Cargando…

Identification of cancer-specific motifs in mimotope profiles of serum antibody repertoire

BACKGROUND: For fighting cancer, earlier detection is crucial. Circulating auto-antibodies produced by the patient’s own immune system after exposure to cancer proteins are promising bio-markers for the early detection of cancer. Since an antibody recognizes not the whole antigen but 4–7 critical am...

Descripción completa

Detalles Bibliográficos
Autores principales: Gerasimov, Ekaterina, Zelikovsky, Alex, Măndoiu, Ion, Ionov, Yurij
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5471937/
https://www.ncbi.nlm.nih.gov/pubmed/28617221
http://dx.doi.org/10.1186/s12859-017-1661-5
_version_ 1783244048902914048
author Gerasimov, Ekaterina
Zelikovsky, Alex
Măndoiu, Ion
Ionov, Yurij
author_facet Gerasimov, Ekaterina
Zelikovsky, Alex
Măndoiu, Ion
Ionov, Yurij
author_sort Gerasimov, Ekaterina
collection PubMed
description BACKGROUND: For fighting cancer, earlier detection is crucial. Circulating auto-antibodies produced by the patient’s own immune system after exposure to cancer proteins are promising bio-markers for the early detection of cancer. Since an antibody recognizes not the whole antigen but 4–7 critical amino acids within the antigenic determinant (epitope), the whole proteome can be represented by a random peptide phage display library. This opens the possibility to develop an early cancer detection test based on a set of peptide sequences identified by comparing cancer patients’ and healthy donors’ global peptide profiles of antibody specificities. RESULTS: Due to the enormously large number of peptide sequences contained in global peptide profiles generated by next generation sequencing, the large number of cancer and control sera is required to identify cancer-specific peptides with high degree of statistical significance. To decrease the number of peptides in profiles generated by nextgen sequencing without losing cancer-specific sequences we used for generation of profiles the phage library enriched by panning on the pool of cancer sera. To further decrease the complexity of profiles we used computational methods for transforming a list of peptides constituting the mimotope profiles to the list motifs formed by similar peptide sequences. CONCLUSION: We have shown that the amino-acid order is meaningful in mimotope motifs since they contain significantly more peptides than motifs among peptides where amino-acids are randomly permuted. Also the single sample motifs significantly differ from motifs in peptides drawn from multiple samples. Finally, multiple cancer-specific motifs have been identified.
format Online
Article
Text
id pubmed-5471937
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-54719372017-06-19 Identification of cancer-specific motifs in mimotope profiles of serum antibody repertoire Gerasimov, Ekaterina Zelikovsky, Alex Măndoiu, Ion Ionov, Yurij BMC Bioinformatics Research BACKGROUND: For fighting cancer, earlier detection is crucial. Circulating auto-antibodies produced by the patient’s own immune system after exposure to cancer proteins are promising bio-markers for the early detection of cancer. Since an antibody recognizes not the whole antigen but 4–7 critical amino acids within the antigenic determinant (epitope), the whole proteome can be represented by a random peptide phage display library. This opens the possibility to develop an early cancer detection test based on a set of peptide sequences identified by comparing cancer patients’ and healthy donors’ global peptide profiles of antibody specificities. RESULTS: Due to the enormously large number of peptide sequences contained in global peptide profiles generated by next generation sequencing, the large number of cancer and control sera is required to identify cancer-specific peptides with high degree of statistical significance. To decrease the number of peptides in profiles generated by nextgen sequencing without losing cancer-specific sequences we used for generation of profiles the phage library enriched by panning on the pool of cancer sera. To further decrease the complexity of profiles we used computational methods for transforming a list of peptides constituting the mimotope profiles to the list motifs formed by similar peptide sequences. CONCLUSION: We have shown that the amino-acid order is meaningful in mimotope motifs since they contain significantly more peptides than motifs among peptides where amino-acids are randomly permuted. Also the single sample motifs significantly differ from motifs in peptides drawn from multiple samples. Finally, multiple cancer-specific motifs have been identified. BioMed Central 2017-06-07 /pmc/articles/PMC5471937/ /pubmed/28617221 http://dx.doi.org/10.1186/s12859-017-1661-5 Text en © The Author(s) 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Gerasimov, Ekaterina
Zelikovsky, Alex
Măndoiu, Ion
Ionov, Yurij
Identification of cancer-specific motifs in mimotope profiles of serum antibody repertoire
title Identification of cancer-specific motifs in mimotope profiles of serum antibody repertoire
title_full Identification of cancer-specific motifs in mimotope profiles of serum antibody repertoire
title_fullStr Identification of cancer-specific motifs in mimotope profiles of serum antibody repertoire
title_full_unstemmed Identification of cancer-specific motifs in mimotope profiles of serum antibody repertoire
title_short Identification of cancer-specific motifs in mimotope profiles of serum antibody repertoire
title_sort identification of cancer-specific motifs in mimotope profiles of serum antibody repertoire
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5471937/
https://www.ncbi.nlm.nih.gov/pubmed/28617221
http://dx.doi.org/10.1186/s12859-017-1661-5
work_keys_str_mv AT gerasimovekaterina identificationofcancerspecificmotifsinmimotopeprofilesofserumantibodyrepertoire
AT zelikovskyalex identificationofcancerspecificmotifsinmimotopeprofilesofserumantibodyrepertoire
AT mandoiuion identificationofcancerspecificmotifsinmimotopeprofilesofserumantibodyrepertoire
AT ionovyurij identificationofcancerspecificmotifsinmimotopeprofilesofserumantibodyrepertoire