact of improper implementation.

Computer Simulation↗

PubMed2004

Protein structure alignment by deterministic annealing.

MOTIVATION: Protein structure alignment is one of the most important computational problems in molecular biology and plays a key role in protein structure prediction, fold family classification, motif finding, phylogenetic tree reconstruction and so on. From the viewpoint of computational complexity, a pairwise structure alignment is also a NP-hard problem, in contrast to the polynomial time algorithm for a pairwise sequence alignment. RESULTS: We propose a method for solving the structure alignment problem in an accurate manner at the amino acid level, based on a mean field annealing technique. We define the structure alignment as a mixed integer-programming (MIP) problem. By avoiding complicated combinatorial computation and exploiting the special structure of the continuous partial problem, we transform the MIP into a reduced non-linear continuous optimization problem (NCOP) with a much simpler form. To optimize the reduced NCOP, a mean field annealing procedure is adopted with a modified Potts model, whose solution is generally identical to that of the MIP. There is no 'soft constraint' in our mean field model and all constraints are automatically satisfied throughout the annealing process, thereby not only making the optimization more efficient but also eliminating many unnecessary parameters that depend on problems and usually require careful tuning. A number of benchmark examples are tested by the proposed method with comparisons to several existing approaches.

Algorithms↗

PubMed1979

Counteraction of urea destabilization of protein structure by methylamine osmoregulatory compounds of elasmobranch fishes.

Intracellular fluids of marine elasmobranchs (sharks, skates and rays), holocephalans and the coelacanth contain urea at concentrations averaging 0.4m, high enough to significantly affect the structural and functional properties of many proteins. Also present in the cells of these fishes are a family of methylamine compounds, largely trimethylamine N-oxide with some betaine and sarcosine, and certain free amino acids, mainly beta-alanine and taurine, whose total concentration is approx. 0.2m. These methylamine compounds and amino acids have been found to be effective stabilizers of protein structure, and, at a 1:2 molar concentration ratio of these compounds to urea, perturbations of protein structure by urea are largely or fully offset. These counteracting effects of solutes on proteins are seen for: (1) thermal stability of protein secondary and tertiary structure (bovine ribonuclease); (2) the rate and extent of enzyme renaturation after acid denaturation (rabbit and shark lactate dehydrogenases); and (3) the reactivity of thiol groups of an enzyme (bovine glutamate dehydrogenase). Attaining osmotic equilibrium with seawater by these fishes has thus involved the selective accumulation of certain nitrogenous metabolites that individually have significant effects on protein structure, but that have virtually no net effects on proteins when these solutes are present at elasmobranch physiological concentrations. These experiments indicate that evolutionary changes in intracellular solute compositions as well as in protein amino acid sequences can have important roles in intracellular protein function.

4-Chloro-7-nitrobenzofurazan↗

PubMed2005

ELKS, a protein structurally related to the active zone-associated protein CAST, is expressed in pancreatic beta cells and functions in insulin exocytosis: interaction of ELKS with exocytotic machinery analyzed by total internal reflection fluorescence microscopy.

The cytomatrix at the active zone (CAZ) has been implicated in defining the site of Ca2+-dependent exocytosis of neurotransmitters. Here, we demonstrate the expression and function of ELKS, a protein structurally related to the CAZ protein CAST, in insulin exocytosis. The results of confocal and immunoelectron microscopic analysis showed that ELKS is present in pancreatic beta cells and is localized close to insulin granules docked on the plasma membrane-facing blood vessels. Total internal reflection fluorescence microscopy imaging in insulin-producing clonal cells revealed that the ELKS clusters are less dense and unevenly distributed than syntaxin 1 clusters, which are enriched in the plasma membrane. Most of the ELKS clusters were on the docking sites of insulin granules that were colocalized with syntaxin 1 clusters. Total internal reflection fluorescence images of single-granule motion showed that the fusion events of insulin granules mostly occurred on the ELKS cluster, where repeated fusion was sometimes observed. When the Bassoon-binding region of ELKS was introduced into the cells, the docking and fusion of insulin granules were markedly reduced. Moreover, attenuation of ELKS expression by small interfering RNA reduced the glucose-evoked insulin release. These data suggest that the CAZ-related protein ELKS functions in insulin exocytosis from pancreatic beta cells.

Animals↗

PubMed1991

Side-chain clusters in protein structures and their role in protein folding.

A method has been developed to detect dense clusters of residue side-chains in proteins, where contact is based upon the percentage of the maximum possible for a given residue type. The clusters represent protein sites with the highest degree of interaction amongst their member residues, while contacts with the environment surrounding the cluster are lower in number. The method has been applied to three distinct structural sets of proteins to check for consistency: mixed alpha-helical/beta-sheet proteins, all beta-strand proteins, and all alpha-helical proteins. A number of cluster features generated from these sets are of general interest for protein folding. (1) A majority of the clusters, comprising three to four residues on average, are localized near the protein surfaces and not within the protein cores. (2) The clusters have preferences for the N- and C-terminal ends of alpha-helices and beta-strands in alpha/beta and alpha-proteins, while beta-proteins utilize the middle strand regions more often. A number of clusters connect three or more beta-strands and/or alpha-helices. (3) More than half of the clusters display residue pairs with oppositely charged atoms within 4.5 A of each other. (4) The residue composition of the clusters does not show correlation with hydrophobicity measures but rather with side-chain volume and surface. The highly preferred cluster residues are (in order of decreasing preference) Trp, His, Arg, Tyr, Glu, Gln and Phe. Clusters with extensive internal contacts in related haemoglobin and immunoglobulin tertiary structures show respective conservation. Several examples illustrate "strategic" folding positions in proteins that often bring together a number of sheets and/or helices, suggesting a folding model in which largely preformed secondary structures are joined together in a cluster induced collapse. Alternatively, the clusters may form at some stage in the folding process to reduce considerably the searchable conformational space and help maintain the proper folding pathway. The clusters also provide hints for site-directed mutagenesis and protein engineering experiments as they are also suggested to be important for structural stability.

Amino Acid Sequence↗

PubMedDate not supplied

Molecular and antigenic characteristics and synthesis of rubella virus structural proteins.

The molecular and antigenic properties and synthesis of the structural proteins as well as the virus-specific RNAs of rubella virus were analyzed. Virions contain three major polypeptides--E1 (relative molecular weight [Mr] 58,000), E2 (Mr 42,000-47,000), and C (Mr 33,000). E1 and E2 are glycosylated and located externally on the viral membrane. C is associated with the genomic RNA to form the nucleocapsid. E2 occurs in two forms, E2a and E2b; the protein moieties of the two are indistinguishable. E1 is the viral hemagglutinin. IgG antibodies react with all the structural proteins, whereas IgM and IgA antibodies react predominantly with E1 and C proteins, respectively. After rubella vaccination, the reactivity of IgG antibodies matured slowly and reactivity of IgM and IgA antibodies remained at a low level. Rubella virus contains a 40S (Mr approximately 3.8 X 10(6)) single-stranded RNA with a 5' cap structure and a 3' poly(A) tract. In infected cells a 24S (Mr approximately 1.2 X 10(6)) subgenomic, polyadenylated mRNA is synthesized; it codes for a precursor (Mr 110,000 [p110]) to the structural proteins. The gene order in the 24S RNA is NH2-C-E2-E1-COOH. The overall structure and strategy of gene expression of rubella virus appears to be similar to that of the alphaviruses of the Togaviridae family.

Adolescent↗

PubMed2002

Protein structure prediction constrained by solution X-ray scattering data and structural homology identification.

Here we perform a systematic exploration of the use of distance constraints derived from small angle X-ray scattering (SAXS) measurements to filter candidate protein structures for the purpose of protein structure prediction. This is an intrinsically more complex task than that of applying distance constraints derived from NMR data where the identity of the pair of amino acid residues subject to a given distance constraint is known. SAXS, on the other hand, yields a histogram of pair distances (pair distribution function), but the identities of the pairs contributing to a given bin of the histogram are not known. Our study is based on an extension of the Levitt-Hinds coarse grained approach to ab initio protein structure prediction to generate a candidate set of C(alpha) backbones. In spite of the lack of specific residue information inherent in the SAXS data, our study shows that the implementation of a SAXS filter is capable of effectively purifying the set of native structure candidates and thus provides a substantial improvement in the reliability of protein structure prediction. We test the quality of our predicted C(alpha) backbones by doing structural homology searches against the Dali domain library, and find that the results are very encouraging. In spite of the lack of local structural details and limited modeling accuracy at the C(alpha) backbone level, we find that useful information about fold classification can be extracted from this procedure. This approach thus provides a way to use a SAXS data based structure prediction algorithm to generate potential structural homologies in cases where lack of sequence homology prevents identification of candidate folds for a given protein. Thus our approach has the potential to help in determination of the biological function of a protein based on structural homology instead of sequence homology.

Computational Biology↗

PubMed2002

Reliability of assessment of protein structure prediction methods.

The reliability of ranking of protein structure modeling methods is assessed. The assessment is based on the parametric Student's t test and the nonparametric Wilcox signed rank test of statistical significance of the difference between paired samples. The approach is applied to the ranking of the comparative modeling methods tested at the fourth meeting on Critical Assessment of Techniques for Protein Structure Prediction (CASP). It is shown that the 14 CASP4 test sequences may not be sufficient to reliably distinguish between the top eight methods, given the model quality differences and their standard deviations. We suggest that CASP needs to be supplemented by an assessment of protein structure prediction methods that is automated, continuous in time, based on several criteria applied to a large number of models, and with quantitative statistical reliability assigned to each characterization.

Computer Simulation↗

PubMed1989

Structure of the L-leucine-binding protein refined at 2.4 A resolution and comparison with the Leu/Ile/Val-binding protein structure.

The three-dimensional X-ray structure of the leucine-binding protein (36,900 Mr and 346 residues), an active transport component of Escherichia coli, has been determined by the method of molecular replacement, using the refined structure of the Leu/Ile/Val-binding protein (344 residues) as the model structure. The two amino acid-binding proteins have 80% sequence identity and, although both crystallize in the same space group, they have very different unit cell dimensions. The rotation function yielded one significant peak, which subsequently led to a single self-consistent translation function solution. The model was first refined by the constrained least-squares method, with each of the two domains of the molecule treated separately to allow for any small change in the relative orientation of the two domains. The model was then modified in order to reflect the 72 changes in amino acid side-chains and two insertions in going from the Leu/Ile/Val-binding protein sequence to that of the L-leucine-binding protein. Final structure refinement, using the restrained least-squares technique, resulted in an R-factor of 0.20 for 13,797 reflections to a resolution of 2.4 A. The model is comprised of 2600 protein atoms and 91 solvent molecules. The L-leucine-binding protein structure is, as expected, very similar to the Leu/Ile/Val-binding protein structure; both are in the unliganded conformation with the cleft between the two domains wide open and easily accessible. The superimposing of the structures yields a root-mean-square difference of 0.68 A in the alpha-carbon atoms of the 317 equivalent residues. The five regions of the leucine-binding protein structure that differ by more than 1.6 A from the Leu/Ile/Val-binding protein structure are far from the major portion of the ligand-binding site, which is located in one domain of the bilobate protein. Between the structures, there are three differences in the amino acid side-chains that form the major portion of the substrate-binding sites. These substitutions, by themselves, fail to clearly explain the differences in the specificities for branched aliphatic amino acids.

Amino Acid Sequence↗

PubMed2005

Human C4b-binding protein, structural basis for interaction with streptococcal M protein, a major bacterial virulence factor.

Human C4b-binding protein (C4BP) protects host tissue, and those pathogens able to hijack this plasma glycoprotein, from complement-mediated destruction. We now show that the first two complement control protein (CCP) modules of the C4BP alpha-chain, plus the four residues connecting them, are necessary and sufficient for binding a bacterial virulence factor, the Streptococcus pyogenes M4 (Arp4) protein. Structure determination by NMR reveals two tightly coupled CCP modules in an elongated arrangement within this region of C4BP. Chemical shift perturbation studies demonstrate that the N-terminal, hypervariable region of M4 binds to a site including strand 1 of CCP module 2. This interaction is accompanied by an intermodular reorientation within C4BP. We thus provide a detailed picture of an interaction whereby a pathogen evades complement.

Amino Acid Sequence↗

PubMed2004

Expression and self-assembly of HCV structural proteins into virus-like particles and their immunogenicity.

BACKGROUND: The synthesis of virus-like particles (VLPs) provides an important tool to determine the structural requirements for viral particle assembly and virus-host interactions. Our purpose was to express simultaneously all three structural proteins of hepatitis C virus (HCV) in insect cells to investigate the proteins assembly into VLPs and the immunogenicity of these particles. METHODS: HCV gene sequences encoding the structural proteins C, E1, and E2 were amplified with PCR, and recombinant baculoviruses were constructed using recombinant DNA techniques. The expression of HCV structural proteins in insect cells was analyzed by immunofluorescence and SDS-PAGE. The interaction of expressed structural proteins was investigated by immunoprecipitation and immunoblotting. The VLPs in the insect cells were visualized by electron microscopy (EM). VLPs were then purified by sucrose gradient centrifugation and used to immunize BALB/c mice. Antibodies against HCV were tested for in mouse serum samples by an ELISA assay. RESULTS: The recombinant baculoviruses reBV/C and reBV/E1-E2 were constructed successfully. Insect cells co-infected with reBV/C and reBV/E1-E2 expressed HCV C, E1, and E2 proteins with the expected molecular weights of 20kD, 35kD, and 66kD, respectively. The results of immunoprecipitation and immunoblotting assays revealed the coimmunoprecipitation of C, E1, and E2 proteins, indicating association of the three structural proteins. Electron microscopy of insect cells co-infected with reBV/C and reBV/E1-E2 demonstrated spherical particles (40 to 60 nm in diameter) similar to the HCV virions from serum samples or hepatic tissue samples of HCV infected humans. The VLPs were partially purified. Antibodies to HCV were detectable in the serum of mice immunized with VLPs. CONCLUSION: HCV structural proteins simultaneously expressed in insect cells can interact with each other and assemble into HCV-like particles, which are shown to be immunogenic in mice.

Animals↗

PubMed2006

The effect of experimental resolution on the performance of knowledge-based discriminatory functions for protein structure selection.

The key to an accurate method of protein structure prediction is the development of an effective discriminatory function. Knowledge-based discriminatory functions extract parameters from statistical analysis of experimentally determined protein structures. We assess how the quality of the protein structures used for compiling statistics affects the performance of a residue-specific all-atom probability discriminatory function (RAPDF). We find that the discriminatory power correlates with the quality of the structural dataset on which the RAPDF is parameterized in a statistically significant manner. The overrepresentation of unfavorable contacts in the low-resolution and NMR structures contributes to the major errors in the compilation of the conditional probabilities. Such errors weaken the discriminatory power of the function, especially when decoy conformations also contain considerable numbers of unfavorable contacts. This indicates that using high-resolution structural datasets after filtering out unfavorable contacts can improve the performance of knowledge-based discriminatory functions.

Computational Biology↗

PubMed2006

MODBASE: a database of annotated comparative protein structure models and associated resources.

MODBASE (http://salilab.org/modbase) is a database of annotated comparative protein structure models for all available protein sequences that can be matched to at least one known protein structure. The models are calculated by MODPIPE, an automated modeling pipeline that relies on MODELLER for fold assignment, sequence-structure alignment, model building and model assessment (http:/salilab.org/modeller). MODBASE is updated regularly to reflect the growth in protein sequence and structure databases, and improvements in the software for calculating the models. MODBASE currently contains 3 094 524 reliable models for domains in 1 094 750 out of 1 817 889 unique protein sequences in the UniProt database (July 5, 2005); only models based on statistically significant alignments and models assessed to have the correct fold despite insignificant alignments are included. MODBASE also allows users to generate comparative models for proteins of interest with the automated modeling server MODWEB (http://salilab.org/modweb). Our other resources integrated with MODBASE include comprehensive databases of multiple protein structure alignments (DBAli, http://salilab.org/dbali), structurally defined ligand binding sites and structurally defined binary domain interfaces (PIBASE, http://salilab.org/pibase) as well as predictions of ligand binding sites, interactions between yeast proteins, and functional consequences of human nsSNPs (LS-SNP, http://salilab.org/LS-SNP).

Binding Sites↗

PubMed2004

Sequence context and modified hydrophobic moment plots help identify 'horizontal' surface helices in transmembrane protein structure prediction.

Transmembrane proteins make up at least one-fifth of the genome of most organisms and are critical components of key pathways for cell survival and interactions with the environment. The function of helices found at the membrane surface in transmembrane proteins has not been greatly explored, but it is likely that they play an ancillary role to membrane spanning helices and are analogous to the surface active helices of peripheral membrane proteins, being involved in: lipid association, membrane perturbation, transmembrane signal transduction and regulation, and transmembrane helical bundle formation. Due to the difficulties in obtaining high-resolution structural data for this class of proteins, structure-from-sequence predictive methods continue to be developed as a means to obtain structural models for these largely intractable systems. A simple but effective variant of the hydrophobic moment analysis of amino acid sequences is described here as part of a protocol for distinguishing helical sequences that are parallel to or 'horizontal' at the membrane bilayer/aqueous phase interface from helices that are membrane-embedded or located in extra-membranous domains. This protocol when tested on transmembrane spanning protein amino acid sequences not used in its development, was found to be 84-91% accurate when the results were compared to the partition locations in the corresponding structures determined by X-ray crystallography, and 72% accurate in determining which helices lie horizontal or near horizontal at the lipid interface.

Algorithms↗

PubMed1994

Testing the exon theory of genes: the evidence from protein structure.

A tendency for exons to correspond to discrete units of protein structure in protein-coding genes of ancient origin would provide clear evidence in favor of the exon theory of genes, which proposes that split genes arose not by insertion of introns into unsplit genes, but from combinations of primordial mini-genes (exons) separated by spacers (introns). Although putative examples of such correspondence have strongly influenced previous debate on the origin of introns, a general correspondence has not been rigorously proved. Objective methods for detecting correspondences were developed and applied to four examples that have been cited previously as evidence of the exon theory of genes. No significant correspondence between exons and units of protein structure was detected, suggesting that the putative correspondence does not exist and that the exon theory of genes is untenable.

Alcohol Dehydrogenase↗

PubMed2000

Closed loops of nearly standard size: common basic element of protein structure.

By screening the crystal protein structure database for close Calpha-Calpha contacts, a size distribution of the closed loops is generated. The distribution reveals a maximum at 27+/-5 residues, the same for eukaryotic and prokaryotic proteins. This is apparently a consequence of polymer statistic properties of protein chain trajectory. That is, closure into the loops depends on the flexibility (persistence length) of the chain. The observed preferential loop size is consistent with the theoretical optimal loop closure size. The mapping of the detected unit-size loops on the sequences of major typical folds reveals an almost regular compact consecutive arrangement of the loops. Thus, a novel basic element of protein architecture is discovered; structurally diverse closed loops of the particular size.

Protein Structure, Secondary↗

PubMed1999

Electrospray-assisted modification of proteins: a radical probe of protein structure.

A new approach is described to probe the structure of proteins through their reactivity with oxygen-containing radicals. Radical-induced oxidative modification of proteins is achieved within an electrospray ion source using oxygen as a reactive nebulizer gas at high needle voltages. This method facilitates the rapid oxidation of proteins as the molecules emerge from the electrospray needle tip. Electrospray mass spectra of both ubiquitin and lysozyme reveal that over 50% of the protein can be modified under these conditions. The radical-induced oxidative modification of amino acid side chains is correlated with their solvent accessibility to obtain information on a protein's higher-order structure. The oxidation sites in hen lysozyme have been identified by proteolysis of the condensed protein solution and tandem mass spectrometry (MS/MS). Oxidation of tryptophan at positions 62 and 123 occurs exclusively over all other tryptophan residues, consistent with the relative solvent accessibilities of the residue side chains based on the NMR structure of the protein. Radical-induced oxidative modification of cysteine (Cys), methionine (Met), tryptophan (Trp), phenylalanine (Phe), tyrosine (Tyr), proline (Pro), histidine (His), and leucine (Leu) residues is also reported, providing sufficient reactive markers to span a protein sequence. This facile oxidation process could be applied to investigate the molecular mechanism by which reactive oxygen species interact with a particular protein domain as a means to investigate the onset of certain diseases.

Amino Acid Sequence↗