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1.
Biopolymers ; 95(8): 531-42, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21462170

ABSTRACT

It is becoming increasingly clear that characterization of the protein ensemble-the collection of all conformations of which the protein is capable-will be a critical step in developing a full understanding of the linkage between structure, dynamics, and function. X-ray solution scattering in the small angle (SAXS) and wide-angle (WAXS) regimes represents an important new window to exploring the behavior of ensembles. The characteristics of the ensemble express themselves in X-ray solution scattering data in predictable ways. Here we present an overview of the effect that structural diversity intrinsic to protein ensembles has on scattering data. We then demonstrate the observation of these effects in scattering from four molecular systems; myoglobin; ubiquitin; alcohol dehydrogenase; and HIV protease; and demonstrate the modulation of these ensembles by ligand binding, mutation, and environmental factors. The observations are analyzed quantitatively in terms of the average spatial extent of structural fluctuations occurring within these proteins under different experimental conditions. The insights which these analyses support are discussed in terms of the function of the various proteins.


Subject(s)
Alcohol Dehydrogenase/chemistry , HIV Protease/chemistry , Scattering, Small Angle , Ubiquitin/chemistry , X-Ray Diffraction , Crystallography, X-Ray , Humans , Magnetic Resonance Spectroscopy , Myoglobin/chemistry , Solutions
2.
J Mol Biol ; 383(3): 731-44, 2008 Nov 14.
Article in English | MEDLINE | ID: mdl-18786543

ABSTRACT

Wide-angle X-ray solution scattering (WAXS) patterns contain substantial information about the three-dimensional structure of a protein. Although WAXS data have far less information than is required for determination of a full three-dimensional structure, the actual amount of information contained in a WAXS pattern has not been carefully quantified. Here we carry out an analysis of the amount of information that can be extracted from a WAXS pattern and demonstrate that it is adequate to estimate the secondary-structure content of a protein and to strongly limit its possible tertiary structures. WAXS patterns computed from the atomic coordinates of a set of 498 protein domains representing all of known fold space were used as the basis for constructing a multidimensional space of all corresponding WAXS patterns ('WAXS space'). Within WAXS space, each scattering pattern is represented by a single vector. A principal components analysis was carried out to identify those directions in WAXS space that provide the greatest discrimination among patterns. The number of dimensions that provide significant discrimination among protein folds agrees well with the number of independent parameters estimated from a naïve Shannon sampling theorem approach. Estimates of the relative abundances of secondary structures were made using training/test sets derived from this data set. The average error in the estimate of alpha-helical content was 11%, and of beta-sheet content was 9%. The distribution of proteins that are members of the four structure classes, alpha, beta, alpha/beta and alpha+beta, are well separated in WAXS space when data extending to a spacing of 2.2 A are used. Quantification of the information embedded within a WAXS pattern indicates that these data can be used as a powerful constraint in homology modeling of protein structures.


Subject(s)
Crystallography, X-Ray/methods , Protein Folding , Protein Structure, Secondary , Proteins/chemistry , Databases, Factual , Mathematics , Models, Molecular , Molecular Sequence Data , Protein Structure, Tertiary , Software , Solutions/chemistry
3.
J Mol Biol ; 375(2): 529-46, 2008 Jan 11.
Article in English | MEDLINE | ID: mdl-18031757

ABSTRACT

In aqueous solution some proteins undergo large-scale movements of secondary structures, subunits or domains, referred to as protein "breathing", that define a native-state ensemble of structures. These fluctuations are sensitive to the nature and concentration of solutes and other proteins and are thereby expected to be different in the crowded interior of a cell than in dilute solution. Here we use a combination of wide angle X-ray scattering (WAXS) and computational modeling to derive a quantitative measure of the spatial scale of conformational fluctuations in a protein solution. Concentration-dependent changes in the observed scattering intensities are consistent with a model of structural fluctuations in which secondary structures undergo rigid-body motions relative to one another. This motion increases with decreasing protein concentration or increasing temperature. Analysis of a set of five structurally and functionally diverse proteins reveals a diversity of kinetic behaviors. Proteins with multiple disulfide bonds exhibit little or no increase in breathing in dilute solutions. The spatial extent of structural fluctuations appears highly dependent on both protein structure and concentration and is universally suppressed at very high protein concentrations.


Subject(s)
Motion , Proteins/chemistry , Acetates/chemistry , Animals , Avidin/chemistry , Buffers , Cattle , Chickens , Computer Simulation , Hemoglobins/chemistry , Horses , Hydrogen-Ion Concentration , Muramidase/chemistry , Myoglobin/chemistry , Phosphates/chemistry , Protein Conformation , Protein Structure, Secondary , Protein Structure, Tertiary , Scattering, Radiation , Serum Albumin, Bovine/chemistry , Solubility , Temperature , X-Ray Diffraction/methods
4.
J Biomol Screen ; 12(7): 994-8, 2007 Oct.
Article in English | MEDLINE | ID: mdl-17942792

ABSTRACT

Small-molecule ligands that change the structure of a protein are likely to affect its function, whereas those causing no structural change are less likely to be functional. Wide-angle x-ray scattering (WAXS) can be easily carried out on proteins and small molecules in solution in the absence of chemical tags or derivatives. The authors demonstrate that WAXS is a sensitive probe of ligand binding to proteins in solution and can distinguish between nonfunctional and productive binding. Furthermore, similar ligand-binding modes translate into similar scattering patterns. This approach has high potential as a novel, generic, low-throughput assay for functional ligand binding.


Subject(s)
Scattering, Radiation , Ligands , Synchrotrons
5.
Proc Natl Acad Sci U S A ; 104(7): 2247-52, 2007 Feb 13.
Article in English | MEDLINE | ID: mdl-17283338

ABSTRACT

Although copper has been reported to influence numerous proteins known to be important for angiogenesis, the enhanced sensitivity of this developmental process to copper bioavailability has remained an enigma, because copper metalloproteins are prevalent and essential throughout all cells. Recent developments in x-ray optics at third-generation synchrotron sources have provided a resource for highly sensitive visualization and quantitation of metalloproteins in biological samples. Here, we report the application of x-ray fluorescence microscopy (XFM) toin vitro models of angiogenesis and neurogenesis, revealing a surprisingly dramatic spatial relocalization specific to capillary formation of 80-90% of endogenous cellular copper stores from intracellular compartments to the tips of nascent endothelial cell filopodia and across the cell membrane. Although copper chelation had no effect on process formation, an almost complete ablation of network formation was observed. XFM of highly vascularized ductal carcinomas showed copper clustering in putative neoangiogenic areas. This use of XFM for the study of a dynamic developmental process not only sheds light on the copper requirement for endothelial tube formation but highlights the value of synchrotron-based facilities in biological research.


Subject(s)
Copper/metabolism , Copper/physiology , Neovascularization, Physiologic , Biological Transport , Carcinoma, Ductal/chemistry , Cell Membrane/metabolism , Cells, Cultured , Endothelium, Vascular/cytology , Endothelium, Vascular/growth & development , Humans , Microscopy, Fluorescence , Neovascularization, Pathologic , X-Rays
6.
Cancer Res ; 66(8): 4030-40, 2006 Apr 15.
Article in English | MEDLINE | ID: mdl-16618722

ABSTRACT

Although investigations of mature normal and tumor-derived capillaries have resulted in characterization of these structures at the phenotypic level, less is known regarding the initial molecular cues for cellular assembly of endothelial cells into human capillaries. Here, we employ a novel combination of microenvironmental manipulation and microarray data filtration over narrowly delineated temporal data series to identify the morphogenesis component apart from the proliferation component, as pooled human microvascular-derived endothelial cells are induced to form capillary-like structures in vitro in a murine tumor-derived matrix. The 217 morphogenesis-specific genes identified using this subtractive transcriptomics approach are mostly independent of the angiogenic proteins currently used as therapeutic targets for aberrant angiogenesis. Quantitative real-time PCR was used to validate 20% of these transcripts. Immunofluorescent analysis of proliferating and tube-forming cells validates at the protein level the morphogenesis-specific expression pattern of 16 of the 217 gene products identified. The transcripts that are selectively up-regulated in tube-forming endothelial cells reveal a temporal expression pattern of genes primarily associated with intracellular trafficking, guided migration, cytoskeletal reorganization, cellular adhesion, and proliferation inhibition. These data show that a sequential up-regulation of genes that establish and maintain polarity occurs during migration and morphogenesis of in vitro human endothelial cells undergoing tubulogenesis; some of which may well be effective as novel antiangiogenic drug targets.


Subject(s)
Endothelial Cells/physiology , Cell Growth Processes/physiology , Cells, Cultured , Collagen , Drug Combinations , Endothelial Cells/cytology , Endothelial Cells/metabolism , Gene Expression Profiling , Humans , Laminin , Neovascularization, Pathologic/genetics , Neovascularization, Pathologic/pathology , Neovascularization, Physiologic/genetics , Neovascularization, Physiologic/physiology , Oligonucleotide Array Sequence Analysis , Proteoglycans , Transcription, Genetic
7.
J Mol Biol ; 357(1): 236-51, 2006 Mar 17.
Article in English | MEDLINE | ID: mdl-16414071

ABSTRACT

The ferric hydroxamate uptake receptor FhuA from Escherichia coli transports siderophores across the outer membrane (OM). TonB-ExbB-ExbD transduces energy from the cytoplasmic membrane to the OM by contacts between TonB and OM receptors that contain the Ton box, a consensus sequence near the N terminus. Although the Ton box is a region of known contact between OM receptors and TonB, our biophysical studies established that TonB binds to FhuA through multiple regions of interaction. Panning of phage-displayed random peptide libraries (Ph.D.-12, Ph.D.-C7C) against TonB identified peptide sequences that specifically interact with TonB. Analyses of these sequences using the Receptor Ligand Contacts (RELIC) suite of programs revealed clusters of multiply aligned peptides that mapped to FhuA. These clusters localized to a continuous periplasm-accessible surface: Ton box/switch helix; cork domain/beta1 strand; and periplasmic turn 8. Guided by such matches, synthetic oligonucleotides corresponding to DNA sequences identical to fhuA were fused to malE; peptides corresponding to the above regions were displayed at the N terminus of E.coli maltose-binding protein (MBP). Purified FhuA peptides fused to MBP bound specifically to TonB by ELISA. Furthermore, they competed with ligand-loaded FhuA for binding to TonB. RELIC also identified clusters of multiply aligned peptides corresponding to the Ton box regions in BtuB, FepA, and FecA; to periplasmic turn 8 in BtuB and FecA; and to periplasmic turns 1 and 2 in FepA. These experimental outcomes identify specific molecular contacts made between TonB and OM receptors that extend beyond the well-characterized Ton box.


Subject(s)
Bacterial Outer Membrane Proteins/metabolism , Escherichia coli Proteins/metabolism , Escherichia coli/metabolism , Membrane Proteins/metabolism , Receptors, Virus/metabolism , Amino Acid Sequence , Bacterial Outer Membrane Proteins/chemistry , Bacterial Outer Membrane Proteins/genetics , Binding Sites , Biological Transport/physiology , Escherichia coli Proteins/chemistry , Escherichia coli Proteins/genetics , Membrane Proteins/chemistry , Membrane Proteins/genetics , Models, Molecular , Molecular Sequence Data , Peptide Library , Peptides/genetics , Peptides/metabolism , Protein Binding , Protein Structure, Tertiary , Receptors, Virus/chemistry , Receptors, Virus/genetics , Recombinant Fusion Proteins/chemistry , Recombinant Fusion Proteins/genetics , Recombinant Fusion Proteins/metabolism , Sequence Alignment
8.
Bioinformatics ; 20(18): 3481-9, 2004 Dec 12.
Article in English | MEDLINE | ID: mdl-15284106

ABSTRACT

MOTIVATION: Multiple alignments of proteins are an effective way of identifying conserved amino acids that provide clues to functional relationships among proteins. Quantitation of the abundances of amino acids found at each position in a sequence motif can provide a basis for understanding the structural and functional constraints at each point. Distribution of information across a motif has been used previously, but the non-intuitive nature of the analysis has limited its impact. RESULTS: Here, we introduce a quantitative measure of amino acid sequence diversity (DIVAA) that has a simple, intuitive meaning. Diversity, as a measure of sequence conservation or variation, is inextricably linked to the probability of selecting identical pairs from a distribution. We demonstrate its utility through the analysis of four populations: ATP-binding P-loops, hypervariable domains of kappa light chains, signal sequences, and the N- and C- termini of proteins. DIVAA provides a simple means to generate hypotheses concerning the contribution of individual residues to the functional and evolutionary relationships among proteins. AVAILABILITY: Access to DIVAA software is available at RELIC (http://relic.bio.anl.gov).


Subject(s)
Algorithms , Evolution, Molecular , Genetic Variation/genetics , Proteins/chemistry , Proteins/genetics , Sequence Alignment/methods , Sequence Analysis, Protein/methods , Chromosome Mapping/methods , Software
9.
Proteomics ; 4(5): 1439-60, 2004 May.
Article in English | MEDLINE | ID: mdl-15188413

ABSTRACT

Phage display technology provides a versatile tool for exploring the interactions between proteins, peptides and small molecule ligands. Quantitative analysis of peptide population sequence diversity and bias patterns has the power to significantly enhance the impact of these methods [1, 2]. We have developed a suite of computational tools for the analysis of peptide populations and made them accessible by integrating fifteen software programs for the analysis of combinatorial peptide sequences into the REceptor LIgand Contacts (RELIC) relational database and web-server. These programs have been developed for the analysis of statistical properties of peptide populations; identification of weak consensus sequences within these populations; and the comparison of these peptide sequences to those of naturally occurring proteins. RELIC is particularly suited to the analysis of peptide populations affinity selected with a small molecule ligand such as a drug or metabolite. Within this functional context, the ability to identify potential small molecule binding proteins using combinatorial peptide screening will accelerate as more ligands are screened and more genome sequences become available. The broader impact of this work is the addition of a novel means of analyzing peptide populations to the phage display community.


Subject(s)
Combinatorial Chemistry Techniques/methods , Computational Biology , Peptides/analysis , Proteins/chemistry , Proteins/metabolism , Algorithms , Amino Acid Motifs , Amino Acid Sequence , Internet , Ligands , Models, Molecular , Molecular Sequence Data , Peptide Library , Recombinant Proteins/chemistry , Sequence Analysis, DNA , Sequence Homology, Amino Acid , Software
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