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Multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma
BACKGROUND: Although mutated HLA ligands are considered ideal cancer-specific immunotherapy targets, evidence for their presentation is lacking in hepatocellular carcinomas (HCCs). Employing a unique multi-omics approach comprising a neoepitope identification pipeline, we assessed exome-derived muta...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6492406/ https://www.ncbi.nlm.nih.gov/pubmed/31039795 http://dx.doi.org/10.1186/s13073-019-0636-8 |
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author | Löffler, Markus W. Mohr, Christopher Bichmann, Leon Freudenmann, Lena Katharina Walzer, Mathias Schroeder, Christopher M. Trautwein, Nico Hilke, Franz J. Zinser, Raphael S. Mühlenbruch, Lena Kowalewski, Daniel J. Schuster, Heiko Sturm, Marc Matthes, Jakob Riess, Olaf Czemmel, Stefan Nahnsen, Sven Königsrainer, Ingmar Thiel, Karolin Nadalin, Silvio Beckert, Stefan Bösmüller, Hans Fend, Falko Velic, Ana Maček, Boris Haen, Sebastian P. Buonaguro, Luigi Kohlbacher, Oliver Stevanović, Stefan Königsrainer, Alfred Rammensee, Hans-Georg |
author_facet | Löffler, Markus W. Mohr, Christopher Bichmann, Leon Freudenmann, Lena Katharina Walzer, Mathias Schroeder, Christopher M. Trautwein, Nico Hilke, Franz J. Zinser, Raphael S. Mühlenbruch, Lena Kowalewski, Daniel J. Schuster, Heiko Sturm, Marc Matthes, Jakob Riess, Olaf Czemmel, Stefan Nahnsen, Sven Königsrainer, Ingmar Thiel, Karolin Nadalin, Silvio Beckert, Stefan Bösmüller, Hans Fend, Falko Velic, Ana Maček, Boris Haen, Sebastian P. Buonaguro, Luigi Kohlbacher, Oliver Stevanović, Stefan Königsrainer, Alfred Rammensee, Hans-Georg |
author_sort | Löffler, Markus W. |
collection | PubMed |
description | BACKGROUND: Although mutated HLA ligands are considered ideal cancer-specific immunotherapy targets, evidence for their presentation is lacking in hepatocellular carcinomas (HCCs). Employing a unique multi-omics approach comprising a neoepitope identification pipeline, we assessed exome-derived mutations naturally presented as HLA class I ligands in HCCs. METHODS: In-depth multi-omics analyses included whole exome and transcriptome sequencing to define individual patient-specific search spaces of neoepitope candidates. Evidence for the natural presentation of mutated HLA ligands was investigated through an in silico pipeline integrating proteome and HLA ligandome profiling data. RESULTS: The approach was successfully validated in a state-of-the-art dataset from malignant melanoma, and despite multi-omics evidence for somatic mutations, mutated naturally presented HLA ligands remained elusive in HCCs. An analysis of extensive cancer datasets confirmed fundamental differences of tumor mutational burden in HCC and malignant melanoma, challenging the notion that exome-derived mutations contribute relevantly to the expectable neoepitope pool in malignancies with only few mutations. CONCLUSIONS: This study suggests that exome-derived mutated HLA ligands appear to be rarely presented in HCCs, inter alia resulting from a low mutational burden as compared to other malignancies such as malignant melanoma. Our results therefore demand widening the target scope for personalized immunotherapy beyond this limited range of mutated neoepitopes, particularly for malignancies with similar or lower mutational burden. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13073-019-0636-8) contains supplementary material, which is available to users. |
format | Online Article Text |
id | pubmed-6492406 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-64924062019-05-08 Multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma Löffler, Markus W. Mohr, Christopher Bichmann, Leon Freudenmann, Lena Katharina Walzer, Mathias Schroeder, Christopher M. Trautwein, Nico Hilke, Franz J. Zinser, Raphael S. Mühlenbruch, Lena Kowalewski, Daniel J. Schuster, Heiko Sturm, Marc Matthes, Jakob Riess, Olaf Czemmel, Stefan Nahnsen, Sven Königsrainer, Ingmar Thiel, Karolin Nadalin, Silvio Beckert, Stefan Bösmüller, Hans Fend, Falko Velic, Ana Maček, Boris Haen, Sebastian P. Buonaguro, Luigi Kohlbacher, Oliver Stevanović, Stefan Königsrainer, Alfred Rammensee, Hans-Georg Genome Med Research BACKGROUND: Although mutated HLA ligands are considered ideal cancer-specific immunotherapy targets, evidence for their presentation is lacking in hepatocellular carcinomas (HCCs). Employing a unique multi-omics approach comprising a neoepitope identification pipeline, we assessed exome-derived mutations naturally presented as HLA class I ligands in HCCs. METHODS: In-depth multi-omics analyses included whole exome and transcriptome sequencing to define individual patient-specific search spaces of neoepitope candidates. Evidence for the natural presentation of mutated HLA ligands was investigated through an in silico pipeline integrating proteome and HLA ligandome profiling data. RESULTS: The approach was successfully validated in a state-of-the-art dataset from malignant melanoma, and despite multi-omics evidence for somatic mutations, mutated naturally presented HLA ligands remained elusive in HCCs. An analysis of extensive cancer datasets confirmed fundamental differences of tumor mutational burden in HCC and malignant melanoma, challenging the notion that exome-derived mutations contribute relevantly to the expectable neoepitope pool in malignancies with only few mutations. CONCLUSIONS: This study suggests that exome-derived mutated HLA ligands appear to be rarely presented in HCCs, inter alia resulting from a low mutational burden as compared to other malignancies such as malignant melanoma. Our results therefore demand widening the target scope for personalized immunotherapy beyond this limited range of mutated neoepitopes, particularly for malignancies with similar or lower mutational burden. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13073-019-0636-8) contains supplementary material, which is available to users. BioMed Central 2019-04-30 /pmc/articles/PMC6492406/ /pubmed/31039795 http://dx.doi.org/10.1186/s13073-019-0636-8 Text en © The Author(s). 2019 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 Löffler, Markus W. Mohr, Christopher Bichmann, Leon Freudenmann, Lena Katharina Walzer, Mathias Schroeder, Christopher M. Trautwein, Nico Hilke, Franz J. Zinser, Raphael S. Mühlenbruch, Lena Kowalewski, Daniel J. Schuster, Heiko Sturm, Marc Matthes, Jakob Riess, Olaf Czemmel, Stefan Nahnsen, Sven Königsrainer, Ingmar Thiel, Karolin Nadalin, Silvio Beckert, Stefan Bösmüller, Hans Fend, Falko Velic, Ana Maček, Boris Haen, Sebastian P. Buonaguro, Luigi Kohlbacher, Oliver Stevanović, Stefan Königsrainer, Alfred Rammensee, Hans-Georg Multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma |
title | Multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma |
title_full | Multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma |
title_fullStr | Multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma |
title_full_unstemmed | Multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma |
title_short | Multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma |
title_sort | multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6492406/ https://www.ncbi.nlm.nih.gov/pubmed/31039795 http://dx.doi.org/10.1186/s13073-019-0636-8 |
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