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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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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 |
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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 |
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