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1.
Nat Commun ; 11(1): 6305, 2020 12 09.
Artigo em Inglês | MEDLINE | ID: mdl-33298915

RESUMO

The features of peptide antigens that contribute to their immunogenicity are not well understood. Although the stability of peptide-MHC (pMHC) is known to be important, current assays assess this interaction only for peptides in isolation and not in the context of natural antigen processing and presentation. Here, we present a method that provides a comprehensive and unbiased measure of pMHC stability for thousands of individual ligands detected simultaneously by mass spectrometry (MS). The method allows rapid assessment of intra-allelic and inter-allelic differences in pMHC stability and reveals profiles of stability that are broader than previously appreciated. The additional dimensionality of the data facilitated the training of a model which improves the prediction of peptide immunogenicity, specifically of cancer neoepitopes. This assay can be applied to any cells bearing MHC or MHC-like molecules, offering insight into not only the endogenous immunopeptidome, but also that of neoepitopes and pathogen-derived sequences.


Assuntos
Genes MHC Classe I/genética , Ensaios de Triagem em Larga Escala/métodos , Antígenos de Histocompatibilidade Classe I/imunologia , Imunoterapia/métodos , Peptídeos/imunologia , Alelos , Apresentação de Antígeno , Antígenos de Neoplasias/imunologia , Antígenos de Neoplasias/metabolismo , Linhagem Celular , Conjuntos de Dados como Assunto , Antígenos de Histocompatibilidade Classe I/genética , Antígenos de Histocompatibilidade Classe I/metabolismo , Temperatura Alta/efeitos adversos , Humanos , Ligantes , Neoplasias/imunologia , Neoplasias/terapia , Redes Neurais de Computação , Biblioteca de Peptídeos , Peptídeos/genética , Peptídeos/metabolismo , Estabilidade Proteica , Proteômica/métodos , Espectrometria de Massas em Tandem
2.
Immunogenetics ; 71(7): 445-454, 2019 07.
Artigo em Inglês | MEDLINE | ID: mdl-31183519

RESUMO

Major histocompatibility complex (MHC) class II antigen presentation is a key component in eliciting a CD4+ T cell response. Precise prediction of peptide-MHC (pMHC) interactions has thus become a cornerstone in defining epitope candidates for rational vaccine design. Current pMHC prediction tools have, so far, primarily focused on inference from in vitro binding affinity. In the current study, we collate a large set of MHC class II eluted ligands generated by mass spectrometry to guide the prediction of MHC class II antigen presentation. We demonstrate that models developed on eluted ligands outperform those developed on pMHC binding affinity data. The predictive performance can be further enhanced by combining the eluted ligand and pMHC affinity data in a single prediction model. Furthermore, by including ligand data, the peptide length preference of MHC class II can be accurately learned by the prediction model. Finally, we demonstrate that our model significantly outperforms the current state-of-the-art prediction method, NetMHCIIpan, on an external dataset of eluted ligands and appears superior in identifying CD4+ T cell epitopes.


Assuntos
Biologia Computacional/métodos , Antígenos de Histocompatibilidade Classe II/metabolismo , Peptídeos/metabolismo , Apresentação de Antígeno , Bases de Dados de Proteínas , Epitopos de Linfócito T , Antígenos HLA/metabolismo , Antígenos de Histocompatibilidade Classe II/imunologia , Humanos , Ligantes , Ligação Proteica , Reprodutibilidade dos Testes , Espectrometria de Massas em Tandem
3.
Sci Rep ; 6: 36629, 2016 11 08.
Artigo em Inglês | MEDLINE | ID: mdl-27824133

RESUMO

Snakebite envenoming is a serious condition requiring medical attention and administration of antivenom. Current antivenoms are antibody preparations obtained from the plasma of animals immunised with whole venom(s) and contain antibodies against snake venom toxins, but also against other antigens. In order to better understand the molecular interactions between antivenom antibodies and epitopes on snake venom toxins, a high-throughput immuno-profiling study on all manually curated toxins from Dendroaspis species and selected African Naja species was performed based on custom-made high-density peptide microarrays displaying linear toxin fragments. By detection of binding for three different antivenoms and performing an alanine scan, linear elements of epitopes and the positions important for binding were identified. A strong tendency of antivenom antibodies recognizing and binding to epitopes at the functional sites of toxins was observed. With these results, high-density peptide microarray technology is for the first time introduced in the field of toxinology and molecular details of the evolution of antibody-toxin interactions based on molecular recognition of distinctive toxic motifs are elucidated.


Assuntos
Antivenenos/química , Dendroaspis , Venenos Elapídicos/química , Epitopos/química , Biblioteca de Peptídeos , Análise Serial de Proteínas/métodos , Animais
4.
Med Chem ; 12(8): 775-785, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27140183

RESUMO

BACKGROUND: The development of antiangiogenic agents arises as a more effective and selective therapeutic approach for the treatment of cancer. In addition to reduced acute toxicity, the efficacy of chemotherapy could be improved when administered in combination specific antiangiogenic with cytotoxic agents. The conjugation or hybridization of bifunctional molecules is one of the alternative rational design strategies for co-administration of anticancer drugs. OBJECTIVE AND METHODS: The goal of this work is to prepare the conjugates of an antiangiogenic triterpene, 3-oxo oleanolic acid, and structurally related triterpenoids with a cytotoxic semibenzoquinone, jacaranone. The cytotoxic, antiproliferative and antiangiogenic activities of segments and conjugates were determined. The possible targets of conjugates 6a-6h were predicted using Similarity Ensemble Approach (SEA). RESULTS: The results showed that these conjugates are more potent in both cytotoxic and antiangiogenic assays than their corresponding parent molecules, and are also selectively more active against melanoma cells B16 and metastatic B16BL6 than the two other cancer cell lines (A549 and MCF-7) tested. The predicted antiangiogenesis related targets could involve glycogen phosphorylase, neuraminidase, interferon gamma, and tubulin beta chain. CONCLUSION: The bifunctional conjugates could be useful as dual acting antitumor/antigiogenic agents.


Assuntos
Antineoplásicos/farmacologia , Benzoquinonas/farmacologia , Ácido Oleanólico/análogos & derivados , Ácido Oleanólico/farmacologia , Triterpenos/farmacologia , Inibidores da Angiogênese/síntese química , Inibidores da Angiogênese/farmacologia , Animais , Antineoplásicos/síntese química , Aorta Torácica/efeitos dos fármacos , Aorta Torácica/fisiologia , Benzoquinonas/síntese química , Linhagem Celular Tumoral , Ensaios de Seleção de Medicamentos Antitumorais , Células Endoteliais da Veia Umbilical Humana , Humanos , Masculino , Microvasos/efeitos dos fármacos , Microvasos/fisiologia , Ácido Oleanólico/síntese química , Ratos Sprague-Dawley , Relação Estrutura-Atividade , Triterpenos/síntese química
5.
Sci Rep ; 5: 12913, 2015 Aug 06.
Artigo em Inglês | MEDLINE | ID: mdl-26246327

RESUMO

Phage display is a prominent screening technique with a multitude of applications including therapeutic antibody development and mapping of antigen epitopes. In this study, phages were selected based on their interaction with patient serum and exhaustively characterised by high-throughput sequencing. A bioinformatics approach was developed in order to identify peptide motifs of interest based on clustering and contrasting to control samples. Comparison of patient and control samples confirmed a major issue in phage display, namely the selection of unspecific peptides. The potential of the bioinformatic approach was demonstrated by identifying epitopes of a prominent peanut allergen, Ara h 1, in sera from patients with severe peanut allergy. The identified epitopes were confirmed by high-density peptide micro-arrays. The present study demonstrates that high-throughput sequencing can empower phage display by (i) enabling the analysis of complex biological samples, (ii) circumventing the traditional laborious picking and functional testing of individual phage clones and (iii) reducing the number of selection rounds.


Assuntos
Epitopos , Biblioteca Gênica , Sequenciamento de Nucleotídeos em Larga Escala , Hipersensibilidade a Amendoim , Motivos de Aminoácidos , Epitopos/sangue , Epitopos/genética , Feminino , Humanos , Masculino , Hipersensibilidade a Amendoim/sangue , Hipersensibilidade a Amendoim/genética , Análise Serial de Proteínas
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