Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands
- Autores
- Paul, Sinu; Karosiene, Edita; Dhanda, Sandeep Kumar; Jurtz, Vanessa; Edwards, Lindy; Nielsen, Morten; Sette, Alessandro; Peters, Bjoern
- Año de publicación
- 2018
- Idioma
- inglés
- Tipo de recurso
- artículo
- Estado
- versión publicada
- Descripción
- CD4+ T cells have a major role in regulating immune responses. They are activated by recognition of peptides mostly generated from exogenous antigens through the major histocompatibility complex (MHC) class II pathway. Identification of epitopes is important and computational prediction of epitopes is used widely to save time and resources. Although there are algorithms to predict binding affinity of peptides to MHC II molecules, no accurate methods exist to predict which ligands are generated as a result of natural antigen processing. We utilized a dataset of around 14,000 naturally processed ligands identified by mass spectrometry of peptides eluted from MHC class II expressing cells to investigate the existence of sequence signatures potentially related to the cleavage mechanisms that liberate the presented peptides from their source antigens. This analysis revealed preferred amino acids surrounding both N- and C-terminuses of ligands, indicating sequence-specific cleavage preferences. We used these cleavage motifs to develop a method for predicting naturally processed MHC II ligands, and validated that it had predictive power to identify ligands from independent studies. We further confirmed that prediction of ligands based on cleavage motifs could be combined with predictions of MHC binding, and that the combined prediction had superior performance. However, when attempting to predict CD4+ T cell epitopes, either alone or in combination with MHC binding predictions, predictions based on the cleavage motifs did not show predictive power. Given that peptides identified as epitopes based on CD4+ T cell reactivity typically do not have well-defined termini, it is possible that motifs are present but outside of the mapped epitope. Our attempts to take that into account computationally did not show any sign of an increased presence of cleavage motifs around well-characterized CD4+ T cell epitopes. While it is possible that our attempts to translate the cleavage motifs in MHC II ligand elution data into T cell epitope predictions were suboptimal, other possible explanations are that the cleavage signal is too diluted to be detected, or that elution data are enriched for ligands generated through an antigen processing and presentation pathway that is less frequently utilized for T cell epitopes.
Fil: Paul, Sinu. La Jolla Institute for Allergy and Immunology; Estados Unidos
Fil: Karosiene, Edita. La Jolla Institute for Allergy and Immunology; Estados Unidos
Fil: Dhanda, Sandeep Kumar. La Jolla Institute for Allergy and Immunology; Estados Unidos
Fil: Jurtz, Vanessa. Technical University of Denmark; Dinamarca
Fil: Edwards, Lindy. La Jolla Institute for Allergy and Immunology; Estados Unidos
Fil: Nielsen, Morten. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones Biotecnológicas. Universidad Nacional de San Martín. Instituto de Investigaciones Biotecnológicas; Argentina. Technical University of Denmark; Dinamarca
Fil: Sette, Alessandro. University of California at San Diego; Estados Unidos. La Jolla Institute for Allergy and Immunology; Estados Unidos
Fil: Peters, Bjoern. La Jolla Institute for Allergy and Immunology; Estados Unidos. University of California at San Diego; Estados Unidos - Materia
-
ANTIGEN PROCESSING
CD4+ T CELL EPITOPES
EPITOPE PREDICTION
HUMAN LEUKOCYTE ANTIGEN
LIGAND ELUTION
MAJOR HISTOCOMPATIBILITY COMPLEX CLASS II
NATURAL CLEAVAGE MOTIF - Nivel de accesibilidad
- acceso abierto
- Condiciones de uso
- https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
- Repositorio
- Institución
- Consejo Nacional de Investigaciones Científicas y Técnicas
- OAI Identificador
- oai:ri.conicet.gov.ar:11336/96470
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Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligandsPaul, SinuKarosiene, EditaDhanda, Sandeep KumarJurtz, VanessaEdwards, LindyNielsen, MortenSette, AlessandroPeters, BjoernANTIGEN PROCESSINGCD4+ T CELL EPITOPESEPITOPE PREDICTIONHUMAN LEUKOCYTE ANTIGENLIGAND ELUTIONMAJOR HISTOCOMPATIBILITY COMPLEX CLASS IINATURAL CLEAVAGE MOTIFhttps://purl.org/becyt/ford/3.3https://purl.org/becyt/ford/3CD4+ T cells have a major role in regulating immune responses. They are activated by recognition of peptides mostly generated from exogenous antigens through the major histocompatibility complex (MHC) class II pathway. Identification of epitopes is important and computational prediction of epitopes is used widely to save time and resources. Although there are algorithms to predict binding affinity of peptides to MHC II molecules, no accurate methods exist to predict which ligands are generated as a result of natural antigen processing. We utilized a dataset of around 14,000 naturally processed ligands identified by mass spectrometry of peptides eluted from MHC class II expressing cells to investigate the existence of sequence signatures potentially related to the cleavage mechanisms that liberate the presented peptides from their source antigens. This analysis revealed preferred amino acids surrounding both N- and C-terminuses of ligands, indicating sequence-specific cleavage preferences. We used these cleavage motifs to develop a method for predicting naturally processed MHC II ligands, and validated that it had predictive power to identify ligands from independent studies. We further confirmed that prediction of ligands based on cleavage motifs could be combined with predictions of MHC binding, and that the combined prediction had superior performance. However, when attempting to predict CD4+ T cell epitopes, either alone or in combination with MHC binding predictions, predictions based on the cleavage motifs did not show predictive power. Given that peptides identified as epitopes based on CD4+ T cell reactivity typically do not have well-defined termini, it is possible that motifs are present but outside of the mapped epitope. Our attempts to take that into account computationally did not show any sign of an increased presence of cleavage motifs around well-characterized CD4+ T cell epitopes. While it is possible that our attempts to translate the cleavage motifs in MHC II ligand elution data into T cell epitope predictions were suboptimal, other possible explanations are that the cleavage signal is too diluted to be detected, or that elution data are enriched for ligands generated through an antigen processing and presentation pathway that is less frequently utilized for T cell epitopes.Fil: Paul, Sinu. La Jolla Institute for Allergy and Immunology; Estados UnidosFil: Karosiene, Edita. La Jolla Institute for Allergy and Immunology; Estados UnidosFil: Dhanda, Sandeep Kumar. La Jolla Institute for Allergy and Immunology; Estados UnidosFil: Jurtz, Vanessa. Technical University of Denmark; DinamarcaFil: Edwards, Lindy. La Jolla Institute for Allergy and Immunology; Estados UnidosFil: Nielsen, Morten. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones Biotecnológicas. Universidad Nacional de San Martín. Instituto de Investigaciones Biotecnológicas; Argentina. Technical University of Denmark; DinamarcaFil: Sette, Alessandro. University of California at San Diego; Estados Unidos. La Jolla Institute for Allergy and Immunology; Estados UnidosFil: Peters, Bjoern. La Jolla Institute for Allergy and Immunology; Estados Unidos. University of California at San Diego; Estados UnidosFrontiers Media S.A.2018-08info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/96470Paul, Sinu; Karosiene, Edita; Dhanda, Sandeep Kumar; Jurtz, Vanessa; Edwards, Lindy; et al.; Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands; Frontiers Media S.A.; Frontiers in Immunology; 9; AUG; 8-20181664-3224CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/doi/10.3389/fimmu.2018.01795info:eu-repo/semantics/altIdentifier/url/https://www.frontiersin.org/articles/10.3389/fimmu.2018.01795/fullinfo:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-29T10:23:21Zoai:ri.conicet.gov.ar:11336/96470instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-09-29 10:23:21.338CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse |
dc.title.none.fl_str_mv |
Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands |
title |
Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands |
spellingShingle |
Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands Paul, Sinu ANTIGEN PROCESSING CD4+ T CELL EPITOPES EPITOPE PREDICTION HUMAN LEUKOCYTE ANTIGEN LIGAND ELUTION MAJOR HISTOCOMPATIBILITY COMPLEX CLASS II NATURAL CLEAVAGE MOTIF |
title_short |
Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands |
title_full |
Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands |
title_fullStr |
Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands |
title_full_unstemmed |
Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands |
title_sort |
Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands |
dc.creator.none.fl_str_mv |
Paul, Sinu Karosiene, Edita Dhanda, Sandeep Kumar Jurtz, Vanessa Edwards, Lindy Nielsen, Morten Sette, Alessandro Peters, Bjoern |
author |
Paul, Sinu |
author_facet |
Paul, Sinu Karosiene, Edita Dhanda, Sandeep Kumar Jurtz, Vanessa Edwards, Lindy Nielsen, Morten Sette, Alessandro Peters, Bjoern |
author_role |
author |
author2 |
Karosiene, Edita Dhanda, Sandeep Kumar Jurtz, Vanessa Edwards, Lindy Nielsen, Morten Sette, Alessandro Peters, Bjoern |
author2_role |
author author author author author author author |
dc.subject.none.fl_str_mv |
ANTIGEN PROCESSING CD4+ T CELL EPITOPES EPITOPE PREDICTION HUMAN LEUKOCYTE ANTIGEN LIGAND ELUTION MAJOR HISTOCOMPATIBILITY COMPLEX CLASS II NATURAL CLEAVAGE MOTIF |
topic |
ANTIGEN PROCESSING CD4+ T CELL EPITOPES EPITOPE PREDICTION HUMAN LEUKOCYTE ANTIGEN LIGAND ELUTION MAJOR HISTOCOMPATIBILITY COMPLEX CLASS II NATURAL CLEAVAGE MOTIF |
purl_subject.fl_str_mv |
https://purl.org/becyt/ford/3.3 https://purl.org/becyt/ford/3 |
dc.description.none.fl_txt_mv |
CD4+ T cells have a major role in regulating immune responses. They are activated by recognition of peptides mostly generated from exogenous antigens through the major histocompatibility complex (MHC) class II pathway. Identification of epitopes is important and computational prediction of epitopes is used widely to save time and resources. Although there are algorithms to predict binding affinity of peptides to MHC II molecules, no accurate methods exist to predict which ligands are generated as a result of natural antigen processing. We utilized a dataset of around 14,000 naturally processed ligands identified by mass spectrometry of peptides eluted from MHC class II expressing cells to investigate the existence of sequence signatures potentially related to the cleavage mechanisms that liberate the presented peptides from their source antigens. This analysis revealed preferred amino acids surrounding both N- and C-terminuses of ligands, indicating sequence-specific cleavage preferences. We used these cleavage motifs to develop a method for predicting naturally processed MHC II ligands, and validated that it had predictive power to identify ligands from independent studies. We further confirmed that prediction of ligands based on cleavage motifs could be combined with predictions of MHC binding, and that the combined prediction had superior performance. However, when attempting to predict CD4+ T cell epitopes, either alone or in combination with MHC binding predictions, predictions based on the cleavage motifs did not show predictive power. Given that peptides identified as epitopes based on CD4+ T cell reactivity typically do not have well-defined termini, it is possible that motifs are present but outside of the mapped epitope. Our attempts to take that into account computationally did not show any sign of an increased presence of cleavage motifs around well-characterized CD4+ T cell epitopes. While it is possible that our attempts to translate the cleavage motifs in MHC II ligand elution data into T cell epitope predictions were suboptimal, other possible explanations are that the cleavage signal is too diluted to be detected, or that elution data are enriched for ligands generated through an antigen processing and presentation pathway that is less frequently utilized for T cell epitopes. Fil: Paul, Sinu. La Jolla Institute for Allergy and Immunology; Estados Unidos Fil: Karosiene, Edita. La Jolla Institute for Allergy and Immunology; Estados Unidos Fil: Dhanda, Sandeep Kumar. La Jolla Institute for Allergy and Immunology; Estados Unidos Fil: Jurtz, Vanessa. Technical University of Denmark; Dinamarca Fil: Edwards, Lindy. La Jolla Institute for Allergy and Immunology; Estados Unidos Fil: Nielsen, Morten. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Investigaciones Biotecnológicas. Universidad Nacional de San Martín. Instituto de Investigaciones Biotecnológicas; Argentina. Technical University of Denmark; Dinamarca Fil: Sette, Alessandro. University of California at San Diego; Estados Unidos. La Jolla Institute for Allergy and Immunology; Estados Unidos Fil: Peters, Bjoern. La Jolla Institute for Allergy and Immunology; Estados Unidos. University of California at San Diego; Estados Unidos |
description |
CD4+ T cells have a major role in regulating immune responses. They are activated by recognition of peptides mostly generated from exogenous antigens through the major histocompatibility complex (MHC) class II pathway. Identification of epitopes is important and computational prediction of epitopes is used widely to save time and resources. Although there are algorithms to predict binding affinity of peptides to MHC II molecules, no accurate methods exist to predict which ligands are generated as a result of natural antigen processing. We utilized a dataset of around 14,000 naturally processed ligands identified by mass spectrometry of peptides eluted from MHC class II expressing cells to investigate the existence of sequence signatures potentially related to the cleavage mechanisms that liberate the presented peptides from their source antigens. This analysis revealed preferred amino acids surrounding both N- and C-terminuses of ligands, indicating sequence-specific cleavage preferences. We used these cleavage motifs to develop a method for predicting naturally processed MHC II ligands, and validated that it had predictive power to identify ligands from independent studies. We further confirmed that prediction of ligands based on cleavage motifs could be combined with predictions of MHC binding, and that the combined prediction had superior performance. However, when attempting to predict CD4+ T cell epitopes, either alone or in combination with MHC binding predictions, predictions based on the cleavage motifs did not show predictive power. Given that peptides identified as epitopes based on CD4+ T cell reactivity typically do not have well-defined termini, it is possible that motifs are present but outside of the mapped epitope. Our attempts to take that into account computationally did not show any sign of an increased presence of cleavage motifs around well-characterized CD4+ T cell epitopes. While it is possible that our attempts to translate the cleavage motifs in MHC II ligand elution data into T cell epitope predictions were suboptimal, other possible explanations are that the cleavage signal is too diluted to be detected, or that elution data are enriched for ligands generated through an antigen processing and presentation pathway that is less frequently utilized for T cell epitopes. |
publishDate |
2018 |
dc.date.none.fl_str_mv |
2018-08 |
dc.type.none.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion http://purl.org/coar/resource_type/c_6501 info:ar-repo/semantics/articulo |
format |
article |
status_str |
publishedVersion |
dc.identifier.none.fl_str_mv |
http://hdl.handle.net/11336/96470 Paul, Sinu; Karosiene, Edita; Dhanda, Sandeep Kumar; Jurtz, Vanessa; Edwards, Lindy; et al.; Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands; Frontiers Media S.A.; Frontiers in Immunology; 9; AUG; 8-2018 1664-3224 CONICET Digital CONICET |
url |
http://hdl.handle.net/11336/96470 |
identifier_str_mv |
Paul, Sinu; Karosiene, Edita; Dhanda, Sandeep Kumar; Jurtz, Vanessa; Edwards, Lindy; et al.; Determination of a predictive cleavage motif for eluted major histocompatibility complex class II ligands; Frontiers Media S.A.; Frontiers in Immunology; 9; AUG; 8-2018 1664-3224 CONICET Digital CONICET |
dc.language.none.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
info:eu-repo/semantics/altIdentifier/doi/10.3389/fimmu.2018.01795 info:eu-repo/semantics/altIdentifier/url/https://www.frontiersin.org/articles/10.3389/fimmu.2018.01795/full |
dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by-nc-sa/2.5/ar/ |
eu_rights_str_mv |
openAccess |
rights_invalid_str_mv |
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/ |
dc.format.none.fl_str_mv |
application/pdf application/pdf |
dc.publisher.none.fl_str_mv |
Frontiers Media S.A. |
publisher.none.fl_str_mv |
Frontiers Media S.A. |
dc.source.none.fl_str_mv |
reponame:CONICET Digital (CONICET) instname:Consejo Nacional de Investigaciones Científicas y Técnicas |
reponame_str |
CONICET Digital (CONICET) |
collection |
CONICET Digital (CONICET) |
instname_str |
Consejo Nacional de Investigaciones Científicas y Técnicas |
repository.name.fl_str_mv |
CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas |
repository.mail.fl_str_mv |
dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar |
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13.070432 |