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Negative selection in tumor genome evolution acts on essential cellular functions and the immunopeptidome

BACKGROUND: Natural selection shapes cancer genomes. Previous studies used signatures of positive selection to identify genes driving malignant transformation. However, the contribution of negative selection against somatic mutations that affect essential tumor functions or specific domains remains...

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Autores principales: Zapata, Luis, Pich, Oriol, Serrano, Luis, Kondrashov, Fyodor A., Ossowski, Stephan, Schaefer, Martin H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5984361/
https://www.ncbi.nlm.nih.gov/pubmed/29855388
http://dx.doi.org/10.1186/s13059-018-1434-0
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author Zapata, Luis
Pich, Oriol
Serrano, Luis
Kondrashov, Fyodor A.
Ossowski, Stephan
Schaefer, Martin H.
author_facet Zapata, Luis
Pich, Oriol
Serrano, Luis
Kondrashov, Fyodor A.
Ossowski, Stephan
Schaefer, Martin H.
author_sort Zapata, Luis
collection PubMed
description BACKGROUND: Natural selection shapes cancer genomes. Previous studies used signatures of positive selection to identify genes driving malignant transformation. However, the contribution of negative selection against somatic mutations that affect essential tumor functions or specific domains remains a controversial topic. RESULTS: Here, we analyze 7546 individual exomes from 26 tumor types from TCGA data to explore the portion of the cancer exome under negative selection. Although we find most of the genes neutrally evolving in a pan-cancer framework, we identify essential cancer genes and immune-exposed protein regions under significant negative selection. Moreover, our simulations suggest that the amount of negative selection is underestimated. We therefore choose an empirical approach to identify genes, functions, and protein regions under negative selection. We find that expression and mutation status of negatively selected genes is indicative of patient survival. Processes that are most strongly conserved are those that play fundamental cellular roles such as protein synthesis, glucose metabolism, and molecular transport. Intriguingly, we observe strong signals of selection in the immunopeptidome and proteins controlling peptide exposition, highlighting the importance of immune surveillance evasion. Additionally, tumor type-specific immune activity correlates with the strength of negative selection on human epitopes. CONCLUSIONS: In summary, our results show that negative selection is a hallmark of cell essentiality and immune response in cancer. The functional domains identified could be exploited therapeutically, ultimately allowing for the development of novel cancer treatments. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-018-1434-0) contains supplementary material, which is available to authorized users.
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spelling pubmed-59843612018-06-07 Negative selection in tumor genome evolution acts on essential cellular functions and the immunopeptidome Zapata, Luis Pich, Oriol Serrano, Luis Kondrashov, Fyodor A. Ossowski, Stephan Schaefer, Martin H. Genome Biol Research BACKGROUND: Natural selection shapes cancer genomes. Previous studies used signatures of positive selection to identify genes driving malignant transformation. However, the contribution of negative selection against somatic mutations that affect essential tumor functions or specific domains remains a controversial topic. RESULTS: Here, we analyze 7546 individual exomes from 26 tumor types from TCGA data to explore the portion of the cancer exome under negative selection. Although we find most of the genes neutrally evolving in a pan-cancer framework, we identify essential cancer genes and immune-exposed protein regions under significant negative selection. Moreover, our simulations suggest that the amount of negative selection is underestimated. We therefore choose an empirical approach to identify genes, functions, and protein regions under negative selection. We find that expression and mutation status of negatively selected genes is indicative of patient survival. Processes that are most strongly conserved are those that play fundamental cellular roles such as protein synthesis, glucose metabolism, and molecular transport. Intriguingly, we observe strong signals of selection in the immunopeptidome and proteins controlling peptide exposition, highlighting the importance of immune surveillance evasion. Additionally, tumor type-specific immune activity correlates with the strength of negative selection on human epitopes. CONCLUSIONS: In summary, our results show that negative selection is a hallmark of cell essentiality and immune response in cancer. The functional domains identified could be exploited therapeutically, ultimately allowing for the development of novel cancer treatments. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-018-1434-0) contains supplementary material, which is available to authorized users. BioMed Central 2018-05-31 /pmc/articles/PMC5984361/ /pubmed/29855388 http://dx.doi.org/10.1186/s13059-018-1434-0 Text en © The Author(s). 2018 Open AccessThis 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
Zapata, Luis
Pich, Oriol
Serrano, Luis
Kondrashov, Fyodor A.
Ossowski, Stephan
Schaefer, Martin H.
Negative selection in tumor genome evolution acts on essential cellular functions and the immunopeptidome
title Negative selection in tumor genome evolution acts on essential cellular functions and the immunopeptidome
title_full Negative selection in tumor genome evolution acts on essential cellular functions and the immunopeptidome
title_fullStr Negative selection in tumor genome evolution acts on essential cellular functions and the immunopeptidome
title_full_unstemmed Negative selection in tumor genome evolution acts on essential cellular functions and the immunopeptidome
title_short Negative selection in tumor genome evolution acts on essential cellular functions and the immunopeptidome
title_sort negative selection in tumor genome evolution acts on essential cellular functions and the immunopeptidome
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5984361/
https://www.ncbi.nlm.nih.gov/pubmed/29855388
http://dx.doi.org/10.1186/s13059-018-1434-0
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