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1.
PLoS Comput Biol ; 17(2): e1008101, 2021 02.
Article En | MEDLINE | ID: mdl-33617527

Proteases are an important class of enzymes, whose activity is central to many physiologic and pathologic processes. Detailed knowledge of protease specificity is key to understanding their function. Although many methods have been developed to profile specificities of proteases, few have the diversity and quantitative grasp necessary to fully define specificity of a protease, both in terms of substrate numbers and their catalytic efficiencies. We have developed a concept of "selectome"; the set of substrate amino acid sequences that uniquely represent the specificity of a protease. We applied it to two closely related members of the Matrixin family-MMP-2 and MMP-9 by using substrate phage display coupled with Next Generation Sequencing and information theory-based data analysis. We have also derived a quantitative measure of substrate specificity, which accounts for both the number of substrates and their relative catalytic efficiencies. Using these advances greatly facilitates elucidation of substrate selectivity between closely related members of a protease family. The study also provides insight into the degree to which the catalytic cleft defines substrate recognition, thus providing basis for overcoming two of the major challenges in the field of proteolysis: 1) development of highly selective activity probes for studying proteases with overlapping specificities, and 2) distinguishing targeted proteolysis from bystander proteolytic events.


Models, Biological , Peptide Hydrolases/genetics , Peptide Hydrolases/metabolism , Amino Acid Sequence , Catalytic Domain/genetics , Computational Biology , High-Throughput Nucleotide Sequencing , Information Theory , Matrix Metalloproteinase 2/chemistry , Matrix Metalloproteinase 2/genetics , Matrix Metalloproteinase 2/metabolism , Matrix Metalloproteinase 9/chemistry , Matrix Metalloproteinase 9/genetics , Matrix Metalloproteinase 9/metabolism , Models, Molecular , Peptide Hydrolases/classification , Peptide Library , Protein Folding , Proteolysis , Proteomics/methods , Proteomics/statistics & numerical data , Substrate Specificity/genetics , Substrate Specificity/physiology
2.
Biochim Biophys Acta Proteins Proteom ; 1867(11): 140253, 2019 11.
Article En | MEDLINE | ID: mdl-31330204

Bioinformatics-based prediction of protease substrates can help to elucidate regulatory proteolytic pathways that control a broad range of biological processes such as apoptosis and blood coagulation. The majority of published predictive models are position weight matrices (PWM) reflecting specificity of proteases toward target sequence. These models are typically derived from experimental data on positions of hydrolyzed peptide bonds and show a reasonable predictive power. New emerging techniques that not only register the cleavage position but also measure catalytic efficiency of proteolysis are expected to improve the quality of predictions or at least substantially reduce the number of tested substrates required for confident predictions. The main goal of this study was to develop new prediction models based on such data and to estimate the performance of the constructed models. We used data on catalytic efficiency of proteolysis measured for eight major human matrix metalloproteinases to construct predictive models of protease specificity using a variety of regression analysis techniques. The obtained results suggest that efficiency-based (quantitative) models show a comparable performance with conventional PWM-based algorithms, while less training data are required. The derived list of candidate cleavage sites in human secreted proteins may serve as a starting point for experimental analysis.


Algorithms , Computational Biology , Peptide Hydrolases , Proteolysis , Humans
3.
Oncoscience ; 2(8): 681-3, 2015.
Article En | MEDLINE | ID: mdl-26425657

Recent studies highlight the importance of glutamine metabolism in metabolic reprogramming, which underlies cancer cell addiction to glutamine. Examples for the dependence on glutamine metabolism are seen across different tumor types as during different phases of cancer development, progression and response to therapy. In this perspective, we assess the possibility of targeting glutamine metabolism as a therapeutic modality for cancer.

5.
PLoS One ; 10(5): e0127877, 2015.
Article En | MEDLINE | ID: mdl-25996941

CleavPredict (http://cleavpredict.sanfordburnham.org) is a Web server for substrate cleavage prediction for matrix metalloproteinases (MMPs). It is intended as a computational platform aiding the scientific community in reasoning about proteolytic events. CleavPredict offers in silico prediction of cleavage sites specific for 11 human MMPs. The prediction method employs the MMP specific position weight matrices (PWMs) derived from statistical analysis of high-throughput phage display experimental results. To augment the substrate cleavage prediction process, CleavPredict provides information about the structural features of potential cleavage sites that influence proteolysis. These include: secondary structure, disordered regions, transmembrane domains, and solvent accessibility. The server also provides information about subcellular location, co-localization, and co-expression of proteinase and potential substrates, along with experimentally determined positions of single nucleotide polymorphism (SNP), and posttranslational modification (PTM) sites in substrates. All this information will provide the user with perspectives in reasoning about proteolytic events. CleavPredict is freely accessible, and there is no login required.


Matrix Metalloproteinases/metabolism , Software , Web Browser , Algorithms , Databases, Genetic , Proteolysis , ROC Curve , Reproducibility of Results
6.
Oncotarget ; 6(10): 7379-89, 2015 Apr 10.
Article En | MEDLINE | ID: mdl-25749035

Glutamine dependence is a prominent feature of cancer metabolism, and here we show that melanoma cells, irrespective of their oncogenic background, depend on glutamine for growth. A quantitative audit of how carbon from glutamine is used showed that TCA-cycle-derived glutamate is, in most melanoma cells, the major glutamine-derived cataplerotic output and product of glutaminolysis. In the absence of glutamine, TCA cycle metabolites were liable to depletion through aminotransferase-mediated α-ketoglutarate-to-glutamate conversion and glutamate secretion. Aspartate was an essential cataplerotic output, as melanoma cells demonstrated a limited capacity to salvage external aspartate. Also, the absence of asparagine increased the glutamine requirement, pointing to vulnerability in the aspartate-asparagine biosynthetic pathway within melanoma metabolism. In contrast to melanoma cells, melanocytes could grow in the absence of glutamine. Melanocytes use more glutamine for protein synthesis rather than secreting it as glutamate and are less prone to loss of glutamate and TCA cycle metabolites when starved of glutamine.


Asparagine/metabolism , Glutamic Acid/metabolism , Glutamine/metabolism , Melanoma/metabolism , Cell Growth Processes/physiology , Humans , Melanoma/pathology
7.
Cancer Cell ; 27(3): 354-69, 2015 Mar 09.
Article En | MEDLINE | ID: mdl-25759021

Many tumor cells are fueled by altered metabolism and increased glutamine (Gln) dependence. We identify regulation of the L-glutamine carrier proteins SLC1A5 and SLC38A2 (SLC1A5/38A2) by the ubiquitin ligase RNF5. Paclitaxel-induced ER stress to breast cancer (BCa) cells promotes RNF5 association, ubiquitination, and degradation of SLC1A5/38A2. This decreases Gln uptake, levels of TCA cycle components, mTOR signaling, and proliferation while increasing autophagy and cell death. Rnf5-deficient MMTV-PyMT mammary tumors were less differentiated and showed elevated SLC1A5 expression. Whereas RNF5 depletion in MDA-MB-231 cells promoted tumorigenesis and abolished paclitaxel responsiveness, SLC1A5/38A2 knockdown elicited opposing effects. Inverse RNF5(hi)/SLC1A5/38A2(lo) expression was associated with positive prognosis in BCa. Thus, RNF5 control of Gln uptake underlies BCa response to chemotherapies.


Amino Acid Transport System ASC/metabolism , Amino Acid Transport System A/metabolism , Antineoplastic Agents/pharmacology , Breast Neoplasms/metabolism , DNA-Binding Proteins/physiology , Endoplasmic Reticulum Stress/drug effects , Paclitaxel/pharmacology , Ubiquitin-Protein Ligases/physiology , Amino Acid Transport System A/genetics , Amino Acid Transport System ASC/genetics , Animals , Antineoplastic Agents/therapeutic use , Apoptosis/drug effects , Autophagy/drug effects , Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Citric Acid Cycle/drug effects , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Endoplasmic Reticulum/drug effects , Endoplasmic Reticulum Stress/genetics , Female , Humans , Mice, Inbred BALB C , Mice, Inbred C57BL , Mice, Nude , Minor Histocompatibility Antigens , Paclitaxel/therapeutic use , Proteolysis/drug effects , Signal Transduction/drug effects , TOR Serine-Threonine Kinases/metabolism , Ubiquitin-Protein Ligases/genetics , Ubiquitin-Protein Ligases/metabolism , Ubiquitination
8.
Proc Natl Acad Sci U S A ; 111(40): E4148-55, 2014 Oct 07.
Article En | MEDLINE | ID: mdl-25246591

Genomic sequencing and structural genomics produced a vast amount of sequence and structural data, creating an opportunity for structure-function analysis in silico [Radivojac P, et al. (2013) Nat Methods 10(3):221-227]. Unfortunately, only a few large experimental datasets exist to serve as benchmarks for function-related predictions. Furthermore, currently there are no reliable means to predict the extent of functional similarity among proteins. Here, we quantify structure-function relationships among three phylogenetic branches of the matrix metalloproteinase (MMP) family by comparing their cleavage efficiencies toward an extended set of phage peptide substrates that were selected from ∼ 64 million peptide sequences (i.e., a large unbiased representation of substrate space). The observed second-order rate constants [k(obs)] across the substrate space provide a distance measure of functional similarity among the MMPs. These functional distances directly correlate with MMP phylogenetic distance. There is also a remarkable and near-perfect correlation between the MMP substrate preference and sequence identity of 50-57 discontinuous residues surrounding the catalytic groove. We conclude that these residues represent the specificity-determining positions (SDPs) that allowed for the expansion of MMP proteolytic function during evolution. A transmutation of only a few selected SDPs proximal to the bound substrate peptide, and contributing the most to selectivity among the MMPs, is sufficient to enact a global change in the substrate preference of one MMP to that of another, indicating the potential for the rational and focused redesign of cleavage specificity in MMPs.


Catalytic Domain , Matrix Metalloproteinases/chemistry , Matrix Metalloproteinases/metabolism , Peptides/metabolism , Algorithms , Amino Acid Sequence , Binding Sites/genetics , Biocatalysis , Humans , Kinetics , Matrix Metalloproteinases/genetics , Models, Molecular , Molecular Sequence Data , Mutation , Phylogeny , Proteolysis , Sequence Homology, Amino Acid , Substrate Specificity
9.
PLoS One ; 7(9): e45190, 2012.
Article En | MEDLINE | ID: mdl-23024808

Proline metabolism is linked to hyperprolinemia, schizophrenia, cutis laxa, and cancer. In the latter case, tumor cells tend to rely on proline biosynthesis rather than salvage. Proline is synthesized from either glutamate or ornithine; both are converted to pyrroline-5-carboxylate (P5C), and then to proline via pyrroline-5-carboxylate reductases (PYCRs). Here, the role of three isozymic versions of PYCR was addressed in human melanoma cells by tracking the fate of (13)C-labeled precursors. Based on these studies we conclude that PYCR1 and PYCR2, which are localized in the mitochondria, are primarily involved in conversion of glutamate to proline. PYCRL, localized in the cytosol, is exclusively linked to the conversion of ornithine to proline. This analysis provides the first clarification of the role of PYCRs to proline biosynthesis.


Melanoma/metabolism , Proline/biosynthesis , Biosynthetic Pathways/physiology , Cell Line, Tumor , Extracellular Space/metabolism , Humans , Proline/chemistry , Protein Transport , Pyrroline Carboxylate Reductases/metabolism , delta-1-Pyrroline-5-Carboxylate Reductase
10.
Pigment Cell Melanoma Res ; 25(6): 732-9, 2012 Nov.
Article En | MEDLINE | ID: mdl-22846158

In this perspective, we revise the historic notion that cancer is a disease of mitochondria. We summarize recent findings on the function and rewiring of central carbon metabolism in melanoma. Metabolic profiling studies using stable isotope tracers show that glycolysis is decoupled from the tricarboxylic acid (TCA) cycle. This decoupling is not 'dysfunction' but rather an alternate wiring required by tumor cells to remain metabolically versatile. In large part, this requirement is met by glutamine feeding the TCA cycle as an alternative source of carbon. Glutamine is also used in non-conventional ways, like traveling in reverse through the TCA flux to feed fatty acid biosynthesis. Biosynthetic networks linked with non-essential amino acids alanine, serine, arginine, and proline are also significantly impacted by the use of glutamine as an alternate carbon source.


Glutamine/metabolism , Glycolysis , Melanoma/metabolism , Mitochondria/metabolism , Citric Acid Cycle , Humans , Skin Neoplasms/metabolism
11.
Biochemistry ; 50(48): 10499-507, 2011 Dec 06.
Article En | MEDLINE | ID: mdl-22050556

Understanding the active site preferences of an enzyme is critical to the design of effective inhibitors and to gaining insights into its mechanisms of action on substrates. While the subsite specificity of thrombin is understood, it is not clear whether the enzyme prefers individual amino acids at each subsite in isolation or prefers to cleave combinations of amino acids as a motif. To investigate whether preferred peptide motifs for cleavage could be identified for thrombin, we exposed a phage-displayed peptide library to thrombin. The resulting preferentially cleaved substrates were analyzed using the technique of association rule discovery. The results revealed that thrombin selected for amino acid motifs in cleavage sites. The contribution of these hypothetical motifs to substrate cleavage efficiency was further investigated using the B1 IgG-binding domain of streptococcal protein G as a model substrate. Introduction of a P(2)-P(1)' LRS thrombin cleavage sequence within a major loop of the protein led to cleavage of the protein by thrombin, with the cleavage efficiency increasing with the length of the loop. Introduction of further P(3)-P(1) and P(1)-P(1)'-P(3)' amino acid motifs into the loop region yielded greater cleavage efficiencies, suggesting that the susceptibility of a protein substrate to cleavage by thrombin is influenced by these motifs, perhaps because of cooperative effects between subsites closest to the scissile peptide bond.


Models, Chemical , Thrombin/chemistry , Thrombin/metabolism , Amino Acid Motifs , Amino Acid Sequence , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Bacteriophage M13/chemistry , Bacteriophage M13/genetics , Hydrolysis , Molecular Sequence Data , Mutagenesis, Site-Directed , Peptide Library , Protein Engineering/methods , Random Allocation , Reproducibility of Results , Streptococcus , Substrate Specificity/genetics , Viral Proteins/chemistry , Viral Proteins/genetics , Viral Proteins/metabolism
12.
J Proteome Res ; 10(8): 3642-51, 2011 Aug 05.
Article En | MEDLINE | ID: mdl-21682278

Limited or regulatory proteolysis plays a critical role in many important biological pathways like blood coagulation, cell proliferation, and apoptosis. A better understanding of mechanisms that control this process is required for discovering new proteolytic events and for developing inhibitors with potential therapeutic value. Two features that determine the susceptibility of peptide bonds to proteolysis are the sequence in the vicinity of the scissile bond and the structural context in which the bond is displayed. In this study, we assessed statistical significance and predictive power of individual structural descriptors and combination thereof for the identification of cleavage sites. The analysis was performed on a data set of >200 proteolytic events documented in CutDB for a variety of mammalian regulatory proteases and their physiological substrates with known 3D structures. The results confirmed the significance and provided a ranking within three main categories of structural features: exposure > flexibility > local interactions. Among secondary structure elements, the largest frequency of proteolytic cleavage was confirmed for loops and lower but significant frequency for helices. Limited proteolysis has lower albeit appreciable frequency of occurrence in certain types of ß-strands, which is in contrast with some previous reports. Descriptors deduced directly from the amino acid sequence displayed only marginal predictive capabilities. Homology-based structural models showed a predictive performance comparable to protein substrates with experimentally established structures. Overall, this study provided a foundation for accurate automated prediction of segments of protein structure susceptible to proteolytic processing and, potentially, other post-translational modifications.


Proteins/chemistry , Proteolysis , Amino Acid Sequence , Models, Molecular , Molecular Sequence Data , Protein Structure, Secondary
13.
Assay Drug Dev Technol ; 9(1): 69-78, 2011 Feb.
Article En | MEDLINE | ID: mdl-21050032

Viruses of the genus Flavivirus are responsible for significant human disease and mortality. The N-terminal domain of the flaviviral nonstructural (NS)3 protein codes for the serine, chymotrypsin-fold proteinase (NS3pro). The presence of the nonstructural (NS)2B cofactor, which is encoded by the upstream gene in the flaviviral genome, is necessary for NS3pro to exhibit its proteolytic activity. The two-component NS2B-NS3pro functional activity is essential for the viral polyprotein processing and replication. Both the structure and the function of NS2B-NS3pro are conserved in the Flavivirus family. Because of its essential function in the posttranslational processing of the viral polyprotein precursor, NS2B-NS3pro is a promising target for anti-flavivirus drugs. To identify selective inhibitors with the reduced cross-reactivity and off-target effects, we focused our strategy on the allosteric inhibitors capable of targeting the NS2B-NS3pro interface rather than the NS3pro active site. Using virtual ligand screening of the diverse, ∼275,000-compound library and the catalytic domain of the two-component West Nile virus (WNV) NS2B-NS3pro as a receptor, we identified a limited subset of the novel inhibitory scaffolds. Several of the discovered compounds performed as allosteric inhibitors and exhibited a nanomolar range potency in the in vitro cleavage assays. The inhibitors were also potent in cell-based assays employing the sub-genomic, luciferase-tagged WNV and Dengue viral replicons. The selectivity of the inhibitors was confirmed using the in vitro cleavage assays with furin, a human serine proteinase, the substrate preferences of which are similar to those of WNV NS2B-NS3pro. Conceptually, the similar in silico drug discovery strategy may be readily employed for the identification of inhibitors of other flaviviruses.


Databases, Protein , Drug Evaluation, Preclinical/methods , High-Throughput Screening Assays/methods , Models, Chemical , Protein Interaction Mapping/methods , Viral Nonstructural Proteins/antagonists & inhibitors , Viral Nonstructural Proteins/chemistry , Binding Sites , Computer Simulation , Ligands , Protein Binding , RNA Helicases/antagonists & inhibitors , RNA Helicases/chemistry , Serine Endopeptidases/chemistry
14.
J Biol Chem ; 285(36): 27726-36, 2010 Sep 03.
Article En | MEDLINE | ID: mdl-20605791

The functional activity of invasion-promoting membrane type 1 matrix metalloproteinase (MT1-MMP) is elevated in cancer. This elevated activity promotes cancer cell migration, invasion, and metastasis. MT1-MMP is synthesized as a zymogen, the latency of which is maintained by its prodomain. Excision by furin was considered sufficient for the prodomain release and MT1-MMP activation. We determined, however, that the full-length intact prodomain released by furin alone is a potent autoinhibitor of MT1-MMP. Additional MMP cleavages within the prodomain sequence are required to release the MT1-MMP enzyme activity. Using mutagenesis of the prodomain sequence and mass spectrometry analysis of the prodomain fragments, we demonstrated that the intradomain cleavage of the PGD/L(50) site initiates the MT1-MMP activation, whereas the (108)RRKR(111)/Y(112) cleavage by furin completes the removal and the degradation of the autoinhibitory prodomain and the liberation of the functional activity of the emerging enzyme of MT1-MMP.


Furin/metabolism , Matrix Metalloproteinase 14/chemistry , Matrix Metalloproteinase 14/metabolism , Amino Acid Sequence , Animals , Cell Line, Tumor , Enzyme Activation , Enzyme Precursors/chemistry , Enzyme Precursors/genetics , Enzyme Precursors/metabolism , Humans , Matrix Metalloproteinase 14/genetics , Matrix Metalloproteinase Inhibitors , Models, Molecular , Molecular Sequence Data , Mutagenesis , Protein Structure, Tertiary
15.
Biochem J ; 427(3): 369-76, 2010 Apr 14.
Article En | MEDLINE | ID: mdl-20156198

There is a need to develop inhibitors of mosquito-borne flaviviruses, including WNV (West Nile virus). In the present paper, we describe a novel and efficient recombinant-antibody technology that led us to the isolation of inhibitory high-affinity human antibodies to the active-site region of a viral proteinase. As a proof-of-principal, we have successfully used this technology and the synthetic naive human combinatorial antibody library HuCAL GOLD(R) to isolate selective and potent function-blocking active-site-targeting antibodies to the two-component WNV NS (non-structural protein) 2B-NS3 serine proteinase, the only proteinase encoded by the flaviviral genome. First, we used the wild-type enzyme in antibody screens. Next, the positive antibody clones were counter-screened using an NS2B-NS3 mutant with a single mutation of the catalytically essential active-site histidine residue. The specificity of the antibodies to the active site was confirmed by substrate-cleavage reactions and also by using proteinase mutants with additional single amino-acid substitutions in the active-site region. The selected WNV antibodies did not recognize the structurally similar viral proteinases from Dengue virus type 2 and hepatitis C virus, and human serine proteinases. Because of their high selectivity and affinity, the identified human antibodies are attractive reagents for both further mutagenesis and structure-based optimization and, in addition, for studies of NS2B-NS3 activity. Conceptually, it is likely that the generic technology reported in the present paper will be useful for the generation of active-site-specific antibody probes for multiple enzymes.


Antibodies, Viral/isolation & purification , Serine Proteases/metabolism , Viral Nonstructural Proteins/metabolism , West Nile virus/enzymology , Antibodies, Viral/genetics , Antibodies, Viral/metabolism , Blotting, Western , Catalytic Domain/genetics , Catalytic Domain/immunology , Enzyme-Linked Immunosorbent Assay , Humans , Models, Molecular , Protein Structure, Tertiary , Serine Proteases/chemistry , Serine Proteases/genetics , Viral Nonstructural Proteins/chemistry , Viral Nonstructural Proteins/genetics , West Nile virus/genetics
16.
J Cell Biol ; 188(1): 157-73, 2010 Jan 11.
Article En | MEDLINE | ID: mdl-20048261

Increased affinity of integrins for the extracellular matrix (activation) regulates cell adhesion and migration, extracellular matrix assembly, and mechanotransduction. Major uncertainties concern the sufficiency of talin for activation, whether conformational change without clustering leads to activation, and whether mechanical force is required for molecular extension. Here, we reconstructed physiological integrin activation in vitro and used cellular, biochemical, biophysical, and ultrastructural analyses to show that talin binding is sufficient to activate integrin alphaIIbbeta3. Furthermore, we synthesized nanodiscs, each bearing a single lipid-embedded integrin, and used them to show that talin activates unclustered integrins leading to molecular extension in the absence of force or other membrane proteins. Thus, we provide the first proof that talin binding is sufficient to activate and extend membrane-embedded integrin alphaIIbbeta3, thereby resolving numerous controversies and enabling molecular analysis of reconstructed integrin signaling.


Platelet Glycoprotein GPIIb-IIIa Complex/physiology , Animals , CHO Cells , Cricetinae , Cricetulus , Cryoelectron Microscopy , Humans , Models, Molecular , Mutation , Nanostructures/ultrastructure , Platelet Glycoprotein GPIIb-IIIa Complex/chemistry , Platelet Glycoprotein GPIIb-IIIa Complex/genetics , Platelet Glycoprotein GPIIb-IIIa Complex/ultrastructure , Protein Binding , Protein Structure, Quaternary
17.
J Biol Chem ; 284(44): 30615-26, 2009 Oct 30.
Article En | MEDLINE | ID: mdl-19726693

Multiple sclerosis (MS) is a disease of the central nervous system with autoimmune etiology. Susceptibility to MS is linked to viral and bacterial infections. Matrix metalloproteinases (MMPs) play a significant role in the fragmentation of myelin basic protein (MBP) and demyelination. The splice variants of the single MBP gene are expressed in the oligodendrocytes of the central nervous system (classic MBP) and in the immune cells (Golli-MBPs). Our data suggest that persistent inflammation caused by environmental risk factors is a step to MS. We have discovered biochemical evidence suggesting the presence of the inflammatory proteolytic pathway leading to MS. The pathway involves the self-activated furin and PC2 proprotein convertases and membrane type-6 MMP (MT6-MMP/MMP-25) that is activated by furin/PC2. These events are followed by MMP-25 proteolysis of the Golli-MBP isoforms in the immune system cells and stimulation of the specific autoimmune T cell clones. It is likely that the passage of these autoimmune T cell clones through the disrupted blood-brain barrier to the brain and the recognition of neuronal, classic MBP causes inflammation leading to the further up-regulation of the activity of the multiple individual MMPs, the massive cleavage of MBP in the brain, demyelination, and MS. In addition to the cleavage of Golli-MBPs, MMP-25 proteolysis readily inactivates crystallin alphaB that is a suppressor of MS. These data suggest that MMP-25 plays an important role in MS pathology and that MMP-25, especially because of its restricted cell/tissue expression pattern and cell surface/lipid raft localization, is a promising drug target in MS.


Antigen-Presenting Cells/pathology , Brain/immunology , Inflammation/enzymology , Matrix Metalloproteinases, Membrane-Associated/metabolism , Multiple Sclerosis/etiology , Proprotein Convertases/metabolism , Antigen-Presenting Cells/metabolism , Brain/enzymology , Brain/pathology , GPI-Linked Proteins , Humans , Inflammation/etiology , Matrix Metalloproteinases, Membrane-Associated/genetics , Membrane Microdomains , Multiple Sclerosis/metabolism , Multiple Sclerosis/pathology , Myelin Basic Protein/metabolism , Signal Transduction , Tissue Distribution , Up-Regulation
18.
Bioorg Med Chem Lett ; 19(19): 5773-7, 2009 Oct 01.
Article En | MEDLINE | ID: mdl-19703770

West Nile Virus (WNV) is a potentially deadly mosquito-borne flavivirus which has spread rapidly throughout the world. Currently there is no effective vaccine against flaviviral infections. We previously reported the identification of pyrazole ester derivatives as allosteric inhibitors of WNV NS2B-NS3 proteinase. These compounds degrade rapidly in pH 8 buffer with a half life of 1-2h. We now report the design, synthesis and in vitro evaluation of pyrazole derivatives that are inhibitors of WNV NS2B-NS3 proteinase with greatly improved stability in the assay medium.


Antiviral Agents/chemistry , Pyrazoles/chemistry , Serine Proteinase Inhibitors/chemistry , Viral Nonstructural Proteins/antagonists & inhibitors , West Nile virus/drug effects , Allosteric Regulation , Antiviral Agents/chemical synthesis , Antiviral Agents/pharmacology , Drug Design , Half-Life , Hydrogen-Ion Concentration , Hydrolysis , Pyrazoles/chemical synthesis , Pyrazoles/pharmacology , RNA Helicases/antagonists & inhibitors , RNA Helicases/metabolism , Serine Endopeptidases/metabolism , Serine Proteinase Inhibitors/chemical synthesis , Serine Proteinase Inhibitors/pharmacology , Structure-Activity Relationship , Viral Nonstructural Proteins/metabolism , West Nile Fever/drug therapy
19.
Methods Mol Biol ; 539: 93-114, 2009.
Article En | MEDLINE | ID: mdl-19377968

The interplay between a protease and its substrates is controlled at many different levels, including coexpression, colocalization, binding driven by ancillary contacts, and the presence of natural inhibitors. Here we focus on the most basic parameter that guides substrate recognition by a protease, the recognition specificity at the catalytic cleft. An understanding of this substrate specificity can be used to predict the putative substrates of a protease, to design protease activated imaging agents, and to initiate the design of active site inhibitors. Our group has characterized protease specificities of several matrix metalloproteinases using substrate phage display. Recently, we have adapted this method to a semiautomated platform that includes several high-throughput steps. The semiautomated platform allows one to obtain an order of magnitude more data, thus permitting precise comparisons among related proteases to define their functional distinctions.


Peptide Hydrolases/metabolism , Peptide Library , Catalytic Domain , Peptide Hydrolases/chemistry , Substrate Specificity
20.
PLoS One ; 4(3): e4952, 2009.
Article En | MEDLINE | ID: mdl-19300513

BACKGROUND: Matrix metalloproteinases (MMPs) play a significant role in the fragmentation of myelin basic protein (MBP) and demyelination leading to autoimmune multiple sclerosis (MS) and experimental autoimmune encephalomyelitis (EAE). The classic MBP isoforms are predominantly expressed in the oligodendrocytes of the CNS. The splice variants of the single MBP gene (Golli-MBP BG21 and J37) are widely expressed in the neurons and also in the immune cells. The relative contribution of the individual MMPs to the MBP cleavage is not known. METHODOLOGY/PRINCIPAL FINDINGS: To elucidate which MMP plays the primary role in cleaving MBP, we determined the efficiency of MMP-2, MMP-8, MMP-9, MMP-10, MMP-12, MT1-MMP, MT2-MMP, MT3-MMP, MT4-MMP, MT5-MMP and MT6-MMP in the cleavage of the MBP, BG21 and J37 isoforms in the in vitro cleavage reactions followed by mass-spectroscopy analysis of the cleavage fragments. As a result, we identified the MMP cleavage sites and the sequence of the resulting fragments. We determined that MBP, BG21 and J37 are highly sensitive to redundant MMP proteolysis. MT6-MMP (initially called leukolysin), however, was superior over all of the other MMPs in cleaving the MBP isoforms. Using the mixed lymphocyte culture assay, we demonstrated that MT6-MMP proteolysis of the MBP isoforms readily generated, with a near quantitative yield, the immunogenic N-terminal 1-15 MBP peptide. This peptide selectively stimulated the proliferation of the PGPR7.5 T cell clone isolated from mice with EAE and specific for the 1-15 MBP fragment presented in the MHC H-2(U) context. CONCLUSIONS/SIGNIFICANCE: In sum, our biochemical observations led us to hypothesize that MT6-MMP, which is activated by furin and associated with the lipid rafts, plays an important role in MS pathology and that MT6-MMP is a novel and promising drug target in MS especially when compared with other individual MMPs.


Matrix Metalloproteinases/metabolism , Multiple Sclerosis/immunology , Myelin Basic Protein/metabolism , Peptides/immunology , Protein Isoforms/metabolism , Alternative Splicing , Amino Acid Sequence , Animals , Humans , Lymphocyte Activation , Matrix Metalloproteinases/genetics , Metallothionein 3 , Mice , Molecular Sequence Data , Multiple Sclerosis/genetics , Myelin Basic Protein/genetics , Peptides/genetics , Protein Isoforms/genetics , Sequence Alignment , T-Lymphocytes/immunology
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