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1.
PLoS Comput Biol ; 17(3): e1008864, 2021 03.
Article in English | MEDLINE | ID: mdl-33780441

ABSTRACT

High-throughput B-cell sequencing has opened up new avenues for investigating complex mechanisms underlying our adaptive immune response. These technological advances drive data generation and the need to mine and analyze the information contained in these large datasets, in particular the identification of therapeutic antibodies (Abs) or those associated with disease exposure and protection. Here, we describe our efforts to use artificial intelligence (AI)-based image-analyses for prospective classification of Abs based solely on sequence information. We hypothesized that Abs recognizing the same part of an antigen share a limited set of features at the binding interface, and that the binding site regions of these Abs share share common structure and physicochemical property patterns that can serve as a "fingerprint" to recognize uncharacterized Abs. We combined large-scale sequence-based protein-structure predictions to generate ensembles of 3-D Ab models, reduced the Ab binding interface to a 2-D image (fingerprint), used pre-trained convolutional neural networks to extract features, and trained deep neural networks (DNNs) to classify Abs. We evaluated this approach using Ab sequences derived from human HIV and Ebola viral infections to differentiate between two Abs, Abs belonging to specific B-cell family lineages, and Abs with different epitope preferences. In addition, we explored a different type of DNN method to detect one class of Abs from a larger pool of Abs. Testing on Ab sets that had been kept aside during model training, we achieved average prediction accuracies ranging from 71-96% depending on the complexity of the classification task. The high level of accuracies reached during these classification tests suggests that the DNN models were able to learn a series of structural patterns shared by Abs belonging to the same class. The developed methodology provides a means to apply AI-based image recognition techniques to analyze high-throughput B-cell sequencing datasets (repertoires) for Ab classification.


Subject(s)
Antibodies , Binding Sites, Antibody , Epitopes , Neural Networks, Computer , Antibodies/chemistry , Antibodies/classification , Antibodies/metabolism , Antibodies, Viral , Computational Biology , Deep Learning , Epitopes/chemistry , Epitopes/classification , Epitopes/metabolism , Humans , Image Processing, Computer-Assisted , Models, Molecular , Virus Diseases/immunology
2.
Article in English | MEDLINE | ID: mdl-31275864

ABSTRACT

Recent clinical studies have revealed that severe symptoms of dengue fever are associated with low pre-existing antibody levels. These findings provide direct clinical evidence for the theory of antibody-dependent enhancement of infection (ADE), which postulates that sub-neutralizing levels of antibodies facilitate the invasion of host cells by the dengue virus. Here, we carried out molecular simulations guided by previous in vitro experiments and structural studies to explore the role of antibody fine-specificity, viral conformation, and maturation state-key aspects of dengue virology that are difficult to manipulate experimentally-on ADE in the context of primary and secondary infections. Our simulation results reproduced in vitro studies of ADE, providing a molecular basis for how sub-neutralizing antibody concentrations can enhance infection. We found that antibody fine specificity, or the relative antibody response to different epitopes on the surface of the dengue virus, plays a major role in determining the degree of ADE observed at low antibody concentrations. Specifically, we found that the higher the relative antibody response to certain cross-reactive epitopes, such as the fusion loop or prM, the greater was the range of antibody concentrations where ADE occurred, providing a basis for why low antibody concentrations are associated with severe dengue disease in secondary infections. Furthermore, we found that partially mature viral states, in particular, are associated with the greatest degree of ADE.


Subject(s)
Antibodies, Viral/immunology , Antibody-Dependent Enhancement/immunology , Dengue Virus/immunology , Dengue/immunology , Molecular Docking Simulation , Antibodies, Neutralizing/immunology , Antibody Formation , Antigens, Viral/immunology , Coinfection/immunology , Cross Reactions , Dengue/virology , Epitopes/immunology , Humans , Models, Structural , Viral Envelope Proteins/immunology
3.
Hum Vaccin Immunother ; 13(12): 2953-2966, 2017 12 02.
Article in English | MEDLINE | ID: mdl-28922082

ABSTRACT

Ebola virus (EBOV) infection is highly lethal and results in severe febrile bleeding disorders that affect humans and non-human primates. One of the therapeutic approaches for treating EBOV infection focus largely on cocktails of monoclonal antibodies (mAbs) that bind to specific regions of the EBOV glycoprotein (GP) and neutralize the virus. Recent structural studies using cryo-electron microscopy have identified key epitopes for several EBOV mAbs. While such information has yielded deep insights into antibody binding, limitations on resolution of these structures often preclude a residue-level analysis of EBOV epitopes. In this study, we performed combinatorial peptide-based epitope mapping of EBOV GP against a broad panel of mAbs and polyclonal sera derived from several animal species vaccinated with EBOV DNA and replicon vaccines and/or exposed to EBOV infection to identify residue-level determinants of antibody binding. The peptide-based epitope mapping obtained from a wide range of serum and mAb samples, combined with available cryo-EM structure reconstructions revealed fine details of antibody-virus interactions, allowing for a more precise and comprehensive mapping of antibody epitopes on EBOV GP. We show how these residue-level epitope definitions can be used to characterize antigenic variation across different filoviruses, and provide a theoretical basis for predicting immunity and cross-neutralization in potential future outbreaks.


Subject(s)
Antibodies, Viral/immunology , Ebola Vaccines/immunology , Ebolavirus/immunology , Epitope Mapping , Vaccines, DNA/immunology , Animals , Antibodies, Monoclonal/immunology , Protein Binding
4.
Hum Vaccin Immunother ; 13(12): 2883-2893, 2017 12 02.
Article in English | MEDLINE | ID: mdl-28699812

ABSTRACT

We performed epitope mapping studies on the major surface glycoprotein (GP) of Ebola virus (EBOV) using Chemically Linked Peptides on Scaffolds (CLIPS), which form linear and potential conformational epitopes. This method identified monoclonal antibody epitopes and predicted additional epitopes recognized by antibodies in polyclonal sera from animals experimentally vaccinated against or infected with EBOV. Using the information obtained along with structural modeling to predict epitope accessibility, we then constructed 2 DNA vaccines encoding immunodominant and subdominant epitopes predicted to be accessible on EBOV GP. Although a construct designed to produce a membrane-bound oligopeptide was poorly immunogenic, a construct generating a secreted oligopeptide elicited strong antibody responses in mice. When this construct was administered as a boost to a DNA vaccine expressing the complete EBOV GP gene, the resultant antibody response was focused largely toward the less immunodominant epitopes in the oligopeptide. Taken together, the results of this work suggest a utility for this method for immune focusing of antibody responses elicited by vaccination.


Subject(s)
Antibodies, Viral/blood , Antigens, Viral/immunology , Ebola Vaccines/immunology , Ebolavirus/immunology , Epitope Mapping , Glycoproteins/immunology , Vaccines, DNA/immunology , Animals , Antibody Formation , Antigens, Viral/genetics , DNA, Viral , Ebola Vaccines/administration & dosage , Ebola Vaccines/genetics , Ebolavirus/genetics , Epitopes/genetics , Epitopes/immunology , Glycoproteins/genetics , Immunization Schedule , Mice, Inbred BALB C , Vaccines, DNA/administration & dosage , Vaccines, DNA/genetics , Vaccines, Synthetic/administration & dosage , Vaccines, Synthetic/genetics , Vaccines, Synthetic/immunology
5.
PLoS Negl Trop Dis ; 11(2): e0005395, 2017 02.
Article in English | MEDLINE | ID: mdl-28222130

ABSTRACT

BACKGROUND: A majority infections caused by dengue virus (DENV) are asymptomatic, but a higher incidence of severe illness, such as dengue hemorrhagic fever, is associated with secondary infections, suggesting that pre-existing immunity plays a central role in dengue pathogenesis. Primary infections are typically associated with a largely serotype-specific antibody response, while secondary infections show a shift to a broadly cross-reactive antibody response. METHODS/PRINCIPAL FINDINGS: We hypothesized that the basis for the shift in serotype-specificity between primary and secondary infections can be found in a change in the antibody fine-specificity. To investigate the link between epitope- and serotype-specificity, we assembled the Dengue Virus Antibody Database, an online repository containing over 400 DENV-specific mAbs, each annotated with information on 1) its origin, including the immunogen, host immune history, and selection methods, 2) binding/neutralization data against all four DENV serotypes, and 3) epitope mapping at the domain or residue level to the DENV E protein. We combined epitope mapping and activity information to determine a residue-level index of epitope propensity and cross-reactivity and generated detailed composite epitope maps of primary and secondary antibody responses. We found differing patterns of epitope-specificity between primary and secondary infections, where secondary responses target a distinct subset of epitopes found in the primary response. We found that secondary infections were marked with an enhanced response to cross-reactive epitopes, such as the fusion-loop and E-dimer region, as well as increased cross-reactivity in what are typically more serotype-specific epitope regions, such as the domain I-II interface and domain III. CONCLUSIONS/SIGNIFICANCE: Our results support the theory that pre-existing cross-reactive memory B cells form the basis for the secondary antibody response, resulting in a broadening of the response in terms of cross-reactivity, and a focusing of the response to a subset of epitopes, including some, such as the fusion-loop region, that are implicated in poor neutralization and antibody-dependent enhancement of infection.


Subject(s)
Antibodies, Viral/immunology , Cross Reactions , Dengue Virus/immunology , Epitope Mapping , Antibodies, Monoclonal/immunology , Antibodies, Neutralizing/immunology , B-Lymphocytes/immunology , Databases, Factual , Dengue Virus/classification , Immunologic Memory , Protein Binding , Serogroup
6.
Biophys J ; 111(8): 1641-1654, 2016 Oct 18.
Article in English | MEDLINE | ID: mdl-27760352

ABSTRACT

Cryo-electron-microscopy (cryo-EM) structures of flaviviruses reveal significant variation in epitope occupancy across different monoclonal antibodies that have largely been attributed to epitope-level differences in conformation or accessibility that affect antibody binding. The consequences of these variations for macroscopic properties such as antibody binding and neutralization are the results of the law of mass action-a stochastic process of innumerable binding and unbinding events between antibodies and the multiple binding sites on the flavivirus in equilibrium-that cannot be directly imputed from structure alone. We carried out coarse-grained spatial stochastic binding simulations for nine flavivirus antibodies with epitopes defined by cryo-EM or x-ray crystallography to assess the role of epitope spatial arrangement on antibody-binding stoichiometry, occupancy, and neutralization. In our simulations, all epitopes were equally competent for binding, representing the upper limit of binding stoichiometry that results from epitope spatial arrangement alone. Surprisingly, our simulations closely reproduced the relative occupancy and binding stoichiometry observed in cryo-EM, without having to account for differences in epitope accessibility or conformation, suggesting that epitope spatial arrangement alone may be sufficient to explain differences in binding occupancy and stoichiometry between antibodies. Furthermore, we found that there was significant heterogeneity in binding configurations even at saturating antibody concentrations, and that bivalent antibody binding may be more common than previously thought. Finally, we propose a structure-based explanation for the stoichiometric threshold model of neutralization.


Subject(s)
Antibodies, Viral/immunology , Epitopes/immunology , Flavivirus/immunology , Models, Molecular , Antibody Specificity , Epitopes/chemistry , Monte Carlo Method , Protein Binding , Protein Conformation , Stochastic Processes
7.
Biochem Biophys Rep ; 4: 375-385, 2015 Dec.
Article in English | MEDLINE | ID: mdl-29124227

ABSTRACT

pH-induced conformational changes in dengue virus (DENV) are critical to its ability to infect host cells. The envelope protein heterodimers that make up the viral envelope shift from a dimer to a trimer conformation at low-pH during membrane fusion. Previous studies have suggested that the ionization of histidine residues at low-pH is central to this pH-induced conformational change. We sought out to use molecular modeling with structure-based pKa prediction to provide a quantitative basis for the role of histidines in pH-induced conformational changes and identify which histidine residues were primarily responsible for this transition. We combined existing crystallographic and cryo-electron microscopy data to construct templates of the dimer and trimer conformations for the mature and immature virus. We then generated homology models for the four DENV serotypes and carried out structure-based pKa prediction using Rosetta. Our results showed that the pKa values of a subset of conserved histidines in DENV successfully capture the thermodynamics necessary to drive pH-induced conformational changes during fusion. Here, we identified the structural determinants underlying these pKa values and compare our findings with previous experimental results.

8.
J Neurochem ; 128(1): 88-100, 2014 Jan.
Article in English | MEDLINE | ID: mdl-23957498

ABSTRACT

Polysialic acid (PSA) is a major regulator of cell-cell interactions in the developing nervous system and in neural plasticity in the adult. As a polyanionic molecule with high water-binding capacity, PSA increases the intercellular space generating permissive conditions for cell motility. PSA enhances stem cell migration and axon path finding and promotes repair in the lesioned peripheral and central nervous systems, thus contributing to regeneration. As a next step in developing an improved PSA-based approach to treat nervous system injuries, we searched for small organic compounds that mimic PSA and identified as a PSA mimetic 5-nonyloxytryptamine oxalate, described as a selective 5-hydroxytryptamine receptor 1B (5-HT1B ) agonist. Similar to PSA, 5-nonyloxytryptamine binds to the PSA-specific monoclonal antibody 735, enhances neurite outgrowth of cultured primary neurons and process formation of Schwann cells, protects neurons from oxidative stress, reduces migration of astrocytes and enhances myelination in vitro. Furthermore, nonyloxytryptamine treatment enhances expression of the neural cell adhesion molecule (NCAM) and its polysialylated form PSA-NCAM and reduces expression of the microtubule-associated protein MAP2 in cultured neuroblastoma cells. These results demonstrate that 5-nonyloxytryptamine mimics PSA and triggers PSA-mediated functions, thus contributing to the repertoire of molecules with the potential to improve recovery in acute and chronic injuries of the mammalian peripheral and central nervous systems. Polysialic acid (PSA) plays important roles in nervous system development, as well as synaptic plasticity and regeneration in the adult. 5-Nonyloxytryptamine oxalate (5-NOT) mimics PSA and triggers PSA-mediated functions in neurons and glial cells. 5-NOT stimulates neuritogenesis, myelination and Schwann cell migration. This study sets the basis to develop a PSA-mediated therapy of acute and chronic nervous system diseases.


Subject(s)
Neuroglia/drug effects , Neurons/drug effects , Serotonin 5-HT1 Receptor Agonists/pharmacology , Sialic Acids/pharmacology , Tryptamines/pharmacology , Animals , Cells, Cultured , Female , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Neuroglia/physiology , Neurons/physiology , Protein Structure, Tertiary , Serotonin 5-HT1 Receptor Agonists/chemistry , Sialic Acids/chemistry , Tryptamines/chemistry
9.
PLoS Negl Trop Dis ; 7(9): e2430, 2013.
Article in English | MEDLINE | ID: mdl-24069485

ABSTRACT

For enveloped viruses, fusion of the viral envelope with a cellular membrane is critical for a productive infection to occur. This fusion process is mediated by at least three classes of fusion proteins (Class I, II, and III) based on the protein sequence and structure. For Rift Valley fever virus (RVFV), the glycoprotein Gc (Class II fusion protein) mediates this fusion event following entry into the endocytic pathway, allowing the viral genome access to the cell cytoplasm. Here, we show that peptides analogous to the RVFV Gc stem region inhibited RVFV infectivity in cell culture by inhibiting the fusion process. Further, we show that infectivity can be inhibited for diverse, unrelated RNA viruses that have Class I (Ebola virus), Class II (Andes virus), or Class III (vesicular stomatitis virus) fusion proteins using this single peptide. Our findings are consistent with an inhibition mechanism similar to that proposed for stem peptide fusion inhibitors of dengue virus in which the RVFV inhibitory peptide first binds to both the virion and cell membranes, allowing it to traffic with the virus into the endocytic pathway. Upon acidification and rearrangement of Gc, the peptide is then able to specifically bind to Gc and prevent fusion of the viral and endocytic membranes, thus inhibiting viral infection. These results could provide novel insights into conserved features among the three classes of viral fusion proteins and offer direction for the future development of broadly active fusion inhibitors.


Subject(s)
Antiviral Agents/metabolism , Bunyaviridae/physiology , Mononegavirales/physiology , Viral Fusion Proteins/metabolism , Virus Internalization , Animals , Bunyaviridae/drug effects , Chlorocebus aethiops , Ebolavirus/drug effects , Ebolavirus/physiology , Mononegavirales/drug effects , Vero Cells
10.
Mol Plant Microbe Interact ; 25(12): 1562-73, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23134519

ABSTRACT

Potyvirus resistance in Capsicum spp. has been attributed to amino acid substitutions at the pvr1 locus that cause conformational shifts in eukaryotic translation initiation factor eIF4E. The viral genome-linked protein (VPg) sequence was isolated and compared from three Tobacco etch virus (TEV) strains, highly aphid-transmissible (HAT), Mex21, and N, which differentially infect Capsicum genotypes encoding Pvr1(+), pvr1, and pvr1(2). Viral chimeras were synthesized using the TEV-HAT genome, replacing HAT VPg with Mex21 or N VPg. TEV HAT did not infect pepper plants homozygous for either the pvr1 or pvr1(2) allele. However, the novel chimeric TEV strains, TEVHAT(Mex21-VPg) and TEV-HAT(N-VPg), infected pvr1 and pvr1(2) pepper plants, respectively, demonstrating that VPg is the virulence determinant in this pathosystem. Three dimensional structural models predicted interaction between VPg and the susceptible eIF4E genotype in every case, while resistant genotypes were never predicted to interact. To determine whether there is a correlation between physical interaction of VPg with eIF4E and infectivity, the effects of amino acid variation within VPg were assessed. Interaction between pvr1(2) eIF4E and N VPg was detected in planta, implying that the six amino acid differences in N VPg relative to HAT VPg are responsible for restoring the physical interaction and infectivity.


Subject(s)
Capsicum/virology , Eukaryotic Initiation Factor-4E/genetics , Plant Diseases/virology , Potyvirus/genetics , Viral Proteins/genetics , Virulence Factors/genetics , Alleles , Amino Acid Sequence , Amino Acid Substitution , Capsicum/immunology , Chimera , Disease Resistance/genetics , Eukaryotic Initiation Factor-4E/physiology , Genome, Viral/genetics , Host-Pathogen Interactions , Models, Molecular , Molecular Sequence Data , Plant Leaves/virology , Plant Proteins/genetics , Plant Proteins/physiology , Potyvirus/pathogenicity , Protein Conformation , Protein Interaction Mapping , Sequence Alignment , Nicotiana/genetics , Viral Proteins/chemistry , Viral Proteins/metabolism , Virulence Factors/chemistry , Virulence Factors/metabolism
11.
PLoS Comput Biol ; 8(8): e1002665, 2012.
Article in English | MEDLINE | ID: mdl-22956900

ABSTRACT

Quantitatively predicting changes in drug sensitivity associated with residue mutations is a major challenge in structural biology. By expanding the limits of free energy calculations, we successfully identified mutations in influenza neuraminidase (NA) that confer drug resistance to two antiviral drugs, zanamivir and oseltamivir. We augmented molecular dynamics (MD) with Hamiltonian Replica Exchange and calculated binding free energy changes for H274Y, N294S, and Y252H mutants. Based on experimental data, our calculations achieved high accuracy and precision compared with results from established computational methods. Analysis of 15 micros of aggregated MD trajectories provided insights into the molecular mechanisms underlying drug resistance that are at odds with current interpretations of the crystallographic data. Contrary to the notion that resistance is caused by mutant-induced changes in hydrophobicity of the binding pocket, our simulations showed that drug resistance mutations in NA led to subtle rearrangements in the protein structure and its dynamics that together alter the active-site electrostatic environment and modulate inhibitor binding. Importantly, different mutations confer resistance through different conformational changes, suggesting that a generalized mechanism for NA drug resistance is unlikely.


Subject(s)
Drug Resistance, Viral , Neuraminidase/metabolism , Orthomyxoviridae/drug effects , Antiviral Agents/pharmacology , Drug Resistance, Viral/genetics , Models, Molecular , Molecular Dynamics Simulation , Orthomyxoviridae/enzymology , Oseltamivir/pharmacology , Thermodynamics , Zanamivir/pharmacology
12.
J Phys Chem B ; 116(10): 3387-96, 2012 Mar 15.
Article in English | MEDLINE | ID: mdl-22376120

ABSTRACT

We analyzed the thermodynamic and structural determinants of indolicidin interactions with eukaryotic and prokaryotic cell membranes using a series of atomistically detailed molecular dynamics simulations. We used quartz-supported bilayers with two different compositions of zwitterionic and anionic phospholipids as model eukaryotic and prokaryotic cell membranes. Indolicidin was preferentially attracted to the model prokaryotic cell membrane in contrast to the weak adsorption on the eukaryotic membrane. The nature of the indolicidin surface adsorption depended on an electrostatic guiding component, an attractive enthalpic component derived from van der Waals interactions, and a balance between entropic factors related to peptide confinement at the interface and counterion release from the bilayer surface. Thus, whereas we attributed the specificity of the indolicidin/membrane interaction to electrostatics, these interactions were not the sole contributors to the free energy of adsorption. Instead, a balance between an attractive van der Waals enthalpic component and a repulsive entropic component determined the overall strength of indolicidin adsorption.


Subject(s)
Antimicrobial Cationic Peptides/chemistry , Eukaryotic Cells/metabolism , Lipid Bilayers/chemistry , Prokaryotic Cells/metabolism , Antimicrobial Cationic Peptides/metabolism , Lipid Bilayers/metabolism , Molecular Dynamics Simulation , Phospholipids/chemistry , Quartz , Static Electricity , Thermodynamics
13.
Antiviral Res ; 92(3): 461-9, 2011 Dec.
Article in English | MEDLINE | ID: mdl-22020161

ABSTRACT

Type I interferons (IFNs) are potent mediators of the innate immune response to viral infection. IFNs released from infected cells bind to a receptor (IFNAR) on neighboring cells, triggering signaling cascades that limit further infection. Subtle variations in amino acids can alter IFNAR binding and signaling outcomes. We used a new gene crossbreeding method to generate hybrid, type I human IFNs with enhanced antiviral activity against four dissimilar, highly pathogenic viruses. Approximately 1400 novel IFN genes were expressed in plants, and the resultant IFN proteins were screened for antiviral activity. Comparing the gene sequences of a final set of 12 potent IFNs to those of parent genes revealed strong selection pressures at numerous amino acids. Using three-dimensional models based on a recently solved experimental structure of IFN bound to IFNAR, we show that many but not all of the amino acids that were highly selected for are predicted to improve receptor binding.


Subject(s)
Antiviral Agents/pharmacology , Interferon Type I/pharmacology , Viruses/drug effects , Amino Acid Sequence , Animals , Chlorocebus aethiops , Humans , Interferon Type I/chemistry , Interferon Type I/genetics , Microbial Sensitivity Tests , Models, Molecular , Molecular Sequence Data , Protein Conformation , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/pharmacology , Sequence Alignment , Nicotiana/genetics , Vero Cells
14.
PLoS One ; 5(12): e15199, 2010 Dec 08.
Article in English | MEDLINE | ID: mdl-21170349

ABSTRACT

BACKGROUND: Fungal mating types in self-incompatible Pezizomycotina are specified by one of two alternate sequences occupying the same locus on corresponding chromosomes. One sequence is characterized by a gene encoding an HMG protein, while the hallmark of the other is a gene encoding a protein with an α1 domain showing similarity to the Matα1p protein of Saccharomyces cerevisiae. DNA-binding HMG proteins are ubiquitous and well characterized. In contrast, α1 domain proteins have limited distribution and their evolutionary origin is obscure, precluding a complete understanding of mating-type evolution in Ascomycota. Although much work has focused on the role of the S. cerevisiae Matα1p protein as a transcription factor, it has not yet been placed in any of the large families of sequence-specific DNA-binding proteins. METHODOLOGY/PRINCIPAL FINDINGS: We present sequence comparisons, phylogenetic analyses, and in silico predictions of secondary and tertiary structures, which support our hypothesis that the α1 domain is related to the HMG domain. We have also characterized a new conserved motif in α1 proteins of Pezizomycotina. This motif is immediately adjacent to and downstream of the α1 domain and consists of a core sequence Y-[LMIF]-x(3)-G-[WL] embedded in a larger conserved motif. CONCLUSIONS/SIGNIFICANCE: Our data suggest that extant α1-box genes originated from an ancestral HMG gene, which confirms the current model of mating-type evolution within the fungal kingdom. We propose to incorporate α1 proteins in a new subclass of HMG proteins termed MATα_HMG.


Subject(s)
Fungal Proteins/chemistry , Saccharomyces cerevisiae/genetics , Amino Acid Motifs , Amino Acid Sequence , Ascomycota/genetics , Evolution, Molecular , Genes, Fungal , Molecular Sequence Data , Phylogeny , Protein Conformation , Protein Structure, Secondary , Protein Structure, Tertiary , Software
15.
J Chem Theory Comput ; 6(8): 2501-19, 2010 Aug 10.
Article in English | MEDLINE | ID: mdl-26613502

ABSTRACT

The 70 kDa human heat shock protein is a major molecular chaperone involved in de novo folding of proteins in vivo and refolding of proteins under stress conditions. Hsp70 is related to several "misfolding diseases" and other major pathologies, such as cancer, and is a target for new therapies. Hsp70 is comprised of two main domains: an N-terminal nucleotide binding domain (NBD) and a C-terminal substrate protein binding domain (SBD). The chaperone function of Hsp70 is based on an allosteric mechanism. Binding of ATP in NBD decreases the affinity of the substrate for SBD, and hydrolysis of ATP is promoted by binding of polypeptide segments in the SBD. No complete structure of human Hsp70 is known. Here, we report two models of human Hsp70, constructed by homology with Saccharomyces cerevisiae cochaperone protein Hsp110 (open model) and with Escherichia coli 70 kDa DnaK (closed model) and relaxed for several tens to hundreds of nanoseconds by using all-atom molecular dynamics simulations in explicit solvent. We obtain two stable states, Hsp70 with SBD open and SBD closed, which agree with experimental and structural information for ATP-Hsp70 and ADP-Hsp70, respectively. The dynamics of the transition from the open to closed states is investigated with a coarse-grained model and normal-mode analysis. The results show that the conformational change between the two states can be represented by a relatively small number of collective modes which involved major conformational changes in the two domains. These modes provide a mechanistic representation of the communication between NBD and SBD and allow us to identify subdomains and residues that appear to have a critical role in the conformational change mechanism that guides the chaperoning cycle of Hsp70.

16.
BMC Evol Biol ; 8: 328, 2008 Dec 03.
Article in English | MEDLINE | ID: mdl-19055762

ABSTRACT

BACKGROUND: Most filamentous ascomycete fungi produce high affinity iron chelators called siderophores, biosynthesized nonribosomally by multimodular adenylating enzymes called nonribosomal peptide synthetases (NRPSs). While genes encoding the majority of NRPSs are intermittently distributed across the fungal kingdom, those encoding ferrichrome synthetase NRPSs, responsible for biosynthesis of ferrichrome siderophores, are conserved, which offers an opportunity to trace their evolution and the genesis of their multimodular domain architecture. Furthermore, since the chemistry of many ferrichromes is known, the biochemical and structural 'rules' guiding NRPS substrate choice can be addressed using protein structural modeling and evolutionary approaches. RESULTS: A search of forty-nine complete fungal genome sequences revealed that, with the exception of Schizosaccharomyces pombe, none of the yeast, chytrid, or zygomycete genomes contained a candidate ferrichrome synthetase. In contrast, all filamentous ascomycetes queried contained at least one, while presence and numbers in basidiomycetes varied. Genes encoding ferrichrome synthetases were monophyletic when analyzed with other NRPSs. Phylogenetic analyses provided support for an ancestral duplication event resulting in two main lineages. They also supported the proposed hypothesis that ferrichrome synthetases derive from an ancestral hexamodular gene, likely created by tandem duplication of complete NRPS modules. Recurrent losses of individual domains or complete modules from this ancestral gene best explain the diversity of extant domain architectures observed. Key residues and regions in the adenylation domain pocket involved in substrate choice and for binding the amino and carboxy termini of the substrate were identified. CONCLUSION: Iron-chelating ferrichrome synthetases appear restricted to fission yeast, filamentous ascomycetes, and basidiomycetes and fall into two main lineages. Phylogenetic analyses suggest that loss of domains or modules led to evolution of iterative biosynthetic mechanisms that allow flexibility in biosynthesis of the ferrichrome product. The 10 amino acid NRPS code, proposed earlier, failed when we tried to infer substrate preference. Instead, our analyses point to several regions of the binding pocket important in substrate choice and suggest that two positions of the code are involved in substrate anchoring, not substrate choice.


Subject(s)
Evolution, Molecular , Fungi/enzymology , Peptide Synthases/metabolism , Siderophores/biosynthesis , Fungal Proteins/genetics , Fungal Proteins/metabolism , Fungi/genetics , Genome, Fungal , Models, Molecular , Peptide Synthases/genetics , Phylogeny , Substrate Specificity
17.
Mol Plant Microbe Interact ; 21(6): 820-30, 2008 Jun.
Article in English | MEDLINE | ID: mdl-18624645

ABSTRACT

During invasion of their plant hosts, species of the oomycete genus Phytophthora secrete glucanase inhibitor proteins (GIPs) into the plant apoplast, which bind and inhibit the activity of plant extracellular endo-beta-1,3-glucanases (EGases). GIPs show structural homology to the chymotrypsin class of serine proteases (SP) but lack proteolytic activity due to the absence of an intact catalytic triad and, thus, belong to a broader class of proteins called serine protease homologs (SPH). To study the evolutionary relationship between GIPs and functional SP, database searches were used to identify 48 GIP homologs in the P. sojae, P. ramorum, and P. infestans genomes, composing GIPs, SPH, and potentially functional SP. Analyses of P. infestans-inoculated tomato leaves showed that P. infestans GIPs and tomato EGases are present in the apoplast and form stable complexes in planta. Studies of the temporal expression of a four-membered GIP family from P. infestans (PiGIP1 to PiGIP4) further revealed that the genes show distinctly different patterns during an infection timecourse. Codon evolution analyses of GIP homologs identified several positively selected peptide sites and structural modeling revealed them to be in close proximity to rapidly evolving EGase residues, suggesting that the interaction between GIPs and EGases has the hallmarks of a coevolving molecular arms race.


Subject(s)
Algal Proteins/genetics , Enzyme Inhibitors/metabolism , Evolution, Molecular , Glucan 1,3-beta-Glucosidase/genetics , Phytophthora/metabolism , Plant Proteins/genetics , Algal Proteins/chemistry , Algal Proteins/metabolism , Amino Acid Sequence , Blotting, Western , Enzyme Inhibitors/chemistry , Glucan 1,3-beta-Glucosidase/chemistry , Glucan 1,3-beta-Glucosidase/classification , Models, Molecular , Molecular Sequence Data , Phylogeny , Phytophthora/genetics , Plant Proteins/chemistry , Protein Structure, Secondary , Protein Structure, Tertiary , Reverse Transcriptase Polymerase Chain Reaction , Sequence Homology, Amino Acid
18.
Free Radic Biol Med ; 45(5): 611-8, 2008 Sep 01.
Article in English | MEDLINE | ID: mdl-18573333

ABSTRACT

The only known function of Cu,Zn-superoxide dismutase (SOD1) is to catalyze the dismutation of superoxide anion into hydrogen peroxide. Our objective was to determine if SOD1 catalyzes murine liver protein nitration induced by acetaminophen (APAP) and lipopolysaccharide (LPS). Liver and plasma samples were collected from young adult SOD1 knockout mice (SOD1-/-) and wild-type (WT) mice at 5 or 6 h after an ip injection of saline, APAP, or LPS. Hepatic nitrotyrosine formation was induced by APAP and LPS only in the WT mice. The diminished hepatic protein nitration in the SOD1-/- mice was not directly related to plasma nitrite and nitrate concentrations. Similar genotype differences were seen in liver homogenates treated with a bolus of peroxynitrite. Adding only the holo-, and not the apo-, SOD1 enzyme into the liver homogenates enhanced the reaction in an activity-dependent fashion and nearly eliminated the genotype difference at the high doses. Mass spectrometry showed four more nitrotyrosine residues in bovine serum albumin and 10 more nitrated protein candidates in the SOD1-/- liver homogenates by peroxynitrite with added SOD1. In conclusion, the diminished hepatic protein nitration mediated by APAP or LPS in the SOD1-/- mice is due to the lack of SOD1 activity per se.


Subject(s)
Liver/enzymology , Superoxide Dismutase/metabolism , Tyrosine/analogs & derivatives , Acetaminophen/pharmacology , Animals , Catalysis , Cattle , Genotype , Lipopolysaccharides/pharmacology , Liver/drug effects , Mice , Mice, Knockout , Nitrogen/metabolism , Nitrogen Oxides/blood , Substrate Specificity , Superoxide Dismutase/deficiency , Superoxide Dismutase/genetics , Tyrosine/biosynthesis
19.
Science ; 318(5854): 1302-5, 2007 Nov 23.
Article in English | MEDLINE | ID: mdl-18033885

ABSTRACT

Plants use light to optimize growth and development. The photoreceptor phytochrome A (phyA) mediates various far-red light-induced responses. We show that Arabidopsis FHY3 and FAR1, which encode two proteins related to Mutator-like transposases, act together to modulate phyA signaling by directly activating the transcription of FHY1 and FHL, whose products are essential for light-induced phyA nuclear accumulation and subsequent light responses. FHY3 and FAR1 have separable DNA binding and transcriptional activation domains that are highly conserved in Mutator-like transposases. Further, expression of FHY3 and FAR1 is negatively regulated by phyA signaling. We propose that FHY3 and FAR1 represent transcription factors that have been co-opted from an ancient Mutator-like transposase(s) to modulate phyA-signaling homeostasis in higher plants.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/metabolism , Light , Nuclear Proteins/metabolism , Phytochrome/metabolism , Signal Transduction , Amino Acid Motifs , Amino Acid Sequence , Arabidopsis/genetics , Arabidopsis Proteins/chemistry , Arabidopsis Proteins/genetics , Cell Nucleus/metabolism , Gene Expression Regulation, Plant , Molecular Sequence Data , Mutation , Nuclear Proteins/chemistry , Nuclear Proteins/genetics , Phylogeny , Phytochrome/chemistry , Phytochrome/genetics , Phytochrome A/metabolism , Promoter Regions, Genetic , Protein Structure, Tertiary , Recombinant Fusion Proteins/chemistry , Recombinant Fusion Proteins/metabolism , Transcription Factors/genetics , Transcription Factors/metabolism , Transcriptional Activation , Transposases/chemistry , Transposases/genetics , Transposases/metabolism
20.
Plant Mol Biol ; 65(5): 627-44, 2007 Nov.
Article in English | MEDLINE | ID: mdl-17823777

ABSTRACT

Arabidopsis chloroplasts have a multi-layered defense against hydrogen peroxide (H(2)O(2)) that includes a stromal and thylakoid ascorbate peroxidase (sAPX and tAPX). Single and double null mutants in SAPX and TAPX (sapx and tapx) were each crossed with ascorbate deficient vtc2. The single, double and triple mutants did not show visual light stress phenotypes when grown at control or high light intensities (CL and HL; 120 and 1,000 micromol photons m(-2) s(-1)). Upon shift from CL to HL, mesophyll of expanded leaves of the triple mutant bleached within hours, with exclusion of the major vein areas; this contrasts to reported patterns of cell death under ozone treatment and calatase deficiency. tapx-vtc2 and sapx-vtc2, but not tapx-sapx or single mutants, showed limited bleaching. Bleaching and necrosis were accompanied by accumulation of H(2)O(2). Cellular concentrations of alpha-tocopherol, ascorbate and glutathione showed dramatic increase in response to HL in all eight genotypes and the four vtc2 genotypes accumulated more glutathione under CL than the others. Transcript analysis of other ROS responsive genes in vtc2 and the triple mutant showed up to 20-fold induction after transition to HL, generally irrespective of genotype. We conclude that chloroplast APX proteins in Arabidopsis can be effectively compensated by other endogenous H(2)O(2) detoxification systems, but that low cellular ascorbate levels in absence of chloroplast APX activity are detrimental to the cell during excess light.


Subject(s)
Arabidopsis Proteins/genetics , Arabidopsis/radiation effects , Ascorbic Acid/metabolism , Chloroplasts/enzymology , Light , Peroxidases/genetics , Arabidopsis/enzymology , Arabidopsis/physiology , Ascorbate Peroxidases , Gene Expression Regulation, Plant , Hydrogen Peroxide/metabolism , Mutation , Necrosis , Plastids/genetics , Plastids/metabolism , Reactive Oxygen Species/metabolism , Up-Regulation
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