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1.
Proteins ; 91(2): 277-289, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36116110

RESUMO

Understanding how MHC class II (MHC-II) binding peptides with differing lengths exhibit specific interaction at the core and extended sites within the large MHC-II pocket is a very important aspect of immunological research for designing peptides. Certain efforts were made to generate peptide conformations amenable for MHC-II binding and calculate the binding energy of such complex formation but not directed toward developing a relationship between the peptide conformation in MHC-II structures and the binding affinity (BA) (IC50 ). We present here a machine-learning approach to calculate the BA of the peptides within the MHC-II pocket for HLA-DRA1, HLA-DRB1, HLA-DP, and HLA-DQ allotypes. Instead of generating ensembles of peptide conformations conventionally, the biased mode of conformations was created by considering the peptides in the crystal structures of pMHC-II complexes as the templates, followed by site-directed peptide docking. The structural interaction fingerprints generated from such docked pMHC-II structures along with the Moran autocorrelation descriptors were trained using a random forest regressor specific to each MHC-II peptide lengths (9-19). The entire workflow is automated using Linux shell and Perl scripts to promote the utilization of MHC2AffyPred program to any characterized MHC-II allotypes and is made for free access at https://github.com/SiddhiJani/MHC2AffyPred. The MHC2AffyPred attained better performance (correlation coefficient [CC] of .612-.898) than MHCII3D (.03-.594) and NetMHCIIpan-3.2 (.289-.692) programs in the HLA-DRA1, HLA-DRB1 types. Similarly, the MHC2AffyPred program achieved CC between .91 and .98 for HLA-DP and HLA-DQ peptides (13-mer to 17-mer). Further, a case study on MHC-II binding 15-mer peptides of severe acute respiratory syndrome coronavirus-2 showed very close competency in computing the IC50 values compared to the sequence-based NetMHCIIpan v3.2 and v4.0 programs with a correlation of .998 and .570, respectively.


Assuntos
COVID-19 , Humanos , Cadeias HLA-DRB1/metabolismo , Peptídeos/química , Antígenos HLA-DP/química , Antígenos HLA-DP/metabolismo , Antígenos HLA-DQ/química , Antígenos HLA-DQ/metabolismo , Aprendizado de Máquina , Ligação Proteica
2.
Blood ; 130(9): 1089-1096, 2017 08 31.
Artigo em Inglês | MEDLINE | ID: mdl-28667011

RESUMO

When considering HLA-matched hematopoietic cell transplantation (HCT), sibling and unrelated donors (UDs) are biologically different because UD-HCT is typically performed across HLA-DP disparities absent in sibling HCT. Mismatched HLA-DP is targeted by direct alloreactive T cell responses with important implications for graft-versus-host disease and graft-versus-leukemia. This concise review details special features of HLA-DP as model antigens for clinically permissive mismatches mediating limited T-cell alloreactivity with minimal toxicity, and describes future avenues for their exploitation in cellular immunotherapy of malignant blood disorders.


Assuntos
Antígenos HLA-DP/imunologia , Transplante de Células-Tronco Hematopoéticas , Doença Enxerto-Hospedeiro/imunologia , Doença Enxerto-Hospedeiro/terapia , Antígenos HLA-DP/química , Antígenos HLA-DP/genética , Teste de Histocompatibilidade , Humanos , Imunoterapia , Terapia de Alvo Molecular
3.
J Chem Inf Model ; 58(2): 297-304, 2018 02 26.
Artigo em Inglês | MEDLINE | ID: mdl-28719212

RESUMO

Human leukocyte antigens (HLA) class II proteins are involved in the antigen processing in the antigen presenting cells. They form complexes with antigen peptide fragments. The peptide-HLA protein complexes are presented on the cell surface where they are recognized by helper T cells (Th cells). HLA-DP is one of the three HLA class II loci. The HLA-DP proteins are associated with a significant number of autoimmune diseases, as well as with a susceptibility or resistance to a number of infectious agents. In the present study, we apply proteochemometrics-a method for bioactivity modeling of multiple ligands binding to multiple target proteins-to derive and validate a robust model for peptide binding prediction to the 7 most frequent HLA-DP proteins. The model is able to identify 86% of the binders in the top 10% of the best predicted nonamers generated from one protein.


Assuntos
Antígenos HLA-DP/metabolismo , Modelos Químicos , Peptídeos/metabolismo , Proteômica/métodos , Algoritmos , Aminoácidos/química , Cristalografia por Raios X , Antígenos HLA-DP/química , Humanos , Peptídeos/química , Ligação Proteica , Reprodutibilidade dos Testes
4.
Molecules ; 23(11)2018 Nov 20.
Artigo em Inglês | MEDLINE | ID: mdl-30463372

RESUMO

MOTIVATION: Extensive efforts have been devoted to understanding the antigenic peptides binding to MHC class I and II molecules since they play a fundamental role in controlling immune responses and due their involvement in vaccination, transplantation, and autoimmunity. The genes coding for the MHC molecules are highly polymorphic, and it is difficult to build computational models for MHC molecules with few know binders. On the other hand, previous studies demonstrated that some MHC molecules share overlapping peptide binding repertoires and attempted to group them into supertypes. Herein, we present a framework of the utility of supertype clustering to gain more information about the data to improve the prediction accuracy of class II MHC-peptide binding. RESULTS: We developed a new method, called superMHC, for class II MHC-peptide binding prediction, including three MHC isotypes of HLA-DR, HLA-DP, and HLA-DQ, by using supertype clustering in conjunction with RLS regression. The supertypes were identified by using a novel repertoire dissimilarity index to quantify the difference in MHC binding specificities. The superMHC method achieves the state-of-the-art performance and is demonstrated to predict binding affinities to a series of MHC molecules with few binders accurately. These results have implications for understanding receptor-ligand interactions involved in MHC-peptide binding.


Assuntos
Antígenos de Histocompatibilidade Classe II/química , Antígenos de Histocompatibilidade Classe II/metabolismo , Peptídeos/metabolismo , Sítios de Ligação , Análise por Conglomerados , Biologia Computacional/métodos , Antígenos HLA-DP/química , Antígenos HLA-DP/metabolismo , Antígenos HLA-DQ/química , Antígenos HLA-DQ/metabolismo , Antígenos HLA-DR/química , Antígenos HLA-DR/metabolismo , Ligação Proteica
5.
J Biol Chem ; 289(2): 639-53, 2014 Jan 10.
Artigo em Inglês | MEDLINE | ID: mdl-24214983

RESUMO

HLA class II α and ß chains form receptors for antigen presentation to CD4(+) T cells. Numerous pairings of class II α and ß subunits from the wide range of haplotypes and isotypes may form, but most of these combinations, in particular those produced by isotype mixing, yielded mismatched dimers. It is unclear how selection of functional receptors is achieved. At the atomic level, it is not known which interactions of class II residues regulate selection of matched αß heterodimers and the evolutionary origin of matched isotype mixed dimer formation. In this study we investigated assembly of isotype-mixed HLA class II α and ß heterodimers. Assembly and carbohydrate maturation of various HLA-class II isotype-mixed α and ß subunits was dependent on the groove binding section of the invariant chain (Ii). By mutation of polymorphic DPß sequences, we identified two motifs, Lys-69 and GGPM-(84-87), that are engaged in Ii-dependent assembly of DPß with DRα. We identified five members of a family of DPß chains containing Lys-69 and GGPM 84-87, which assemble with DRα. The Lys/GGPM motif is present in the DPß sequence of the Neanderthal genome, and this ancient sequence is related to the human allele DPB1*0401. By site-directed mutagenesis, we inspected Neanderthal amino acid residues that differ from the DPB1*0401 allele and aimed to determine whether matched heterodimers are formed by assembly of DPß mutants with DRα. Because the *0401 allele is rare in the sub-Saharan population but frequent in the European population, it may have arisen in modern humans by admixture with Neanderthals in Europe.


Assuntos
Evolução Molecular , Antígenos HLA-DP/genética , Antígenos HLA-DR/genética , Immunoblotting , Mutação , Sequência de Aminoácidos , Animais , Antígenos de Diferenciação de Linfócitos B/química , Antígenos de Diferenciação de Linfócitos B/genética , Antígenos de Diferenciação de Linfócitos B/metabolismo , Sítios de Ligação/genética , Células COS , Linhagem Celular , Chlorocebus aethiops , Antígenos HLA-DP/química , Antígenos HLA-DP/metabolismo , Cadeias alfa de HLA-DP/química , Cadeias alfa de HLA-DP/genética , Cadeias alfa de HLA-DP/metabolismo , Cadeias beta de HLA-DP/química , Cadeias beta de HLA-DP/genética , Cadeias beta de HLA-DP/metabolismo , Antígenos HLA-DR/química , Antígenos HLA-DR/metabolismo , Cadeias alfa de HLA-DR/química , Cadeias alfa de HLA-DR/genética , Cadeias alfa de HLA-DR/metabolismo , Cadeias beta de HLA-DR/química , Cadeias beta de HLA-DR/genética , Cadeias beta de HLA-DR/metabolismo , Antígenos de Histocompatibilidade Classe II/química , Antígenos de Histocompatibilidade Classe II/genética , Antígenos de Histocompatibilidade Classe II/metabolismo , Humanos , Modelos Moleculares , Homem de Neandertal , Ligação Proteica , Multimerização Proteica , Estrutura Terciária de Proteína
6.
Am J Transplant ; 13(12): 3114-22, 2013 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-24164958

RESUMO

De novo donor-specific antibody (dnDSA) develops in 15-25% of renal transplant recipients within 5 years of transplantation and is associated with 40% lower graft survival at 10 years. HLA epitope matching is a novel strategy that may minimize dnDSA development. HLAMatchmaker software was used to characterize epitope mismatches at 395 potential HLA-DR/DQ/DP conformational epitopes for 286 donor-recipient pairs. Epitope specificities were assigned using single antigen HLA bead analysis and correlated with known monoclonal alloantibody epitope targets. Locus-specific epitope mismatches were more numerous in patients who developed HLA-DR dnDSA alone (21.4 vs. 13.2, p < 0.02) or HLA-DQ dnDSA alone (27.5 vs. 17.3, p < 0.001). An optimal threshold for epitope mismatches (10 for HLA-DR, 17 for HLA-DQ) was defined that was associated with minimal development of Class II dnDSA. Applying these thresholds, zero and 2.7% of patients developed dnDSA against HLA-DR and HLA-DQ, respectively, after a median of 6.9 years. Epitope specificity analysis revealed that 3 HLA-DR and 3 HLA-DQ epitopes were independent multivariate predictors of Class II dnDSA. HLA-DR and DQ epitope matching outperforms traditional low-resolution antigen-based matching and has the potential to minimize the risk of de novo Class II DSA development, thereby improving long-term graft outcome.


Assuntos
Epitopos/química , Antígenos de Histocompatibilidade Classe II/química , Adulto , Anticorpos/química , Antígenos/química , Estudos de Coortes , Rejeição de Enxerto/imunologia , Sobrevivência de Enxerto/imunologia , Antígenos HLA-DP/química , Antígenos HLA-DQ/química , Antígenos HLA-DR/química , Teste de Histocompatibilidade , Humanos , Isoanticorpos/imunologia , Rim/imunologia , Transplante de Rim , Pessoa de Meia-Idade , Análise Multivariada , Conformação Proteica , Risco , Doadores de Tecidos , Resultado do Tratamento
7.
Immunogenetics ; 65(10): 711-24, 2013 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-23900783

RESUMO

Major histocompatibility complex class II (MHCII) molecules play an important role in cell-mediated immunity. They present specific peptides derived from endosomal proteins for recognition by T helper cells. The identification of peptides that bind to MHCII molecules is therefore of great importance for understanding the nature of immune responses and identifying T cell epitopes for the design of new vaccines and immunotherapies. Given the large number of MHC variants, and the costly experimental procedures needed to evaluate individual peptide-MHC interactions, computational predictions have become particularly attractive as first-line methods in epitope discovery. However, only a few so-called pan-specific prediction methods capable of predicting binding to any MHC molecule with known protein sequence are currently available, and all of them are limited to HLA-DR. Here, we present the first pan-specific method capable of predicting peptide binding to any HLA class II molecule with a defined protein sequence. The method employs a strategy common for HLA-DR, HLA-DP and HLA-DQ molecules to define the peptide-binding MHC environment in terms of a pseudo sequence. This strategy allows the inclusion of new molecules even from other species. The method was evaluated in several benchmarks and demonstrates a significant improvement over molecule-specific methods as well as the ability to predict peptide binding of previously uncharacterised MHCII molecules. To the best of our knowledge, the NetMHCIIpan-3.0 method is the first pan-specific predictor covering all HLA class II molecules with known sequences including HLA-DR, HLA-DP, and HLA-DQ. The NetMHCpan-3.0 method is available at http://www.cbs.dtu.dk/services/NetMHCIIpan-3.0 .


Assuntos
Biologia Computacional/métodos , Antígenos HLA-DP/imunologia , Antígenos HLA-DQ/imunologia , Antígenos HLA-DR/imunologia , Antígenos de Histocompatibilidade Classe II/imunologia , Sequência de Aminoácidos , Análise por Conglomerados , Antígenos HLA-DP/química , Antígenos HLA-DP/genética , Antígenos HLA-DQ/química , Antígenos HLA-DQ/genética , Antígenos HLA-DR/química , Antígenos HLA-DR/genética , Antígenos de Histocompatibilidade Classe II/classificação , Antígenos de Histocompatibilidade Classe II/genética , Humanos , Modelos Moleculares , Dados de Sequência Molecular , Estrutura Secundária de Proteína , Estrutura Terciária de Proteína , Reprodutibilidade dos Testes , Homologia de Sequência de Aminoácidos
8.
Proc Natl Acad Sci U S A ; 107(16): 7425-30, 2010 Apr 20.
Artigo em Inglês | MEDLINE | ID: mdl-20356827

RESUMO

Chronic beryllium disease (CBD) is a fibrotic lung disorder caused by beryllium (Be) exposure and is characterized by granulomatous inflammation and the accumulation of Be-responsive CD4(+) T cells in the lung. Genetic susceptibility to CBD has been associated with certain alleles of the MHCII molecule HLA-DP, especially HLA-DPB1*0201 and other alleles that contain a glutamic acid residue at position 69 of the beta-chain (betaGlu69). The HLA-DP alleles that can present Be to T cells match those implicated in the genetic susceptibility, suggesting that the HLA contribution to disease is based on the ability of those molecules to bind and present Be to T cells. The structure of HLA-DP2 and its interaction with Be are unknown. Here, we present the HLA-DP2 structure with its antigen-binding groove occupied by a self-peptide derived from the HLA-DR alpha-chain. The most striking feature of the structure is an unusual solvent exposed acidic pocket formed between the peptide backbone and the HLA-DP2 beta-chain alpha-helix and containing three glutamic acids from the beta-chain, including betaGlu69. In the crystal packing, this pocket has been filled with the guanidinium group of an arginine from a neighboring molecule. This positively charged moiety forms an extensive H-bond/salt bridge network with the three glutamic acids, offering a plausible model for how Be-containing complexes might occupy this site. This idea is strengthened by the demonstration that mutation of any of the three glutamic acids in this pocket results in loss of the ability of DP2 to present Be to T cells.


Assuntos
Beriliose/metabolismo , Antígenos HLA-DP/química , Alelos , Animais , Linfócitos T CD4-Positivos/imunologia , Doença Crônica , Cristalografia por Raios X/métodos , Ácido Glutâmico/química , Cadeias beta de HLA-DP , Humanos , Pneumopatias/imunologia , Camundongos , Modelos Moleculares , Peptídeos/química , Ligação Proteica , Estrutura Secundária de Proteína
9.
Sci Adv ; 9(47): eadj6367, 2023 11 24.
Artigo em Inglês | MEDLINE | ID: mdl-38000035

RESUMO

Accurate prediction of antigen presentation by human leukocyte antigen (HLA) class II molecules is crucial for rational development of immunotherapies and vaccines targeting CD4+ T cell activation. So far, most prediction methods for HLA class II antigen presentation have focused on HLA-DR because of limited availability of immunopeptidomics data for HLA-DQ and HLA-DP while not taking into account alternative peptide binding modes. We present an update to the NetMHCIIpan prediction method, which closes the performance gap between all three HLA class II loci. We accomplish this by first integrating large immunopeptidomics datasets describing the HLA class II specificity space across all loci using a refined machine learning framework that accommodates inverted peptide binders. Next, we apply targeted immunopeptidomics assays to generate data that covers additional HLA-DP specificities. The final method, NetMHCIIpan-4.3, achieves high accuracy and molecular coverage across all HLA class II allotypes.


Assuntos
Apresentação de Antígeno , Antígenos HLA-DR , Humanos , Antígenos HLA-DR/metabolismo , Antígenos HLA-DP/química , Antígenos HLA-DQ/química , Peptídeos/química
10.
Immunology ; 136(3): 306-11, 2012 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-22352343

RESUMO

Compared with HLA-DR molecules, the specificities of HLA-DP and HLA-DQ molecules have only been studied to a limited extent. The description of the binding motifs has been mostly anecdotal and does not provide a quantitative measure of the importance of each position in the binding core and the relative weight of different amino acids at a given position. The recent publication of larger data sets of peptide-binding to DP and DQ molecules opens the possibility of using data-driven bioinformatics methods to accurately define the binding motifs of these molecules. Using the neural network-based method NNAlign, we characterized the binding specificities of five HLA-DP and six HLA-DQ among the most frequent in the human population. The identified binding motifs showed an overall concurrence with earlier studies but revealed subtle differences. The DP molecules revealed a large overlap in the pattern of amino acid preferences at core positions, with conserved hydrophobic/aromatic anchors at P1 and P6, and an additional hydrophobic anchor at P9 in some variants. These results confirm the existence of a previously hypothesized supertype encompassing the most common DP alleles. Conversely, the binding motifs for DQ molecules appear more divergent, displaying unconventional anchor positions and in some cases rather unspecific amino acid preferences.


Assuntos
Antígenos HLA-DP/química , Antígenos HLA-DP/metabolismo , Antígenos HLA-DQ/química , Antígenos HLA-DQ/metabolismo , Alelos , Motivos de Aminoácidos , Sítios de Ligação/genética , Biologia Computacional , Bases de Dados de Proteínas , Antígenos HLA-DP/genética , Antígenos HLA-DQ/genética , Humanos , Interações Hidrofóbicas e Hidrofílicas , Redes Neurais de Computação , Alinhamento de Sequência/estatística & dados numéricos
11.
BMC Struct Biol ; 12: 20, 2012 Aug 05.
Artigo em Inglês | MEDLINE | ID: mdl-22862845

RESUMO

BACKGROUND: HLA-DPs are class II MHC proteins mediating immune responses to many diseases. Peptides bind MHC class II proteins in the acidic environment within endosomes. Acidic pH markedly elevates association rate constants but dissociation rates are almost unchanged in the pH range 5.0 - 7.0. This pH-driven effect can be explained by the protonation/deprotonation states of Histidine, whose imidazole has a pK(a) of 6.0. At pH 5.0, imidazole ring is protonated, making Histidine positively charged and very hydrophilic, while at pH 7.0 imidazole is unprotonated, making Histidine less hydrophilic. We develop here a method to predict peptide binding to the four most frequent HLA-DP proteins: DP1, DP41, DP42 and DP5, using a molecular docking protocol. Dockings to virtual combinatorial peptide libraries were performed at pH 5.0 and pH 7.0. RESULTS: The X-ray structure of the peptide--HLA-DP2 protein complex was used as a starting template to model by homology the structure of the four DP proteins. The resulting models were used to produce virtual combinatorial peptide libraries constructed using the single amino acid substitution (SAAS) principle. Peptides were docked into the DP binding site using AutoDock at pH 5.0 and pH 7.0. The resulting scores were normalized and used to generate Docking Score-based Quantitative Matrices (DS-QMs). The predictive ability of these QMs was tested using an external test set of 484 known DP binders. They were also compared to existing servers for DP binding prediction. The models derived at pH 5.0 predict better than those derived at pH 7.0 and showed significantly improved predictions for three of the four DP proteins, when compared to the existing servers. They are able to recognize 50% of the known binders in the top 5% of predicted peptides. CONCLUSIONS: The higher predictive ability of DS-QMs derived at pH 5.0 may be rationalised by the additional hydrogen bond formed between the backbone carbonyl oxygen belonging to the peptide position before p1 (p-1) and the protonated ε-nitrogen of His79ß. Additionally, protonated His residues are well accepted at most of the peptide binding core positions which is in a good agreement with the overall negatively charged peptide binding site of most MHC proteins.


Assuntos
Antígenos HLA-DP/química , Antígenos HLA-DP/metabolismo , Simulação de Acoplamento Molecular , Peptídeos/química , Peptídeos/metabolismo , Sequência de Aminoácidos , Área Sob a Curva , Sítios de Ligação , Bases de Dados de Proteínas , Histidina/química , Humanos , Ligação de Hidrogênio , Concentração de Íons de Hidrogênio , Dados de Sequência Molecular , Ligação Proteica , Prótons , Reprodutibilidade dos Testes , Alinhamento de Sequência , Termodinâmica
12.
BMC Struct Biol ; 11: 32, 2011 Jul 14.
Artigo em Inglês | MEDLINE | ID: mdl-21752305

RESUMO

BACKGROUND: MHC class II proteins bind oligopeptide fragments derived from proteolysis of pathogen antigens, presenting them at the cell surface for recognition by CD4+ T cells. Human MHC class II alleles are grouped into three loci: HLA-DP, HLA-DQ and HLA-DR. In contrast to HLA-DR and HLA-DQ, HLA-DP proteins have not been studied extensively, as they have been viewed as less important in immune responses than DRs and DQs. However, it is now known that HLA-DP alleles are associated with many autoimmune diseases. Quite recently, the X-ray structure of the HLA-DP2 molecule (DPA*0103, DPB1*0201) in complex with a self-peptide derived from the HLA-DR α-chain has been determined. In the present study, we applied a validated molecular docking protocol to a library of 247 modelled peptide-DP2 complexes, seeking to assess the contribution made by each of the 20 naturally occurred amino acids at each of the nine binding core peptide positions and the four flanking residues (two on both sides). RESULTS: The free binding energies (FBEs) derived from the docking experiments were normalized on a position-dependent (npp) and on an overall basis (nap), and two docking score-based quantitative matrices (DS-QMs) were derived: QMnpp and QMnap. They reveal the amino acid preferences at each of the 13 positions considered in the study. Apart from the leading role of anchor positions p1 and p6, the binding to HLA-DP2 depends on the preferences at p2. No effect of the flanking residues was found on the peptide binding predictions to DP2, although all four of them show strong preferences for particular amino acids. The predictive ability of the DS-QMs was tested using a set of 457 known binders to HLA-DP2, originating from 24 proteins. The sensitivities of the predictions at five different thresholds (5%, 10%, 15%, 20% and 25%) were calculated and compared to the predictions made by the NetMHCII and IEDB servers. Analysis of the DS-QMs indicated an improvement in performance. Additionally, DS-QMs identified the binding cores of several known DP2 binders. CONCLUSIONS: The molecular docking protocol, as applied to a combinatorial library of peptides, models the peptide-HLA-DP2 protein interaction effectively, generating reliable predictions in a quantitative assessment. The method is structure-based and does not require extensive experimental sequence-based data. Thus, it is universal and can be applied to model any peptide - protein interaction.


Assuntos
Alelos , Antígenos HLA-DP/química , Peptídeos/química , Sítios de Ligação , Cristalografia por Raios X , Genes MHC da Classe II , Antígenos HLA-DP/genética , Cadeias beta de HLA-DP , Humanos , Modelos Moleculares , Termodinâmica
13.
Tissue Antigens ; 77(3): 229-34, 2011 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-21299528

RESUMO

Myelin basic protein (MBP) is a candidate autoantigen in multiple sclerosis (MS). The immunodominant epitope for T-cell responses is assigned to the amino acid sequence MBP84-102, which binds to human leukocyte antigen (HLA)-DR2a (DRB5*0101) and HLA-DR2b (DRB1*1501) of the HLA-DR2 haplotype carrying the strongest genetic association with MS. In contrast with HLA-DR and -DQ molecules, HLA-DP molecules are poorly characterized with respect to the binding of self-peptides. We show here that HLA-DP2 binds MBP85-99 with high affinity, and that the amino acid residues in position MBP91, MBP92 and MBP93 are influencing the binding, as shown by alanine scans. We further used a series of truncated peptides to identify the core of the binding. Moving the frame along the peptide from residues 87-97 to 89-99 progressively decreased the binding affinity for HLA-DP2, while moving further towards the C-terminal completely abrogated the binding of peptides to HLA-DP2. The data suggest that the docking of the MBP85-99 peptide into the HLA-DP2 groove is dependent on MBP88V and MBP89V and may use either of them as primary anchor for the p1 position. HLA-DP2 might thus present the MBP85-99 peptide in the same register as the HLA-DRB1*1501, where the MBP89V is preferred as the p1 anchor. Notably, full-length MBP was able to compete for peptide binding with an affinity similar to that seen for the high-affinity binding peptides, DRα170-83 and IIP53-65. In summary, the HLA-DP2 molecule binds the immunodominant epitope in MS, MBP85-99, possibly in more than one register.


Assuntos
Antígenos HLA-DP/metabolismo , Epitopos Imunodominantes/metabolismo , Proteína Básica da Mielina/metabolismo , Fragmentos de Peptídeos/metabolismo , 1-Butanol/farmacologia , Sequência de Aminoácidos , Animais , Células Cultivadas , Drosophila melanogaster , Ensaio de Imunoadsorção Enzimática , Antígenos HLA-DP/química , Antígenos HLA-DP/imunologia , Antígenos HLA-DP/isolamento & purificação , Cadeias beta de HLA-DP , Humanos , Esclerose Múltipla/imunologia , Esclerose Múltipla/metabolismo , Proteína Básica da Mielina/imunologia , Fragmentos de Peptídeos/imunologia , Ligação Proteica/imunologia , Proteínas Recombinantes/imunologia , Proteínas Recombinantes/metabolismo , Especificidade por Substrato
14.
Blood ; 113(12): 2851-8, 2009 Mar 19.
Artigo em Inglês | MEDLINE | ID: mdl-18997170

RESUMO

The finding that the risk of relapse in hematologic malignancy decreases after allogeneic hematopoietic stem cell transplantation (HSCT) has lead to the concept of a graft-versus-leukemia (GVL) effect. However, this beneficial effect is considered to be frequently offset by graft-versus-host disease (GVHD). Thus, improving HSCT outcomes by separating GVL from GVHD is a key clinical issue. This cohort study registered 4643 patients with hematologic malignancies who received transplants from unrelated donors. Six major human leukocyte antigen (HLA) loci were retrospectively genotyped. We identified 4 HLA-Cw and 6 HLA-DPB1 mismatch combinations responsible for a decreased risk of relapse; of these, 8 of 10 combinations were different from those responsible for severe acute GVHD, including all 6 of the HLA-DPB1 combinations. Pairs with these combinations of HLA-DPB1 were associated with a significantly better overall survival than were completely matched pairs. Moreover, several amino acid substitutions on specific positions responsible for a decreased risk of relapse were identified in HLA-Cw, but not in HLA-DPB1. These findings might be crucial to elucidating the mechanism of the decreased risk of relapse on the basis of HLA molecule. Donor selection made in consideration of these results might allow the separation of GVL from acute GVHD, especially in HLA-DPB1 mismatch combinations.


Assuntos
Antígenos HLA-C/imunologia , Antígenos HLA-DP/imunologia , Transplante de Células-Tronco Hematopoéticas , Histocompatibilidade , Leucemia/cirurgia , Adulto , Alelos , Substituição de Aminoácidos , Estudos de Coortes , Intervalo Livre de Doença , Feminino , Predisposição Genética para Doença , Doença Enxerto-Hospedeiro/epidemiologia , Doença Enxerto-Hospedeiro/imunologia , Efeito Enxerto vs Leucemia/imunologia , Antígenos HLA-C/química , Antígenos HLA-C/genética , Antígenos HLA-DP/química , Antígenos HLA-DP/genética , Cadeias beta de HLA-DP , Humanos , Estimativa de Kaplan-Meier , Leucemia/imunologia , Leucemia/mortalidade , Masculino , Mieloma Múltiplo/imunologia , Mieloma Múltiplo/mortalidade , Mieloma Múltiplo/cirurgia , Modelos de Riscos Proporcionais , Recidiva , Estudos Retrospectivos , Risco , Transplante Homólogo/imunologia , Adulto Jovem
15.
BMC Bioinformatics ; 11: 482, 2010 Sep 24.
Artigo em Inglês | MEDLINE | ID: mdl-20868497

RESUMO

BACKGROUND: The binding of peptide fragments of antigens to class II MHC is a crucial step in initiating a helper T cell immune response. The identification of such peptide epitopes has potential applications in vaccine design and in better understanding autoimmune diseases and allergies. However, comprehensive experimental determination of peptide-MHC binding affinities is infeasible due to MHC diversity and the large number of possible peptide sequences. Computational methods trained on the limited experimental binding data can address this challenge. We present the MultiRTA method, an extension of our previous single-type RTA prediction method, which allows the prediction of peptide binding affinities for multiple MHC allotypes not used to train the model. Thus predictions can be made for many MHC allotypes for which experimental binding data is unavailable. RESULTS: We fit MultiRTA models for both HLA-DR and HLA-DP using large experimental binding data sets. The performance in predicting binding affinities for novel MHC allotypes, not in the training set, was tested in two different ways. First, we performed leave-one-allele-out cross-validation, in which predictions are made for one allotype using a model fit to binding data for the remaining MHC allotypes. Comparison of the HLA-DR results with those of two other prediction methods applied to the same data sets showed that MultiRTA achieved performance comparable to NetMHCIIpan and better than the earlier TEPITOPE method. We also directly tested model transferability by making leave-one-allele-out predictions for additional experimentally characterized sets of overlapping peptide epitopes binding to multiple MHC allotypes. In addition, we determined the applicability of prediction methods like MultiRTA to other MHC allotypes by examining the degree of MHC variation accounted for in the training set. An examination of predictions for the promiscuous binding CLIP peptide revealed variations in binding affinity among alleles as well as potentially distinct binding registers for HLA-DR and HLA-DP. Finally, we analyzed the optimal MultiRTA parameters to discover the most important peptide residues for promiscuous and allele-specific binding to HLA-DR and HLA-DP allotypes. CONCLUSIONS: The MultiRTA method yields competitive performance but with a significantly simpler and physically interpretable model compared with previous prediction methods. A MultiRTA prediction webserver is available at http://bordnerlab.org/MultiRTA.


Assuntos
Antígenos de Histocompatibilidade Classe II/química , Peptídeos/química , Software , Algoritmos , Alelos , Sítios de Ligação , Bases de Dados de Proteínas , Antígenos HLA-DP/química , Antígenos HLA-DP/metabolismo , Antígenos HLA-DR/química , Antígenos HLA-DR/metabolismo , Antígenos de Histocompatibilidade Classe II/genética , Antígenos de Histocompatibilidade Classe II/metabolismo , Peptídeos/imunologia , Peptídeos/metabolismo
16.
BMC Bioinformatics ; 11: 568, 2010 Nov 22.
Artigo em Inglês | MEDLINE | ID: mdl-21092157

RESUMO

BACKGROUND: MHC class II binding predictions are widely used to identify epitope candidates in infectious agents, allergens, cancer and autoantigens. The vast majority of prediction algorithms for human MHC class II to date have targeted HLA molecules encoded in the DR locus. This reflects a significant gap in knowledge as HLA DP and DQ molecules are presumably equally important, and have only been studied less because they are more difficult to handle experimentally. RESULTS: In this study, we aimed to narrow this gap by providing a large scale dataset of over 17,000 HLA-peptide binding affinities for a set of 11 HLA DP and DQ alleles. We also expanded our dataset for HLA DR alleles resulting in a total of 40,000 MHC class II binding affinities covering 26 allelic variants. Utilizing this dataset, we generated prediction tools utilizing several machine learning algorithms and evaluated their performance. CONCLUSION: We found that 1) prediction methodologies developed for HLA DR molecules perform equally well for DP or DQ molecules. 2) Prediction performances were significantly increased compared to previous reports due to the larger amounts of training data available. 3) The presence of homologous peptides between training and testing datasets should be avoided to give real-world estimates of prediction performance metrics, but the relative ranking of different predictors is largely unaffected by the presence of homologous peptides, and predictors intended for end-user applications should include all training data for maximum performance. 4) The recently developed NN-align prediction method significantly outperformed all other algorithms, including a naïve consensus based on all prediction methods. A new consensus method dropping the comparably weak ARB prediction method could outperform the NN-align method, but further research into how to best combine MHC class II binding predictions is required.


Assuntos
Antígenos HLA-DP/química , Antígenos HLA-DQ/química , Antígenos HLA-DR/química , Peptídeos/química , Alelos , Sítios de Ligação , Epitopos/genética , Epitopos/imunologia , Genes MHC da Classe II , Antígenos HLA-DP/genética , Antígenos HLA-DP/imunologia , Antígenos HLA-DQ/genética , Antígenos HLA-DQ/imunologia , Antígenos HLA-DR/genética , Antígenos HLA-DR/imunologia , Humanos , Peptídeos/imunologia , Peptídeos/metabolismo
17.
Yi Chuan ; 32(6): 588-98, 2010 Jun.
Artigo em Zh | MEDLINE | ID: mdl-20566463

RESUMO

Rhesus macaque (Macaca mulatta) has long been used as an experimental model animal for biomedical research and was under the key state protection (class II) from Chinese government. In order to facilitate the use of Chinese rhesus macaques in biomedical research and their protection based on better understanding of the major mistocompability complex (MHC) genes in these macaques, the exon 2 of Mamu-DPB1 genes were determined in 106 wild rhesus macaques using DGGE, cloning and sequencing. A total of 21 Mamu-DPB1 alleles were obtained, of which 15 alleles were novel sequences that had not been documented previously. Mamu-DPB1 30 was the most frequent allele in the whole large population comprising all 106 rhesus macaque individuals (0.1120) and in Xiaojin population (0.1120), Mamu-DPB1 04 in Heishui (0.1702), -DPB1 32 in Bazhong (0.1613), -DPB1 30 in Hanyuan (0.1120), and -DPB1 04 in Jiulong (0.1139). The alignment of the amino acids sequences showed that 12 variable sites were species-specific, of which 9 sites occurred in the putative amino acids sequences of the 15 novel Mamu-DPB1 alleles. Trans-species polymorphism was observed on the phylogenetic tree based on the DPB1 alleles of rhesus macaques and cynomolgus (Macaca fascicularis). In addition, these results also demonstrated that significant genetic differentiation has occurred between Chinese and Indian rhesus macaque population.


Assuntos
Éxons , Antígenos HLA-DP/genética , Macaca mulatta/genética , Polimorfismo Genético , Sequência de Aminoácidos , Animais , Frequência do Gene , Antígenos HLA-DP/química , Cadeias beta de HLA-DP , Macaca fascicularis/genética , Dados de Sequência Molecular , Filogenia
18.
Immunology ; 128(1 Suppl): e462-70, 2009 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-19191908

RESUMO

Berylliosis is driven by the accumulation in the lung of beryllium-specific T helper type 1 (Th1) cells recognizing beryllium as antigen when presented principally by human leucocyte antigen DP molecules carrying a glutamate at position beta69 (HLA-DPGlu69). This study was designed to clarify the precise role of peptides in beryllium binding to the HLA-DP groove's pocket 4 and to identify peptides with higher affinity for pocket 4 that might prevent beryllium presentation and T-cell stimulation. Beryllium/HLA-DP interactions were analysed by the ability of beryllium to compete with CLIP and CLIP-derived peptides to HLA-DPGlu69 soluble molecule. The CLIP-derived low-affinity peptide CLIP-AA, could not outcompete beryllium; while the CLIP-derived high-affinity peptides CLIP-YY, CLIP-QY and CLIP-RF were only marginally influenced by the presence of beryllium in the competition assay. The effect of these CLIP-derived high-affinity peptides on beryllium presentation was determined by measuring interferon-gamma (IFN-gamma) release upon beryllium stimulation of peripheral blood mononuclear cells obtained from beryllium-hypersensitive subjects. CLIP-YY did inhibit beryllium presentation and T-cell activation, while CLIP-QY and CLIP-RF markedly enhanced the IFN-gamma response to beryllium. Anti-HLA-DP monoclonal antibody blocked the beryllium-induced IFN-gamma release in the presence of CLIP-QY (88%) and CLIP-RF (76%). A similar effect was observed for CLIP-YY capability to block IFN-gamma release by beryllium stimulation in the presence of CLIP-QY (79%) and CLIP-RF (76%). Overall, these data support the proposal that HLA-DP high-affinity peptides might be used as a model for specific berylliosis therapy.


Assuntos
Antígenos de Diferenciação de Linfócitos B/imunologia , Beriliose/imunologia , Berílio/imunologia , Antígenos HLA-DP/imunologia , Antígenos de Histocompatibilidade Classe II/imunologia , Linfócitos T/imunologia , Adulto , Antígenos de Diferenciação de Linfócitos B/metabolismo , Beriliose/metabolismo , Berílio/metabolismo , Feminino , Antígenos HLA-DP/química , Antígenos HLA-DP/metabolismo , Antígenos de Histocompatibilidade Classe II/metabolismo , Humanos , Interferon gama/biossíntese , Interferon gama/imunologia , Ativação Linfocitária/imunologia , Masculino , Pessoa de Meia-Idade , Linfócitos T/metabolismo
19.
Science ; 262(5131): 242-4, 1993 Oct 08.
Artigo em Inglês | MEDLINE | ID: mdl-8105536

RESUMO

Chronic beryllium disease (CBD) is a lung disorder related to beryllium exposure and is characterized by the accumulation in the lung of beryllium-specific CD4+ major histocompatibility complex (MHC) class II-restricted T lymphocytes. Evaluation of MHC class II genes in 33 CBD cases and 44 controls has shown a negative association with HLA-DPB1*0401 (P < 0.001) and a positive association with HLA-DPB1*0201 (P < 0.05) alleles, which differ at residues 36, 55 to 56, and 69 of the beta 1 chain. Among CBD cases, 97 percent expressed the HLA-DPB1*0201-associated glutamic acid (unaffected population, 30 percent; P < 0.001) at residue 69, a position involved in susceptibility to autoimmune disorders. This suggests that HLA-DP has a role in conferring susceptibility and that residue 69 of HLA-DPB1 could be used in risk assessment for CBD.


Assuntos
Beriliose/genética , Berílio/efeitos adversos , Antígenos HLA-DP/genética , Exposição Ocupacional , Adulto , Alelos , Sequência de Aminoácidos , Sequência de Bases , Beriliose/imunologia , Suscetibilidade a Doenças , Feminino , Genes MHC da Classe II , Genótipo , Glutamatos , Ácido Glutâmico , Antígenos HLA-DP/química , Antígenos HLA-DP/imunologia , Humanos , Desequilíbrio de Ligação , Masculino , Pessoa de Meia-Idade , Dados de Sequência Molecular , Fenótipo , Fatores de Risco
20.
Blood Adv ; 3(9): 1429-1440, 2019 05 14.
Artigo em Inglês | MEDLINE | ID: mdl-31053570

RESUMO

The immunogenicity of protein therapeutics is an important safety and efficacy concern during drug development and regulation. Strategies to identify individuals and subpopulations at risk for an undesirable immune response represent an important unmet need. The major histocompatibility complex (MHC)-associated peptide proteomics (MAPPs) assay directly identifies the presence of peptides derived from a specific protein therapeutic on a donor's MHC class II (MHC-II) proteins. We applied this technique to address several questions related to the use of factor VIII (FVIII) replacement therapy in the treatment of hemophilia A (HA). Although >12 FVIII therapeutics are marketed, most fall into 3 categories: (i) human plasma-derived FVIII (pdFVIII), (ii) full-length (FL)-recombinant FVIII (rFVIII; FL-rFVIII), and (iii) B-domain-deleted rFVIII. Here, we investigated whether there are differences between the FVIII peptides found on the MHC-II proteins of the same individual when incubated with these 3 classes. Based on several observational studies and a prospective, randomized, clinical trial showing that the originally approved rFVIII products may be more immunogenic than the pdFVIII products containing von Willebrand factor (VWF) in molar excess, it has been hypothesized that the pdFVIII molecules yield/present fewer peptides (ie, potential T-cell epitopes). We have experimentally tested this hypothesis and found that dendritic cells from HA patients and healthy donors present fewer FVIII peptides when administered pdFVIII vs FL-rFVIII, despite both containing the same molar VWF excess. Our results support the hypothesis that synthesis of pdFVIII under physiological conditions could result in reduced heterogeneity and/or subtle differences in structure/conformation which, in turn, may result in reduced FVIII proteolytic processing relative to FL-rFVIII.


Assuntos
Células Dendríticas/imunologia , Fator VIII/imunologia , Hemofilia A/imunologia , Peptídeos/metabolismo , Células Dendríticas/citologia , Células Dendríticas/metabolismo , Epitopos/química , Epitopos/imunologia , Fator VIII/química , Fator VIII/uso terapêutico , Antígenos HLA-DP/química , Antígenos HLA-DP/metabolismo , Antígenos HLA-DQ/química , Antígenos HLA-DQ/metabolismo , Antígenos HLA-DR/química , Antígenos HLA-DR/metabolismo , Hemofilia A/tratamento farmacológico , Humanos , Leucócitos Mononucleares/citologia , Mapeamento de Peptídeos , Peptídeos/química , Fator de von Willebrand/química , Fator de von Willebrand/metabolismo
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