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Immunoinformatics Features Linked to Leishmania Vaccine Development: Data Integration of Experimental and In Silico Studies

Leishmaniasis is a wide-spectrum disease caused by parasites from Leishmania genus. There is no human vaccine available and it is considered by many studies as apotential effective tool for disease control. To discover novel antigens, computational programs have been used in reverse vaccinology stra...

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Autores principales: Brito, Rory C. F., Guimarães, Frederico G., Velloso, João P. L., Corrêa-Oliveira, Rodrigo, Ruiz, Jeronimo C., Reis, Alexandre B., Resende, Daniela M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5343906/
https://www.ncbi.nlm.nih.gov/pubmed/28208616
http://dx.doi.org/10.3390/ijms18020371
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author Brito, Rory C. F.
Guimarães, Frederico G.
Velloso, João P. L.
Corrêa-Oliveira, Rodrigo
Ruiz, Jeronimo C.
Reis, Alexandre B.
Resende, Daniela M.
author_facet Brito, Rory C. F.
Guimarães, Frederico G.
Velloso, João P. L.
Corrêa-Oliveira, Rodrigo
Ruiz, Jeronimo C.
Reis, Alexandre B.
Resende, Daniela M.
author_sort Brito, Rory C. F.
collection PubMed
description Leishmaniasis is a wide-spectrum disease caused by parasites from Leishmania genus. There is no human vaccine available and it is considered by many studies as apotential effective tool for disease control. To discover novel antigens, computational programs have been used in reverse vaccinology strategies. In this work, we developed a validation antigen approach that integrates prediction of B and T cell epitopes, analysis of Protein-Protein Interaction (PPI) networks and metabolic pathways. We selected twenty candidate proteins from Leishmania tested in murine model, with experimental outcome published in the literature. The predictions for CD4(+) and CD8(+) T cell epitopes were correlated with protection in experimental outcomes. We also mapped immunogenic proteins on PPI networks in order to find Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways associated with them. Our results suggest that non-protective antigens have lowest frequency of predicted T CD4(+) and T CD8(+) epitopes, compared with protective ones. T CD4(+) and T CD8(+) cells are more related to leishmaniasis protection in experimental outcomes than B cell predicted epitopes. Considering KEGG analysis, the proteins considered protective are connected to nodes with few pathways, including those associated with ribosome biosynthesis and purine metabolism.
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spelling pubmed-53439062017-03-16 Immunoinformatics Features Linked to Leishmania Vaccine Development: Data Integration of Experimental and In Silico Studies Brito, Rory C. F. Guimarães, Frederico G. Velloso, João P. L. Corrêa-Oliveira, Rodrigo Ruiz, Jeronimo C. Reis, Alexandre B. Resende, Daniela M. Int J Mol Sci Article Leishmaniasis is a wide-spectrum disease caused by parasites from Leishmania genus. There is no human vaccine available and it is considered by many studies as apotential effective tool for disease control. To discover novel antigens, computational programs have been used in reverse vaccinology strategies. In this work, we developed a validation antigen approach that integrates prediction of B and T cell epitopes, analysis of Protein-Protein Interaction (PPI) networks and metabolic pathways. We selected twenty candidate proteins from Leishmania tested in murine model, with experimental outcome published in the literature. The predictions for CD4(+) and CD8(+) T cell epitopes were correlated with protection in experimental outcomes. We also mapped immunogenic proteins on PPI networks in order to find Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways associated with them. Our results suggest that non-protective antigens have lowest frequency of predicted T CD4(+) and T CD8(+) epitopes, compared with protective ones. T CD4(+) and T CD8(+) cells are more related to leishmaniasis protection in experimental outcomes than B cell predicted epitopes. Considering KEGG analysis, the proteins considered protective are connected to nodes with few pathways, including those associated with ribosome biosynthesis and purine metabolism. MDPI 2017-02-10 /pmc/articles/PMC5343906/ /pubmed/28208616 http://dx.doi.org/10.3390/ijms18020371 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Brito, Rory C. F.
Guimarães, Frederico G.
Velloso, João P. L.
Corrêa-Oliveira, Rodrigo
Ruiz, Jeronimo C.
Reis, Alexandre B.
Resende, Daniela M.
Immunoinformatics Features Linked to Leishmania Vaccine Development: Data Integration of Experimental and In Silico Studies
title Immunoinformatics Features Linked to Leishmania Vaccine Development: Data Integration of Experimental and In Silico Studies
title_full Immunoinformatics Features Linked to Leishmania Vaccine Development: Data Integration of Experimental and In Silico Studies
title_fullStr Immunoinformatics Features Linked to Leishmania Vaccine Development: Data Integration of Experimental and In Silico Studies
title_full_unstemmed Immunoinformatics Features Linked to Leishmania Vaccine Development: Data Integration of Experimental and In Silico Studies
title_short Immunoinformatics Features Linked to Leishmania Vaccine Development: Data Integration of Experimental and In Silico Studies
title_sort immunoinformatics features linked to leishmania vaccine development: data integration of experimental and in silico studies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5343906/
https://www.ncbi.nlm.nih.gov/pubmed/28208616
http://dx.doi.org/10.3390/ijms18020371
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