Multi-omics discovery of exome-derived neoantigens in hepatocellular carcinoma.

HLA HLA ligandomics Hepatocellular carcinoma Immunoinformatics Immunotherapy Liver cancer Mass spectrometry Multi-omics Neoantigen Next-generation sequencing Peptide prediction Personalized medicine

Journal

Genome medicine
ISSN: 1756-994X
Titre abrégé: Genome Med
Pays: England
ID NLM: 101475844

Informations de publication

Date de publication:
30 04 2019
Historique:
received: 22 01 2019
accepted: 03 04 2019
entrez: 2 5 2019
pubmed: 2 5 2019
medline: 28 12 2019
Statut: epublish

Résumé

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. 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. 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. 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.

Sections du résumé

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.

Identifiants

pubmed: 31039795
doi: 10.1186/s13073-019-0636-8
pii: 10.1186/s13073-019-0636-8
pmc: PMC6492406
doi:

Substances chimiques

Antigens, Neoplasm 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

28

Références

Nat Rev Cancer. 2004 Mar;4(3):177-83
pubmed: 14993899
J Hepatol. 2016 Oct;65(4):849-855
pubmed: 27397612
Science. 2015 Apr 3;348(6230):69-74
pubmed: 25838375
Science. 2017 Apr 14;356(6334):200-205
pubmed: 28408606
Bioinformatics. 2009 Jul 15;25(14):1754-60
pubmed: 19451168
Nature. 2014 Nov 27;515(7528):577-81
pubmed: 25428507
Immunogenetics. 2009 Jan;61(1):1-13
pubmed: 19002680
Mol Cell Proteomics. 2007 Jan;6(1):102-13
pubmed: 17074750
N Engl J Med. 2014 Dec 4;371(23):2189-2199
pubmed: 25409260
Sci Transl Med. 2013 Sep 18;5(203):203ra125
pubmed: 24048523
Immunotherapy. 2017 Mar;9(4):361-371
pubmed: 28303769
Science. 2015 Apr 3;348(6230):124-8
pubmed: 25765070
Nucleic Acids Res. 2018 Jan 4;46(D1):D1237-D1247
pubmed: 28985418
Nucleic Acids Res. 2013 Jan;41(Database issue):D1063-9
pubmed: 23203882
Cell. 2017 Nov 30;171(6):1272-1283.e15
pubmed: 29107334
Bioinformatics. 2016 Jul 1;32(13):2044-6
pubmed: 27153717
Lancet. 2017 Jun 24;389(10088):2492-2502
pubmed: 28434648
Nature. 2012 Feb 08;482(7385):400-4
pubmed: 22318521
Science. 2015 Dec 11;350(6266):1387-90
pubmed: 26516200
Mol Syst Biol. 2019 Feb 18;15(2):e8503
pubmed: 30777892
Cancer Res. 2009 Mar 1;69(5):1851-7
pubmed: 19223544
Nat Protoc. 2009;4(1):44-57
pubmed: 19131956
J Clin Invest. 2015 Sep;125(9):3413-21
pubmed: 26258412
Nat Commun. 2018 Sep 25;9(1):3919
pubmed: 30254248
Front Immunol. 2018 Jul 25;9:1716
pubmed: 30090105
J Clin Oncol. 2015 Jun 10;33(17):1889-94
pubmed: 25667295
Protein Sci. 2003 May;12(5):1007-17
pubmed: 12717023
N Engl J Med. 2015 Jun 25;372(26):2509-20
pubmed: 26028255
Sci Rep. 2018 Aug 24;8(1):12735
pubmed: 30143704
Cancer Immunol Immunother. 2007 Dec;56(12):1931-43
pubmed: 17522860
OMICS. 2012 May;16(5):284-7
pubmed: 22455463
Nature. 2014 Nov 27;515(7528):572-6
pubmed: 25428506
Biomedicines. 2018 Feb 02;6(1):
pubmed: 29393888
Nature. 2003 Mar 13;422(6928):198-207
pubmed: 12634793
Cancer Epidemiol Biomarkers Prev. 2002 Oct;11(10 Pt 1):1126-9
pubmed: 12376521
Genome Biol. 2014;15(12):550
pubmed: 25516281
J Exp Med. 2018 Sep 3;215(9):2325-2337
pubmed: 30115740
Science. 2015 Oct 9;350(6257):158-9
pubmed: 26450194
Genome Med. 2019 Apr 30;11(1):28
pubmed: 31039795
Nature. 2017 Nov 23;551(7681):512-516
pubmed: 29132146
Sci Rep. 2017 Aug 8;7(1):7525
pubmed: 28790445
Immunology. 2018 Jul;154(3):331-345
pubmed: 29658117
Nat Biotechnol. 2015 Nov;33(11):1152-8
pubmed: 26372948
Nature. 2014 Jan 23;505(7484):495-501
pubmed: 24390350
Genome Med. 2017 Apr 19;9(1):34
pubmed: 28420421
Int Immunopharmacol. 2011 Jul;11(7):879-89
pubmed: 21241810
Cell. 1978 May;14(1):9-20
pubmed: 667938
Nat Biotechnol. 2008 Dec;26(12):1367-72
pubmed: 19029910
Expert Rev Vaccines. 2013 Oct;12(10):1211-7
pubmed: 24090147
J Hepatol. 2012 Apr;56(4):908-43
pubmed: 22424438
Nat Methods. 2007 Nov;4(11):923-5
pubmed: 17952086
Cancer Immunol Res. 2017 May;5(5):376-384
pubmed: 28314751
J Proteome Res. 2011 Apr 1;10(4):1794-805
pubmed: 21254760
Bioinformatics. 2016 Feb 15;32(4):511-7
pubmed: 26515819
Proc Natl Acad Sci U S A. 2017 Nov 14;114(46):E9942-E9951
pubmed: 29093164
Cancer Immunol Res. 2014 Jun;2(6):522-9
pubmed: 24894089
Science. 2014 May 9;344(6184):641-5
pubmed: 24812403
Nature. 2019 Jan;565(7738):240-245
pubmed: 30568303
Nat Biotechnol. 2017 Feb 8;35(2):97
pubmed: 28178261
Immunogenetics. 1999 Nov;50(3-4):213-9
pubmed: 10602881
Bioinformatics. 2013 Jul 15;29(14):1830-1
pubmed: 23740750
Blood. 2014 Jul 17;124(3):453-62
pubmed: 24891321
Genome Res. 2013 Sep;23(9):1422-33
pubmed: 23788652
Fly (Austin). 2012 Apr-Jun;6(2):80-92
pubmed: 22728672
Cancer Res. 2018 Aug 15;78(16):4627-4641
pubmed: 29789417
Hepatology. 2014 Dec;60(6):1972-82
pubmed: 24798001
Proteomics. 2018 Jun;18(12):e1700284
pubmed: 29505699
J Clin Oncol. 2013 Nov 10;31(32):e439-42
pubmed: 24043743
Methods Mol Biol. 2013;960:145-157
pubmed: 23329485
Nucleic Acids Res. 2009 Jan;37(1):1-13
pubmed: 19033363
Cancer Discov. 2018 Nov;8(11):1366-1375
pubmed: 30209080
N Engl J Med. 2015 Jul 2;373(1):23-34
pubmed: 26027431
Nucleic Acids Res. 2009 Jan;37(Database issue):D816-9
pubmed: 18838390
Nat Methods. 2018 Aug;15(8):591-594
pubmed: 30013048
Proteomics. 2013 Jan;13(1):22-4
pubmed: 23148064
Nat Commun. 2016 Nov 21;7:13404
pubmed: 27869121
Genome Biol. 2013 Apr 25;14(4):R36
pubmed: 23618408
Nature. 2013 Aug 22;500(7463):415-21
pubmed: 23945592
Sci Transl Med. 2018 Dec 5;10(470):
pubmed: 30518613
CA Cancer J Clin. 2015 Mar;65(2):87-108
pubmed: 25651787
Nat Med. 2013 Sep;19(9):1098-100
pubmed: 24013748
Nat Rev Genet. 2015 Nov;16(11):627-40
pubmed: 26442640
Nat Biotechnol. 2017 Apr 11;35(4):319-321
pubmed: 28398307
Immunity. 2017 Aug 15;47(2):203-208
pubmed: 28813649
Bioinformatics. 2012 Jul 15;28(14):1811-7
pubmed: 22581179
PLoS One. 2018 Jan 19;13(1):e0191603
pubmed: 29352322
Genome Med. 2016 Mar 30;8(1):33
pubmed: 27029192
J Hepatol. 2006 Aug;45(2):246-53
pubmed: 16580084
Methods Mol Biol. 2011;696:353-67
pubmed: 21063960
Mol Cancer Ther. 2017 Nov;16(11):2598-2608
pubmed: 28835386
Bioinformatics. 2014 Dec 1;30(23):3310-6
pubmed: 25143287
Genome Med. 2017 Aug 31;9(1):78
pubmed: 28854978

Auteurs

Markus W Löffler (MW)

Department of General, Visceral and Transplant Surgery, University Hospital Tübingen, Hoppe-Seyler-Str. 3, D-72076, Tübingen, Germany. Markus.Loeffler@uni-tuebingen.de.
Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany. Markus.Loeffler@uni-tuebingen.de.
German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ) Partner Site Tübingen, Tübingen, Germany. Markus.Loeffler@uni-tuebingen.de.
Department of Clinical Pharmacology, University Hospital Tübingen, Auf der Morgenstelle 8, D-72076, Tübingen, Germany. Markus.Loeffler@uni-tuebingen.de.

Christopher Mohr (C)

Institute for Translational Bioinformatics, University Hospital Tübingen, Tübingen, Germany.
Quantitative Biology Center (QBiC), University of Tübingen, Auf der Morgenstelle 10, D-72076, Tübingen, Germany.

Leon Bichmann (L)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.
Center for Bioinformatics, University of Tübingen, Sand 14, D-72076, Tübingen, Germany.
Department of Computer Science, Applied Bioinformatics, Sand 14, D-72076, Tübingen, Germany.

Lena Katharina Freudenmann (LK)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.
German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ) Partner Site Tübingen, Tübingen, Germany.

Mathias Walzer (M)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.
Center for Bioinformatics, University of Tübingen, Sand 14, D-72076, Tübingen, Germany.
Department of Computer Science, Applied Bioinformatics, Sand 14, D-72076, Tübingen, Germany.
Present address: European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Hinxton, Cambridgeshire, CB10 1SD,, United Kingdom.

Christopher M Schroeder (CM)

Institute of Medical Genetics and Applied Genomics, University Hospital Tübingen, Calwerstr. 7, D-72076, Tübingen, Germany.

Nico Trautwein (N)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.

Franz J Hilke (FJ)

Institute of Medical Genetics and Applied Genomics, University Hospital Tübingen, Calwerstr. 7, D-72076, Tübingen, Germany.

Raphael S Zinser (RS)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.

Lena Mühlenbruch (L)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.

Daniel J Kowalewski (DJ)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.
Present address: Immatics Biotechnologies GmbH, Paul-Ehrlich-Str. 15, D-72076, Tübingen, Germany.

Heiko Schuster (H)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.
Present address: Immatics Biotechnologies GmbH, Paul-Ehrlich-Str. 15, D-72076, Tübingen, Germany.

Marc Sturm (M)

Institute of Medical Genetics and Applied Genomics, University Hospital Tübingen, Calwerstr. 7, D-72076, Tübingen, Germany.

Jakob Matthes (J)

Institute of Medical Genetics and Applied Genomics, University Hospital Tübingen, Calwerstr. 7, D-72076, Tübingen, Germany.

Olaf Riess (O)

Institute of Medical Genetics and Applied Genomics, University Hospital Tübingen, Calwerstr. 7, D-72076, Tübingen, Germany.
NGS Competence Center Tübingen (NCCT), University of Tübingen, Tübingen, Germany.

Stefan Czemmel (S)

Quantitative Biology Center (QBiC), University of Tübingen, Auf der Morgenstelle 10, D-72076, Tübingen, Germany.

Sven Nahnsen (S)

Quantitative Biology Center (QBiC), University of Tübingen, Auf der Morgenstelle 10, D-72076, Tübingen, Germany.

Ingmar Königsrainer (I)

Department of General, Visceral and Transplant Surgery, University Hospital Tübingen, Hoppe-Seyler-Str. 3, D-72076, Tübingen, Germany.

Karolin Thiel (K)

Department of General, Visceral and Transplant Surgery, University Hospital Tübingen, Hoppe-Seyler-Str. 3, D-72076, Tübingen, Germany.

Silvio Nadalin (S)

Department of General, Visceral and Transplant Surgery, University Hospital Tübingen, Hoppe-Seyler-Str. 3, D-72076, Tübingen, Germany.

Stefan Beckert (S)

Department of General, Visceral and Transplant Surgery, University Hospital Tübingen, Hoppe-Seyler-Str. 3, D-72076, Tübingen, Germany.
Present address: Department of General and Visceral Surgery, Schwarzwald-Baar Hospital, Klinikstr. 11, D-78052, Villingen-Schwenningen, Germany.

Hans Bösmüller (H)

Institute of Pathology and Neuropathology, University Hospital Tübingen, Liebermeisterstr. 8, D-72076, Tübingen, Germany.

Falko Fend (F)

Institute of Pathology and Neuropathology, University Hospital Tübingen, Liebermeisterstr. 8, D-72076, Tübingen, Germany.

Ana Velic (A)

Interfaculty Institute for Cell Biology, Proteome Center Tübingen (PCT), University of Tübingen, Auf der Morgenstelle 15, 72076, Tübingen, Germany.

Boris Maček (B)

Interfaculty Institute for Cell Biology, Proteome Center Tübingen (PCT), University of Tübingen, Auf der Morgenstelle 15, 72076, Tübingen, Germany.

Sebastian P Haen (SP)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.
German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ) Partner Site Tübingen, Tübingen, Germany.
Internal Medicine, Department for Oncology, Hematology, Immunology, Rheumatology and Pulmonology, University of Tübingen, Otfried-Müller-Str. 10, D-72076, Tübingen, Germany.

Luigi Buonaguro (L)

Cancer Immunoregulation Unit, Istituto Nazionale per lo Studio e la Cura dei Tumori, "Fondazione Pascale" - IRCCS, 80131, Naples, Italy.

Oliver Kohlbacher (O)

German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ) Partner Site Tübingen, Tübingen, Germany.
Institute for Translational Bioinformatics, University Hospital Tübingen, Tübingen, Germany.
Quantitative Biology Center (QBiC), University of Tübingen, Auf der Morgenstelle 10, D-72076, Tübingen, Germany.
Center for Bioinformatics, University of Tübingen, Sand 14, D-72076, Tübingen, Germany.
Department of Computer Science, Applied Bioinformatics, Sand 14, D-72076, Tübingen, Germany.
NGS Competence Center Tübingen (NCCT), University of Tübingen, Tübingen, Germany.
Max Planck Institute for Developmental Biology, Biomolecular Interactions, Spemannstr. 35, D-72076, Tübingen, Germany.

Stefan Stevanović (S)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.
German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ) Partner Site Tübingen, Tübingen, Germany.

Alfred Königsrainer (A)

Department of General, Visceral and Transplant Surgery, University Hospital Tübingen, Hoppe-Seyler-Str. 3, D-72076, Tübingen, Germany.
German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ) Partner Site Tübingen, Tübingen, Germany.

Hans-Georg Rammensee (HG)

Interfaculty Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, D-72076, Tübingen, Germany.
German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ) Partner Site Tübingen, Tübingen, Germany.

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