scholarly journals Footprints of antigen processing boost MHC class II natural ligand binding predictions

2018 ◽  
Author(s):  
Carolina Barra ◽  
Bruno Alvarez ◽  
Massimo Andreatta ◽  
Søren Buus ◽  
Morten Nielsen

AbstractMajor Histocompatibility complex class II (MHC-II) molecules present peptide fragments to T cells for immune recognition. Current predictors for peptide:MHC-II binding are trained on binding affinity data, generatedin-vitroand therefore lacking information about antigen processing. For the first time, we here describe prediction models of peptide:MHC-II binding trained directly on naturally eluted peptides, and show that these, in addition to peptide binding to the MHC, incorporate identifiable rules of antigen processing. In fact, we observed detectable signals of protease cleavage at defined positions of the peptides. We also hypothesize a role of the length of the terminal ligand protrusions for trimming the peptide to the epitope presented. The results of integrating binding affinity and eluted ligand data in a combined model demonstrate improved performance for the prediction of MHC-II ligands, and foreshadow a new generation of improved peptide:MHC-II prediction tools of considerable importance for understanding and manipulating immune responses.

2018 ◽  
Vol 10 (1) ◽  
Author(s):  
Carolina Barra ◽  
Bruno Alvarez ◽  
Sinu Paul ◽  
Alessandro Sette ◽  
Bjoern Peters ◽  
...  

1996 ◽  
Vol 184 (6) ◽  
pp. 2153-2166 ◽  
Author(s):  
Lisa K. Denzin ◽  
Craig Hammond ◽  
Peter Cresswell

Major histocompatibility complex (MHC) class II–positive cell lines which lack HLA-DM expression accumulate class II molecules associated with residual invariant (I) chain fragments (class II–associated invariant chain peptides [CLIP]). In vitro, HLA-DM catalyzes CLIP dissociation from class II–CLIP complexes, promoting binding of antigenic peptides. Here the physical interaction of HLA-DM with HLA-DR molecules was investigated. HLA-DM complexes with class II molecules were detectable transiently in cells, peaking at the time when the class II molecules entered the MHC class II compartment. HLA-DR αβ dimers newly released from I chain, and those associated with I chain fragments, were found to associate with HLA-DM in vivo. Mature, peptide-loaded DR molecules also associated at a low level. These same species, but not DR-I chain complexes, were also shown to bind to purified HLA-DM molecules in vitro. HLA-DM interaction was quantitatively superior with DR molecules isolated in association with CLIP. DM-DR complexes generated by incubating HLA-DM with purified DR αβCLIP contained virtually no associated CLIP, suggesting that this superior interaction reflects a prolonged HLA-DM association with empty class II dimers after CLIP dissociation. Incubation of peptide-free αβ dimers in the presence of HLA-DM was found to prolong their ability to bind subsequently added antigenic peptides. Stabilization of empty class II molecules may be an important property of HLA-DM in facilitating antigen processing.


Blood ◽  
2000 ◽  
Vol 96 (9) ◽  
pp. 3029-3039 ◽  
Author(s):  
Kenneth Brasel ◽  
Thibaut De Smedt ◽  
Jeffery L. Smith ◽  
Charles R. Maliszewski

Abstract Murine dendritic cells (DCs) can be classified into at least 2 subsets, “myeloid-related” (CD11bbright, CD8α−) and “lymphoid-related” (CD11bdull, CD8α+), but the absolute relationship between the 2 remains unclear. Methods of generating DCs from bone marrow (BM) precursors in vitro typically employ granulocyte-macrophage colony-stimulating factor (GM-CSF) as the principal growth factor, and the resultant DCs exhibit a myeloidlike phenotype. Here we describe a flt3-ligand (FL)–dependent BM culture system that generated DCs with more diverse phenotypic characteristics. Murine BM cells cultured at high density in recombinant human FL for 9 days developed into small lymphoid-sized cells, most of which expressed CD11c, CD86, and major histocompatibility complex (MHC) class II. The CD11c+ population could be divided into 2 populations on the basis of the level of expression of CD11b, which may represent the putative myeloid- and lymphoid-related subsets. The FL in vitro–derived DCs, when treated with interferon-α or lipopolysaccharide during the final 24 hours of culture, expressed an activated phenotype that included up-regulation of MHC class II, CD1d, CD8α, CD80, CD86, and CD40. The FL-derived DCs also exhibited potent antigen-processing and antigen-presenting capacity. Neutralizing anti–interleukin-6 (IL-6) antibody, but not anti–GM-CSF, significantly reduced the number of DCs generated in vitro with FL, suggesting that IL-6 has a role in the development of DCs from BM precursors. Stem cell factor, which exhibits some of the same bioactivities as FL, was unable to replace FL to promote DC development in vitro. This culture system will facilitate detailed analysis of murine DC development.


Blood ◽  
2000 ◽  
Vol 96 (9) ◽  
pp. 3029-3039 ◽  
Author(s):  
Kenneth Brasel ◽  
Thibaut De Smedt ◽  
Jeffery L. Smith ◽  
Charles R. Maliszewski

Murine dendritic cells (DCs) can be classified into at least 2 subsets, “myeloid-related” (CD11bbright, CD8α−) and “lymphoid-related” (CD11bdull, CD8α+), but the absolute relationship between the 2 remains unclear. Methods of generating DCs from bone marrow (BM) precursors in vitro typically employ granulocyte-macrophage colony-stimulating factor (GM-CSF) as the principal growth factor, and the resultant DCs exhibit a myeloidlike phenotype. Here we describe a flt3-ligand (FL)–dependent BM culture system that generated DCs with more diverse phenotypic characteristics. Murine BM cells cultured at high density in recombinant human FL for 9 days developed into small lymphoid-sized cells, most of which expressed CD11c, CD86, and major histocompatibility complex (MHC) class II. The CD11c+ population could be divided into 2 populations on the basis of the level of expression of CD11b, which may represent the putative myeloid- and lymphoid-related subsets. The FL in vitro–derived DCs, when treated with interferon-α or lipopolysaccharide during the final 24 hours of culture, expressed an activated phenotype that included up-regulation of MHC class II, CD1d, CD8α, CD80, CD86, and CD40. The FL-derived DCs also exhibited potent antigen-processing and antigen-presenting capacity. Neutralizing anti–interleukin-6 (IL-6) antibody, but not anti–GM-CSF, significantly reduced the number of DCs generated in vitro with FL, suggesting that IL-6 has a role in the development of DCs from BM precursors. Stem cell factor, which exhibits some of the same bioactivities as FL, was unable to replace FL to promote DC development in vitro. This culture system will facilitate detailed analysis of murine DC development.


Blood ◽  
1996 ◽  
Vol 88 (9) ◽  
pp. 3508-3512 ◽  
Author(s):  
K Garrigan ◽  
P Moroni-Rawson ◽  
C McMurray ◽  
I Hermans ◽  
N Abernethy ◽  
...  

We have compared dendritic cells (DC) isolated from mouse spleen, or generated in vitro from bone marrow (BM) precursors cultured in granulocyte macrophage-colony stimulating factor (GM-CSF) and interleukin-4 (IL-4), for the ability to process and present soluble antigen and stimulate major histocompatibility complex (MHC) Class II-restricted T cells. DC from spleen or BM cultures were equally able to stimulate the in vitro proliferation of allogeneic T cells or of antigen-specific T-cell receptor (TCR)-transgenic T cells. Both DC populations also induced comparable levels of IL-2 secretion by a T-cell hybridoma. Therefore, splenic and BM-derived DC express comparable levels of (Antigen + MHC Class II) ligands and/or costimulatory molecules and have comparable ability to stimulate T-cell responses. When presentation of a native protein antigen, rather than peptide, was evaluated, BM-derived DC were at least 50 times better than splenic DC at stimulating the proliferation of TCR-transgenic T cells. The antigen processing ability of the two populations was similar only when splenic DC were used immediately ex vivo. Therefore, unlike spleen DC, BM-derived DC maintain the capacity to process protein antigen for MHC Class II presentation during in vitro culture. Due to these characteristics, BM-derived DC may represent a useful tool in immunotherapy studies, as they combine high T-cell stimulatory properties with the capacity to process and present native antigen.


2021 ◽  
Author(s):  
Xianhui Ruan ◽  
Jiaoyu Yi ◽  
Linfei Hu ◽  
Jingtai Zhi ◽  
Yu Zeng ◽  
...  

Increasing body of recent studies determining the expression of tumor-specific major histocompatibility complex (MHC) class II protein support its potential role in several malignancies but little is known in human medullary thyroid cancer (MTC). Here we report the expression of MHC-II and its clinicopathologic and prognostic relevance in MTC patients. Immunohistochemistry staining revealed a significant reduction in tumor cell specific MHC-II expression in a higher AJCC stage and its poor prognostic correlation with human MTC development. Further statistical analysis identified the low MHC-II expression as a significant and independent risk factor for MTC recurrence and patient survival. Moreover, in vitro studies showed that the MHC-II expression was remarkably increased by RET inhibitors, which were prescribed to treat advanced MTC. Similarly, inhibitors blocking the MAPK/ERK and AKT/mTOR pathways also augmented MHC-II expression, suggesting their implications in RET-MHC-II signaling axis. Importantly, in vitro assays manifested enhanced peripheral blood leukocytes-mediated cytotoxicity in MTC cells treated with RET inhibitors, which were partially alleviated by HLA knock-down. Together, our study demonstrates that low MHC-II expression levels may serve as a prognostic biomarker for aggressive diseases in MTC patients and indicates that RET activation may promote MTC immune escape through down-regulating MHC-II expression.


2005 ◽  
Vol 16 (7) ◽  
pp. 3314-3322 ◽  
Author(s):  
Hortensia de la Fuente ◽  
María Mittelbrunn ◽  
Lorena Sánchez-Martín ◽  
Miguel Vicente-Manzanares ◽  
Amalia Lamana ◽  
...  

Initial adhesive contacts between T lymphocytes and dendritic cells (DCs) facilitate recognition of peptide-MHC complexes by the TCR. In this report, we studied the dynamic behavior of adhesion and Ag receptors on DCs during initial contacts with T-cells. Adhesion molecules LFA-1- and ICAM-1,3-GFP as well as MHC class II-GFP molecules were very rapidly concentrated at the DC contact area. Binding of ICAM-3, and ICAM-1 to a lesser extent, to LFA-1 expressed by mature but not immature DC, induced MHC-II clustering into the immune synapse. Also, ICAM-3 binding to DC induced the activation of the Vav1-Rac1 axis, a regulatory pathway involved in actin cytoskeleton reorganization, which was essential for MHC-II clustering on DCs. Our results support a model in which ICAM-mediated MHC-II clustering on DC constitutes a priming mechanism to enhance antigen presentation to T-cells.


2012 ◽  
Vol 11 (11) ◽  
pp. 1457-1467 ◽  
Author(s):  
Olesya Chornoguz ◽  
Alexei Gapeev ◽  
Michael C. O'Neill ◽  
Suzanne Ostrand-Rosenberg

The major histocompatibility complex (MHC) class II-associated Invariant chain (Ii) is present in professional antigen presenting cells where it regulates peptide loading onto MHC class II molecules and the peptidome presented to CD4+ T lymphocytes. Because Ii prevents peptide loading in neutral subcellular compartments, we reasoned that Ii− cells may present peptides not presented by Ii+ cells. Based on the hypothesis that patients are tolerant to MHC II-restricted tumor peptides presented by Ii+ cells, but will not be tolerant to novel peptides presented by Ii− cells, we generated MHC II vaccines to activate cancer patients' T cells. The vaccines are Ii− tumor cells expressing syngeneic HLA-DR and the costimulatory molecule CD80. We used liquid chromatography coupled with mass spectrometry to sequence MHC II-restricted peptides from Ii+ and Ii− MCF10 human breast cancer cells transfected with HLA-DR7 or the MHC Class II transactivator CIITA to determine if Ii− cells present novel peptides. Ii expression was induced in the HLA-DR7 transfectants by transfection of Ii, and inhibited in the CIITA transfectants by RNA interference. Peptides were analyzed and binding affinity predicted by artificial neural net analysis. HLA-DR7-restricted peptides from Ii− and Ii+ cells do not differ in size or in subcellular location of their source proteins; however, a subset of HLA-DR7-restricted peptides of Ii− cells are not presented by Ii+ cells, and are derived from source proteins not used by Ii+ cells. Peptides from Ii− cells with the highest predicted HLA-DR7 binding affinity were synthesized, and activated tumor-specific HLA-DR7+ human T cells from healthy donors and breast cancer patients, demonstrating that the MS-identified peptides are bonafide tumor antigens. These results demonstrate that Ii regulates the repertoire of tumor peptides presented by MHC class II+ breast cancer cells and identify novel immunogenic MHC II-restricted peptides that are potential therapeutic reagents for cancer patients.


2010 ◽  
Vol 78 (12) ◽  
pp. 5138-5150 ◽  
Author(s):  
Holger Rüssmann ◽  
Klaus Panthel ◽  
Brigitte Köhn ◽  
Stefan Jellbauer ◽  
Sebastian E. Winter ◽  
...  

ABSTRACT Extracellular Yersinia pseudotuberculosis employs a type III secretion system (T3SS) for translocating virulence factors (Yersinia outer proteins [Yops]) directly into the cytosol of eukaryotic cells. Recently, we used YopE as a carrier molecule for T3SS-dependent secretion and translocation of listeriolysin O (LLO) from Listeria monocytogenes. We demonstrated that translocation of chimeric YopE/LLO into the cytosol of macrophages by Yersinia results in the induction of a codominant antigen-specific CD4 and CD8 T-cell response in orally immunized mice. In this study, we addressed the requirements for processing and major histocompatibility complex (MHC) class II presentation of chimeric YopE proteins translocated into the cytosol of macrophages by the Yersinia T3SS. Our data demonstrate the ability of Yersinia to counteract exogenous MHC class II antigen presentation of secreted hybrid YopE by the action of wild-type YopE and YopH. In the absence of exogenous MHC class II antigen presentation, an alternative pathway was identified for YopE fusion proteins originating in the cytosol. This endogenous antigen-processing pathway was sensitive to inhibitors of phagolysosomal acidification and macroautophagy, but it did not require the function either of the proteasome or of transporters associated with antigen processing. Thus, by an autophagy-dependent mechanism, macrophages are able to compensate for the YopE/YopH-mediated inhibition of the endosomal MHC class II antigen presentation pathway for exogenous antigens. This is the first report demonstrating that autophagy might enable the host to mount an MHC class II-restricted CD4 T-cell response against translocated bacterial virulence factors. We provide critical new insights into the interaction between the mammalian immune system and a human pathogen.


2021 ◽  
Author(s):  
Ronghui You ◽  
Wei Qu ◽  
Hiroshi Mamitsuka ◽  
Shanfeng Zhu

Computationally predicting MHC-peptide binding affinity is an important problem in immunological bioinformatics. Recent cutting-edge deep learning-based methods for this problem are unable to achieve satisfactory performance for MHC class II molecules. This is because such methods generate the input by simply concatenating the two given sequences: (the estimated binding core of) a peptide and (the pseudo sequence of) an MHC class II molecule, ignoring the biological knowledge behind the interactions of the two molecules. We thus propose a binding core-aware deep learning-based model, DeepMHCII, with binding interaction convolution layer (BICL), which allows integrating all potential binding cores (in a given peptide) and the MHC pseudo (binding) sequence, through modeling the interaction with multiple convolutional kernels. Extensive empirical experiments with four large-scale datasets demonstrate that DeepMHCII significantly outperformed four state-of-the-art methods under numerous settings, such as five-fold cross-validation, leave one molecule out, validation with independent testing sets, and binding core prediction. All these results with visualization of the predicted binding cores indicate the effectiveness and importance of properly modeling biological facts in deep learning for high performance and knowledge discovery. DeepMHCII is publicly available at https://weilab.sjtu.edu.cn/DeepMHCII/.


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