947 resultados para Non-tagged protein purification
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Protein tyrosine phosphorylation controls a wide array of cellular responses such as growth, migration, proliferation, differentiation, metabolism and cytoskeletal organisation. Tyrosine phosphorylation is a dynamic process involving the competing activities of protein tyrosine kinases and protein tyrosine phosphatases. The protein tyrosine kinases are further divided into non-receptor- and receptor tyrosine kinases. The latter are transmembrane glycoproteins activated by the binding of specific ligands, mostly growth factors, to their extracellular domain, transmitting different signals to the cell. Growth factor receptors such as the epidermal growth factor receptor, vascular endothelial growth factor receptor 2 and platelet-derived growth factor receptor β, belong to the receptor tyrosine kinases, the signalling of which is often disturbed in various diseases, including cancer. This has led to the development of receptor tyrosine kinase antagonists for use as anti-cancer drugs. As the receptor tyrosine kinases, also the protein tyrosine phosphatases can be divided into receptor- and non-receptor types. The protein tyrosine phosphatases have attained much less attention than the receptor tyrosine kinases partly because they were identified later. However, accumulating evidence shows that the protein tyrosine phosphatases have important roles as specific and active regulators of tyrosine phosphorylation in cells and of physiological processes. Consequently, the protein tyrosine phosphatases are receiving arising interest as novel drug targets. The aim of this work was to elucidate the negative regulation of receptor tyrosine kinases by one non-receptor protein tyrosine phosphatase, T-cell protein tyrosine phosphatase TCPTP. The results show that TCPTP activated by cell adhesion receptor integrin α1 functions as a negative regulator of the epidermal growth factor receptor. It was also found that TCPTP affects vascular endothelial growth factor receptor 2 signalling and angiogenesis. Lastly, a High-throughput screen with 64,280 compounds was performed to identify novel TCPTP activators, resulting in identification of one small molecule compound capable of exerting similar effects on TCPTP signalling as integrin α1. This compound is shown to downregulate signalling of epidermal growth factor receptor and platelet-derived growth factor receptor β, as well as to inhibit cell proliferation and angiogenesis. Our results suggest that a suitable small-molecule TCPTP activator could be utilized in the development of novel anti-cancer drugs.
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A process for purifying bovine pancreatic glucagon as a by-product of insulin production is described. The glucagon-containing supernatant from the alkaline crystallization of insulin was precipitated using ammonium sulfate and isoelectric precipitation. The isoelectric precipitate containing glucagon was then purified by ion-exchange chromatography on Q-Sepharose FF, gel filtration on Sephadex G-25 and ion-exchange chromatography on S-Sepharose FF. A pilot scale test was performed with a recovery of 87.6% and a purification factor of 8.78 for the first chromatographic step, a recovery of 75.1% and a purification factor of 3.90 for the second, and a recovery of 76.2% and a purification factor of 2.36 for the last one. The overall yield was 50%, a purification factor of 80.8 was obtained and the fraction containing active glucagon (suitable for pharmaceutical preparations) was 84% pure as analyzed by HPLC
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Résumé La ribonucléase P (RNase P) est une ribonucléoprotéine omniprésente dans tous les règnes du vivant, elle est responsable de la maturation en 5’ des précurseurs des ARNs de transfert (ARNts) et quelques autres petits ARNs. L’enzyme est composée d'une sous unité catalytique d'ARN (ARN-P) et d'une ou de plusieurs protéines selon les espèces. Chez les eucaryotes, l’activité de la RNase P cytoplasmique est distincte de celles des organelles (mitochondrie et chloroplaste). Chez la plupart des espèces, les ARN-P sont constituées de plusieurs éléments structuraux secondaires critiques conservés au cours de l’évolution. En revanche, au niveau de la structure, une réduction forte été observé dans la plupart des mtARN-Ps. Le nombre de protéines composant la RNase P est extrêmement variable : une chez les bactéries, environ quatre chez les archéobactéries, et dix chez la forme cytoplasmique des eucaryotes. Cet aspect est peu connu pour les formes mitochondriales. Dans la plupart des cas, l’identification de la mtRNase P est le résultat de longues procédures de purification comprenant plusieurs étapes dans le but de réduire au minimum le nombre de protéines requises pour l’activité (exemple de la levure et A. nidulans). Cela mène régulièrement à la perte de l’activité et de l’intégrité des complexes ribonucléo-protéiques natifs. Dans ce travail, par l’utilisation de la technique de BN-PAGE, nous avons développé une procédure d’enrichissement de l’activité RNase P mitochondriale native, donnant un rendement raisonnable. Les fractions enrichies capables de cette activité enzymatique ont été analysées par LC/MS/MS et les résultats montrent que l’holoenzyme de la RNase P de chacune des fractions contient un nombre de protéines beaucoup plus grand que ce qui était connue. Nous suggérons une liste de protéines (principalement hypothétiques) qui accompagnent l’activité de la RNase P. IV De plus, la question de la localisation de la mtRNase P de A. nidulans a été étudiée, selon nos résultats, la majorité de la mtRNase P est attachée á la membrane interne de la mitochondrie. Sa solubilisation se fait par l’utilisation de différents types de détergent. Ces derniers permettent l’obtention d’un spectre de complexes de la RNase P de différentes tailles.
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L’hexokinase (HK) est la première enzyme du métabolisme des hexoses et catalyse la réaction qui permet aux hexoses d’entrer dans le pool des hexoses phosphates et donc par le fait même la glycolyse. Bien que le glucose soit son principal substrat, cette enzyme peut aussi phosphoryler le mannose et le fructose. Malgré son importance dans le métabolisme primaire, l’HK n’a jamais été purifiée à homogénéité sous forme native. Le but de ce travail était donc de purifier une isoforme d’HK à partir de tubercule de Solanum tuberosum et par la suite de caractériser ses propriétés cinétiques. Bien avant que je commence mon travail, un groupe de recherche avait déjà séparé et partiellement purifié trois isoformes d’HK de S. tuberosum. Un protocole d’extraction était donc disponible, mais l’HK ainsi extraite était peu stable d’où le besoin d’y apporter certaines modifications. En y ajoutant certains inhibiteurs de protéases ainsi qu’en modifiant les concentrations de certains éléments, le tampon d’extraction ainsi modifié a permis d’obtenir un extrait dont l’activité HK était stable pendant au moins 72h après l’extraction, en empêchant la dégradation. À l’aide du tampon d’extraction optimisé et d’une chromatographie sur colonne de butyl sépharose, il a été possible de séparer 4 isoformes d’HKs. Par la suite, une isoforme d’HK (HK1) a été purifiée à l’homogénéité à l’aide de 5 étapes de chromatographie supplémentaires. En plus de caractériser les propriétés cinétiques de cette enzyme, l’analyse de séquençage par MS/MS a permis de l’associer au produit du gène StHK1 de Solanum tuberosum. Avec une activité spécifique de 10.2 U/mg de protéine, il s’agit de l’HK purifiée avec l’activité spécifique la plus élevée jamais rapportée d’un tissu végétal.L’ensemble des informations recueillies lors de la purification de HK1 a ensuite été utilisée pour commencer la purification d’une deuxième isoforme (HK3). Ce travail a permis de donner des lignes directrices pour la purification de cette isoforme et certains résultats préliminaires sur sa caractérisation enzymatique.
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L’athérosclérose est une maladie vasculaire inflammatoire chronique qui se développe progressivement au cours de la vie. Les mécanismes impliqués sont complexes et la recherche de nouveaux candidats impliqués dans l'athérogénèse est toujours d'actualité. L’Angiopoietine-like 2 (Angptl2) est une protéine relativement peu connue, aux propriétés pro-angiogéniques et pro-inflammatoires, qui appartient par homologie à la grande famille des angiopoietines, mais dont le récepteur n'est pas encore clairement identifié. Les situations pathologiques dans lesquelles l’Angptl2 jouerait un rôle crucial sont diverses, mais sa contribution moléculaire dans le développement de l’athérosclérose est inconnue. Par differential display, nous avons initialement identifié l'Angptl2 comme étant surexprimée dans des cellules endothéliales sénescentes, isolées et cultivées à partir d'artères mammaires internes de patients athérosclérotiques ayant subi un pontage coronarien. Cette découverte a été la à base de mon projet, et mes objectifs ont été 1) de déterminer l'implication de l’Angptl2 vasculaire en présence de facteurs de risques tels que le tabagisme et la dyslipidémie, 2) de produire et de purifier une protéine recombinante fonctionnelle de l’Angptl2 afin d'identifier in vitro de nouvelles propriétés cellulaires de l'Angptl2 et 3) d'étudier in vivo le potentiel pro-athérogénique de l'Angptl2 recombinante dans un modèle murin de dyslipidémie sévère. Nous avons montré que l’Angptl2 est sécrétée préférentiellement dans des conditions pro-oxydantes et pro-inflammatoires, avec une augmentation de son expression endothéliale de l’ordre de 6 fois chez des patients coronariens fumeurs atteints de maladie pulmonaire obstructive chronique. Suite à ces résultats, nous avons émis l’hypothèse que l’Angptl2, en plus de ses fonctions pro-inflammatoires connues, possède des propriétés pro-oxydantes. Nous avons démontré que l’Angptl2 recombinante stimule en effet la production de radicaux libres dans des HUVEC en culture, via l’inhibition partielle de la voie cytoprotectrice antioxydante Nrf2/HO-1 et potentiellement via l'activation de kinase intracellulaire de type p38. A l'aide de souris dyslipidémiques LDLr-/-; hApoB-100+/+, nous avons démontré que le niveau d’Angptl2 plasmatique, vasculaire et dans les plaques athéromateuses, augmente parallèlement avec le développement de l’athérosclérose. De plus, une stimulation avec l’Angptl2 recombinante engendre chez ces souris une réponse inflammatoire évaluée par l’expression endothéliale de cytokines et de molécules d'adhésion et par l’infiltration de leucocytes sur l’endothélium vasculaire. Finalement, l’administration intraveineuse de la protéine recombinante d’Angptl2 pendant quatre semaines à des souris LDLr-/-; hApoB-100+/+ augmente de 10 fois l'expansion de la plaque athérosclérotique et double leur taux de cholestérol circulant. Nous avons aussi montré que chez des patients athérosclérotiques, l'Angptl2 plasmatique est 6 fois plus élevée que chez des sujets sains du même âge. Nos études semblent donc définir l’Angptl2 comme un facteur contribuant directement au développement de l'athérosclérose en favorisant la sénescence, l’inflammation et l’oxydation des cellules endothéliales. Ces propriétés pourraient globalement définir l'Angptl2, non seulement comme un nouveau biomarqueur circulant de l’athérosclérose, mais également comme l'un de ses promoteurs.
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Cette thèse porte sur le développement de biocapteurs basés sur la technique de résonance des plasmons de surface (SPR) pour effectuer des analyses directement dans un fluide sanguin n’ayant subi aucune purification ou dilution. L’ensemble des biocapteurs discutés exploiteront un instrument SPR portable développé dans le groupe du professeur Masson. Le premier volet de la thèse portera sur le processus d’interférence lié à l’adsorption non spécifique du sérum à la surface du capteur. L’analyse des biomolécules adsorbées sera effectuée en combinant la SPR à la spectrométrie de masse. Les informations obtenues seront exploitées pour la construction de biocapteurs adaptés à l’analyse en milieu sanguin. Un premier biocapteur développé ciblera la protéine antigène prostatique spécifique (APS) contenue dans le sérum servant de biomarqueur pour dépister le cancer de la prostate. Pour détecter les faibles concentrations de cette protéine directement dans le sérum, un matériel plasmonique microstructuré sera utilisé pour amplifier les signaux obtenus et sera recouvert d’une monocouche peptidique minimisant l’adsorption non spécifique du sérum. L’instrument SPR aura été adapté pour permettre également la détection simultanée de fluorescence. Un test ELISA sera ainsi effectué en parallèle du test SPR. Chacune des techniques fournira un contrôle pour la deuxième, tout en permettant de détecter le biomarqueur au niveau requis pour dépister la maladie. La combinaison des deux méthodes permettra aussi d’élargir la gamme dynamique du test de dépistage. Pour terminer, l’instrument SPR portable sera utilisé dans le cadre de détection de petites biomolécules ayant un potentiel thérapeutique directement dans un échantillon de sang. Des peptides ayant une activité anti-athérosclérotique pourront ainsi être détectés à même un échantillon de sang ni purifié ni dilué, et ce à des concentrations de l’ordre du micromolaire. Une modification de la microfluidique via l’introduction d’une membrane poreuse au cœur de celle-ci sera la clé permettant d’effectuer de telles analyses. La présente thèse met de l’avant de nouvelles stratégies et des modifications instrumentales permettant d’analyser des protéines et des petites molécules directement dans un échantillon non purifié de sérum ou de sang. Les modifications apportées au système fluidique, à l’instrument SPR et au niveau du biocapteur employé permettront d’effectuer des biodétections dans des matrices aussi complexes que les fluides sanguins. Les présents travaux mettent en lumière la capacité d’un instrument SPR/fluorescence portable à faire en 12 minutes la biodétection d’un marqueur du cancer de la prostate directement dans un échantillon de sérum. Finalement, on rapporte ici un des premiers articles où un biocapteur SPR est utilisé à même un échantillon de sang non-purifié pour faire des biodétections.
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Methods for recombinant production of eukaryotic membrane proteins, yielding sufficient quantity and quality of protein for structural biology, remain a challenge. We describe here, expression and purification optimisation of the human SERCA2a cardiac isoform of Ca2+ translocating ATPase, using Saccharomyces cerevisiae as the heterologous expression system of choice. Two different expression vectors were utilised, allowing expression of C-terminal fusion proteins with a biotinylation domain or a GFP- His8 tag. Solubilised membrane fractions containing the protein of interest were purified onto Streptavidin-Sepharose, Ni-NTA or Talon resin, depending on the fusion tag present. Biotinylated protein was detected using specific antibody directed against SERCA2 and, advantageously, GFP-His8 fusion protein was easily traced during the purification steps using in-gel fluorescence. Importantly, talon resin affinity purification proved more specific than Ni-NTA resin for the GFP-His8 tagged protein, providing better separation of oligomers present, during size exclusion chromatography. The optimised method for expression and purification of human cardiac SERCA2a reported herein, yields purified protein (> 90%) that displays a calcium-dependent thapsigargin-sensitive activity and is suitable for further biophysical, structural and physiological studies. This work provides support for the use of Saccharomyces cerevisiae as a suitable expression system for recombinant production of multi-domain eukaryotic membrane proteins.
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The dengue virus NS1 protein has been shown to be a protective antigen under different experimental conditions but the recombinant protein produced in bacterial expression systems is usually not soluble and loses structural and immunological features of the native viral protein In the present study, experimental conditions leading to purification and refolding of the recombinant dengue virus type 2 (DENV-2) NS1 protein expressed in Escherichia coil are described The refolded recombinant protein was recovered as heat-stable soluble dimers with preserved structural features, as demonstrated by spectroscopic methods In addition, antibodies against epitopes of the NS1 protein expressed in eukaryotic cells recognized the refolded protein expressed in E coli but not the denatured form or the same protein submitted to a different refolding condition Collectively, the results demonstrate that the recombinant NS1 protein preserved important conformation and antigenic determinants of the native virus protein and represents a valuable reagent either for the development of vaccines or for diagnostic methods. (C) 2010 Elsevier B V All rights reserved
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Tuberculosis (TB) poses a major worldwide public health problem. The increasing prevalence of TB, the emergence of multi-drug-resistant strains of Mycobacterium tuberculosis, the causative agent of TB, and the devastating effect of co-infection with HIV have highlighted the urgent need for the development of new antimycobacterial agents. Analysis of the complete genome sequence of M. tuberculosis shows the presence of genes involved in the aromatic amino acid biosynthetic pathway. Experimental evidence that this pathway is essential for M. tuberculosis has been reported. The genes and pathways that are essential for the growth of the microorganisms make them attractive drug targets since inhibiting their function may kill the bacilli. We have previously cloned and expressed in the soluble form the fourth shikimate pathway enzyme of the M. tuberculosis, the aroE-encoded shikimate dehydrogenase (mtSD). Here, we present the purification of active recombinant aroE-encoded M. tuberculosis shikimate dehydrogenase (mtSD) to homogeneity, N-terminal sequencing, mass spectrometry, assessment of the oligomeric state by gel filtration chromatography, determination of apparent steady-state kinetic parameters for both the forward and reverse directions, apparent equilibrium constant, thermal stability, and energy of activation for the enzyme-catalyzed chemical reaction. These results pave the way for structural and kinetic studies, which should aid in the rational design of mtSD inhibitors to be tested as antimycobacterial agents. (c) 2005 Elsevier B.V. All rights reserved.
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Background: Biopharmaceutical drugs are mainly recombinant proteins produced by biotechnological tools. The patents of many biopharmaceuticals have expired, and biosimilars are thus currently being developed. Human granulocyte colony stimulating factor (hG-CSF) is a hematopoietic cytokine that acts on cells of the neutrophil lineage causing proliferation and differentiation of committed precursor cells and activation of mature neutrophils. Recombinant hG-CSF has been produced in genetically engineered Escherichia coli ( Filgrastim) and successfully used to treat cancer patients suffering from chemotherapy-induced neutropenia. Filgrastim is a 175 amino acid protein, containing an extra N-terminal methionine, which is needed for expression in E. coli. Here we describe a simple and low-cost process that is amenable to scaling-up for the production and purification of homogeneous and active recombinant hG-CSF expressed in E. coli cells.Results: Here we describe cloning of the human granulocyte colony-stimulating factor coding DNA sequence, protein expression in E. coli BL21(DE3) host cells in the absence of isopropyl-beta-D-thiogalactopyranoside ( IPTG) induction, efficient isolation and solubilization of inclusion bodies by a multi-step washing procedure, and a purification protocol using a single cationic exchange column. Characterization of homogeneous rhG-CSF by size exclusion and reverse phase chromatography showed similar yields to the standard. The immunoassay and N-terminal sequencing confirmed the identity of rhG-CSF. The biological activity assay, in vivo, showed an equivalent biological effect (109.4%) to the standard reference rhG-CSF. The homogeneous rhG-CSF protein yield was 3.2 mg of bioactive protein per liter of cell culture.Conclusion: The recombinant protein expression in the absence of IPTG induction is advantageous since cost is reduced, and the protein purification protocol using a single chromatographic step should reduce cost even further for large scale production. The physicochemical, immunological and biological analyses showed that this protocol can be useful to develop therapeutic bioproducts. In summary, the combination of different experimental strategies presented here allowed an efficient and cost-effective protocol for rhG-CSF production. These data may be of interest to biopharmaceutical companies interested in developing biosimilars and healthcare community.
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Purine nucleoside phosphorylase (PNP) catalyzes the phosphorolysis of the N-ribosidic bonds of purine nucleosides and deoxynucleosides. A genetic deficiency due to mutations in the gene encoding for human PNP causes T-cell deficiency as the major physiological defect. Inappropriate activation of T-cells has been implicated in several clinically relevant human conditions such as transplant tissue rejection, psoriasis, rheumatoid arthritis, lupus, and T-cell lymphomas. Human PNP is therefore a target for inhibitor development aiming at T-cell immune response modulation. In addition, bacterial PNP has been used as reactant in a fast and sensitive spectrophotometric method that allows both quantitation of inorganic phosphate (Pi) and continuous assay of reactions that generate P i such as those catalyzed by ATPases and GTPases. Human PNP may therefore be an important biotechnological tool for P i detection. However, low expression of human PNP in bacterial hosts, protein purification protocols involving many steps, and low protein yields represent technical obstacles to be overcome if human PNP is to be used in either high-throughput drug screening or as a reagent in an affordable P i detection method. Here, we describe PCR amplification of human PNP from a liver cDNA library, cloning, expression in Escherichia coli host, purification, and activity measurement of homogeneous enzyme. Human PNP represented approximately 42% of total soluble cell proteins with no induction being necessary to express the target protein. Enzyme activity measurements demonstrated a 707-fold increase in specific activity of cloned human PNP as compared to control. Purification of cloned human PNP was achieved by a two-step purification protocol, yielding 48 mg homogeneous enzyme from 1 L cell culture, with a specific activity value of 80 U mg -1. © 2002 Elsevier Science (USA). All rights reserved.
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Neurospora crassa has been widely used as a model organism and contributed to the development of biochemistry and molecular biology by allowing the identification of many metabolic pathways and mechanisms responsible for gene regulation. Nuclear proteins are synthesized in the cytoplasm and need to be translocated to the nucleus to exert their functions which the importin-α receptor has a key role for the classical nuclear import pathway. In an attempt to get structural information of the nuclear transport process in N. crassa, we present herein the cloning, expression, purification and structural studies with N-terminally truncated IMPα from N. crassa (IMPα-Nc). Circular dichroism analysis revealed that the IMPα-Nc obtained is correctly folded and presents a high structural conservation compared to other importins-α. Dynamic light scattering, analytical size-exclusion chromatography experiments and molecular dynamics simulations indicated that the IMPα-Nc unbound to any ligand may present low stability in solution. The IMPα-Nc theoretical model displayed high similarity of its inner concave surface, which binds the cargo proteins containing the nuclear localization sequences, among IMPα from different species. However, the presence of non-conserved amino acids relatively close to the NLS binding region may influence the binding specificity of IMPα-Nc to cargo proteins. Copyright © 2012 Bentham Science Publishers. All Rights Reserved.
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In this study, we describe the cDNA cloning, sequencing, and 3-D structure of the allergen hyaluronidase from Polybia paulista venom (Pp-Hyal). Using a proteomic approach, the native form of Pp-Hyal was purified to homogeneity and used to produce a Pp-specific polyclonal antibody. The results revealed that Pp-Hyal can be classified as a glycosyl hydrolase and that the full-length Pp-Hyal cDNA (1315 bp; GI: 302201582) is similar (80-90%) to hyaluronidase from the venoms of endemic Northern wasp species. The isolated mature protein is comprised of 338 amino acids, with a theoretical pI of 8.77 and a molecular mass of 39,648.8 Da versus a pI of 8.13 and 43,277.0 Da indicated by MS. The Pp-Hyal 3D-structural model revealed a central core (α/β)7 barrel, two sulfide bonds (Cys 19-308 and Cys 185-197), and three putative glycosylation sites (Asn79, Asn187, and Asn325), two of which are also found in the rVes v 2 protein. Based on the model, residues Ser299, Asp107, and Glu109 interact with the substrate and potential epitopes (five conformational and seven linear) located at surface-exposed regions of the structure. Purified native Pp-Hyal showed high similarity (97%) with hyaluronidase from Polistes annularis venom (Q9U6V9). Immunoblotting analysis confirmed the specificity of the Pp-Hyal-specific antibody as it recognized the Pp-Hyal protein in both the purified fraction and P. paulista crude venom. No reaction was observed with the venoms of Apis mellifera, Solenopsis invicta, Agelaia pallipes pallipes, and Polistes lanio lanio, with the exception of immune cross-reactivity with venoms of the genus Polybia (sericea and ignobilis). Our results demonstrate cross-reactivity only between wasp venoms from the genus Polybia. The absence of cross-reactivity between the venoms of wasps and bees observed here is important because it allows identification of the insect responsible for sensitization, or at least of the phylogenetically closest insect, in order to facilitate effective immunotherapy in allergic patients. © 2013 Elsevier Ltd.
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Paracoccidoides brasiliensis adhesion to lung epithelial cells is considered an essential event for the establishment of infection and different proteins participate in this process. One of these proteins is a 30 kDa adhesin, pI 4.9 that was described as a laminin ligand in previous studies, and it was more highly expressed in more virulent P. brasiliensis isolates. This protein may contribute to the virulence of this important fungal pathogen. Using Edman degradation and mass spectrometry analysis, this 30 kDa adhesin was identified as a 14-3-3 protein. These proteins are a conserved group of small acidic proteins involved in a variety of processes in eukaryotic organisms. However, the exact function of these proteins in some processes remains unknown. Thus, the goal of the present study was to characterize the role of this protein during the interaction between the fungus and its host. To achieve this goal, we cloned, expressed the 14-3-3 protein in a heterologous system and determined its subcellular localization in in vitro and in vivo infection models. Immunocytochemical analysis revealed the ubiquitous distribution of this protein in the yeast form of P. brasiliensis, with some concentration in the cytoplasm. Additionally, this 14-3-3 protein was also present in P. brasiliensis cells at the sites of infection in C57BL/6 mice intratracheally infected with P. brasiliensis yeast cells for 72 h (acute infections) and 30 days (chronic infection). An apparent increase in the levels of the 14-3-3 protein in the cell wall of the fungus was also noted during the interaction between P. brasiliensis and A549 cells, suggesting that this protein may be involved in host-parasite interactions, since inhibition assays with the protein and this antibody decreased P. brasiliensis adhesion to A549 epithelial cells. Our data may lead to a better understanding of P. brasiliensis interactions with host tissues and paracoccidioidomycosis pathogenesis. © 2013 Silva et al.
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Protein-protein interactions (PPIs) are essential for understanding the function of biological systems and have been characterized using a vast array of experimental techniques. These techniques detect only a small proportion of all PPIs and are labor intensive and time consuming. Therefore, the development of computational methods capable of predicting PPIs accelerates the pace of discovery of new interactions. This paper reports a machine learning-based prediction model, the Universal In Silico Predictor of Protein-Protein Interactions (UNISPPI), which is a decision tree model that can reliably predict PPIs for all species (including proteins from parasite-host associations) using only 20 combinations of amino acids frequencies from interacting and non-interacting proteins as learning features. UNISPPI was able to correctly classify 79.4% and 72.6% of experimentally supported interactions and non-interacting protein pairs, respectively, from an independent test set. Moreover, UNISPPI suggests that the frequencies of the amino acids asparagine, cysteine and isoleucine are important features for distinguishing between interacting and non-interacting protein pairs. We envisage that UNISPPI can be a useful tool for prioritizing interactions for experimental validation. © 2013 Valente et al.