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

被引:102
作者
Loeffler, Markus W. [1 ,2 ,3 ,4 ,5 ,25 ]
Mohr, Christopher [6 ,7 ]
Bichmann, Leon [2 ,8 ,9 ]
Freudenmann, Lena Katharina [2 ,3 ,4 ]
Walzer, Mathias [2 ,8 ,9 ,10 ]
Schroeder, Christopher M. [11 ]
Trautwein, Nico [2 ]
Hilke, Franz J. [11 ]
Zinser, Raphael S. [2 ]
Muehlenbruch, Lena [2 ]
Kowalewski, Daniel J. [2 ,12 ]
Schuster, Heiko [2 ,12 ]
Sturm, Marc [11 ]
Matthes, Jakob [11 ]
Riess, Olaf [11 ,13 ]
Czemmel, Stefan [7 ]
Nahnsen, Sven [7 ,29 ]
Koenigsrainer, Ingmar [1 ]
Thiel, Karolin [1 ]
Nadalin, Silvio [1 ]
Beckert, Stefan [1 ,14 ]
Boesmueller, Hans [15 ]
Fend, Falko [15 ]
Velic, Ana [16 ]
Macek, Boris [16 ]
Haen, Sebastian P. [2 ,3 ,4 ,17 ]
Buonaguro, Luigi [18 ]
Kohlbacher, Oliver [3 ,4 ,6 ,7 ,8 ,9 ,13 ,19 ]
Stevanovic, Stefan [2 ,3 ,4 ]
Koenigsrainer, Alfred [1 ,2 ,25 ]
Mayer-Mokler, Andrea [20 ]
Weinschenk, Toni [20 ]
Flohr, Christian [20 ]
Reinhardt, Carsten [20 ]
Singh-Jasuja, Harpreet [20 ]
Accolla, Roberto S. [21 ]
Tosi, Giovanna [21 ]
Forlani, Greta [21 ]
Ma, Yuk T. [22 ]
Adams, David [22 ]
Valmori, Danila [23 ]
Chaumette, Tanguy [23 ]
Heidenreich, Regina [24 ]
Koenigsrainer, Alfred [1 ,2 ,25 ]
Loeffler, Markus W. [1 ,2 ,3 ,4 ,5 ,25 ]
Rammensee, Hans-Georg [2 ,3 ,4 ,26 ]
Gouttefangeas, Cecile [26 ]
Sangro, Bruno [27 ,28 ]
Inarrairaegui, Mercedes [27 ,28 ]
Francque, Sven
机构
[1] Univ Hosp Tubingen, Dept Gen Visceral & Transplant Surg, Hoppe Seyler Str 3, D-72076 Tubingen, Germany
[2] Univ Tubingen, Dept Immunol, Interfac Inst Cell Biol, Morgenstelle 15, D-72076 Tubingen, Germany
[3] German Canc Consortium DKTK, Tubingen, Germany
[4] German Canc Res Ctr, Partner Site Tubingen, Tubingen, Germany
[5] Univ Hosp Tubingen, Dept Clin Pharmacol, Morgenstelle 8, D-72076 Tubingen, Germany
[6] Univ Hosp Tubingen, Inst Translat Bioinformat, Tubingen, Germany
[7] Univ Tubingen, Quantitat Biol Ctr QBiC, Morgenstelle 10, D-72076 Tubingen, Germany
[8] Univ Tubingen, Ctr Bioinformat, Sand 14, D-72076 Tubingen, Germany
[9] Dept Comp Sci, Appl Bioinformat, Sand 14, D-72076 Tubingen, Germany
[10] EBI, EMBL, Wellcome Trust Genome Campus, Hinxton CB10 1SD, Cambs, England
[11] Univ Hosp Tubingen, Inst Med Genet & Appl Genom, Calwerstr 7, D-72076 Tubingen, Germany
[12] Immat Biotechnol GmbH, Paul Ehrlich Str 15, D-72076 Tubingen, Germany
[13] Univ Tubingen, NGS Competence Ctr Tubingen NCCT, Tubingen, Germany
[14] Schwarzwald Baar Hosp, Dept Gen & Visceral Surg, Klinikstr 11, D-78052 Villingen Schwenningen, Germany
[15] Univ Hosp Tubingen, Inst Pathol & Neuropathol, Liebermeisterstr 8, D-72076 Tubingen, Germany
[16] Univ Tubingen, PCT, Interfac Inst Cell Biol, Morgenstelle 15, D-72076 Tubingen, Germany
[17] Univ Tubingen, Dept Oncol Hematol Immunol Rheumatol & Pulmonol, Internal Med, Otfried Muller Str 10, D-72076 Tubingen, Germany
[18] Fdn Pascale IRCCS, Ist Nazl Studio & Cura Tumori, Canc Immunoregulat Unit, I-80131 Naples, Italy
[19] Max Planck Inst Dev Biol, Biomol Interact, Spemannstr 35, D-72076 Tubingen, Germany
[20] Immat Biotechnol GmbH, Tubingen, Germany
[21] Univ Insubria, Dept Med & Surg, Varese, Italy
[22] Univ Birmingham, Sch Immun & Infect, NIHR Biomed Res Unit Liver Dis, Birmingham, W Midlands, England
[23] Univ Nantes, Inst Rech Sante Nantes Biotech 2, EA3826, Nantes, France
[24] CureVac AG, Tubingen, Germany
[25] Eberhard Karls Univ Tubingen, Univ Hosp Tubingen, Dept Gen Visceral & Transplant Surg, Tubingen, Germany
[26] Eberhard Karls Univ Tubingen, Dept Immunol, Interfac Inst Cell Biol, Tubingen, Germany
[27] Clin Univ Navarra, Liver Unit, Pamplona, Spain
[28] Ctr Invest Biomed Red Enfermedades Hepat & Digest, Pamplona, Spain
[29] Antwerp Univ Hosp, Div Gastroenterol & Hepatol, Edegem, Belgium
[30] Fdn Pascale IRCCS, Ist Nazl Studio & Cura Tumori, Mol Biol & Viral Oncogenesis Unit, I-80131 Naples, Italy
基金
欧洲研究理事会; 欧盟地平线“2020”;
关键词
Hepatocellular carcinoma; HLA; HLA ligandomics; Immunoinformatics; Immunotherapy; Liver cancer; Mass spectrometry; Multi-omics; Neoantigen; Next-generation sequencing; Peptide prediction; Personalized medicine; LONG-TERM SURVIVAL; PEPTIDE IDENTIFICATION; SOMATIC MUTATIONS; MASS-SPECTROMETRY; ANALYSIS REVEALS; NEURAL-NETWORKS; PD-1; BLOCKADE; TUMOR; IMMUNOTHERAPY; HLA;
D O I
10.1186/s13073-019-0636-8
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
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 somaticmutations, 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 malignantmelanoma, 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 malignantmelanoma. 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.
引用
收藏
页数:16
相关论文
共 96 条
[1]   Mass spectrometry-based proteomics [J].
Aebersold, R ;
Mann, M .
NATURE, 2003, 422 (6928) :198-207
[2]   Genomic Portrait of Resectable Hepatocellular Carcinomas: Implications of RB1 and FGF19 Aberrations for Patient Stratification [J].
Ahn, Sung-Min ;
Jang, Se Jin ;
Shim, Ju Hyun ;
Kim, Deokhoon ;
Hong, Seung-Mo ;
Sung, Chang Ohk ;
Baek, Daehyun ;
Haq, Farhan ;
Ansari, Adnan Ahmad ;
Lee, Sun Young ;
Chun, Sung-Min ;
Choi, Seongmin ;
Choi, Hyun-Jeung ;
Kim, Jongkyu ;
Kim, Sukjun ;
Hwang, Shin ;
Lee, Young-Joo ;
Lee, Jong-eun ;
Jung, Wang-rim ;
Jang, Hye Yoon ;
Yang, Eunho ;
Sung, Wing-Kin ;
Lee, Nikki P. ;
Mao, Mao ;
Lee, Charles ;
Zucman-Rossi, Jessica ;
Yu, Eunsil ;
Lee, Han Chu ;
Kong, Gu .
HEPATOLOGY, 2014, 60 (06) :1972-1982
[3]   Signatures of mutational processes in human cancer [J].
Alexandrov, Ludmil B. ;
Nik-Zainal, Serena ;
Wedge, David C. ;
Aparicio, Samuel A. J. R. ;
Behjati, Sam ;
Biankin, Andrew V. ;
Bignell, Graham R. ;
Bolli, Niccolo ;
Borg, Ake ;
Borresen-Dale, Anne-Lise ;
Boyault, Sandrine ;
Burkhardt, Birgit ;
Butler, Adam P. ;
Caldas, Carlos ;
Davies, Helen R. ;
Desmedt, Christine ;
Eils, Roland ;
Eyfjord, Jorunn Erla ;
Foekens, John A. ;
Greaves, Mel ;
Hosoda, Fumie ;
Hutter, Barbara ;
Ilicic, Tomislav ;
Imbeaud, Sandrine ;
Imielinsk, Marcin ;
Jaeger, Natalie ;
Jones, David T. W. ;
Jones, David ;
Knappskog, Stian ;
Kool, Marcel ;
Lakhani, Sunil R. ;
Lopez-Otin, Carlos ;
Martin, Sancha ;
Munshi, Nikhil C. ;
Nakamura, Hiromi ;
Northcott, Paul A. ;
Pajic, Marina ;
Papaemmanuil, Elli ;
Paradiso, Angelo ;
Pearson, John V. ;
Puente, Xose S. ;
Raine, Keiran ;
Ramakrishna, Manasa ;
Richardson, Andrea L. ;
Richter, Julia ;
Rosenstiel, Philip ;
Schlesner, Matthias ;
Schumacher, Ton N. ;
Span, Paul N. ;
Teague, Jon W. .
NATURE, 2013, 500 (7463) :415-+
[4]   CTdatabase: a knowledge-base of high-throughput and curated data on cancer-testis antigens [J].
Almeida, Luiz Gonzaga ;
Sakabe, Noboru J. ;
deOliveira, Alice R. ;
Silva, Maria Cristina C. ;
Mundstein, Alex S. ;
Cohen, Tzeela ;
Chen, Yao-Tseng ;
Chua, Ramon ;
Gurung, Sita ;
Gnjatic, Sacha ;
Jungbluth, Achim A. ;
Caballero, Otavia L. ;
Bairoch, Amos ;
Kiesler, Eva ;
White, Sarah L. ;
Simpson, Andrew J. G. ;
Old, Lloyd J. ;
Camargo, Anamaria A. ;
Vasconcelos, Ana Tereza R. .
NUCLEIC ACIDS RESEARCH, 2009, 37 :D816-D819
[5]   Gapped sequence alignment using artificial neural networks: application to the MHC class I system [J].
Andreatta, Massimo ;
Nielsen, Morten .
BIOINFORMATICS, 2016, 32 (04) :511-517
[6]   The problem with neoantigen prediction [J].
不详 .
NATURE BIOTECHNOLOGY, 2017, 35 (02) :97-97
[7]   Identification of unique neoantigen qualities in long-term survivors of pancreatic cancer [J].
Balachandran, Vinod P. ;
Luksza, Marta ;
Zhao, Julia N. ;
Makarov, Vladimir ;
Moral, John Alec ;
Remark, Romain ;
Herbst, Brian ;
Askan, Gokce ;
Bhanot, Umesh ;
Senbabaoglu, Yasin ;
Wells, Daniel K. ;
Cary, Charles Ian Ormsby ;
Grbovic-Huezo, Olivera ;
Attiyeh, Marc ;
Medina, Benjamin ;
Zhang, Jennifer ;
Loo, Jennifer ;
Saglimbeni, Joseph ;
Abu-Akeel, Mohsen ;
Zappasodi, Roberta ;
Riaz, Nadeem ;
Smoragiewicz, Martin ;
Kelley, Z. Larkin ;
Basturk, Olca ;
Goenen, Mithat ;
Levine, Arnold J. ;
Allen, Peter J. ;
Fearon, Douglas T. ;
Merad, Miriam ;
Gnjatic, Sacha ;
Iacobuzio-Donahue, Christine A. ;
Wolchok, Jedd D. ;
DeMatteo, Ronald P. ;
Chan, Timothy A. ;
Greenbaum, Benjamin D. ;
Merghoub, Taha ;
Leach, Steven D. .
NATURE, 2017, 551 (7681) :512-+
[8]   PRODUCTION OF MONOCLONAL ANTIBODIES TO GROUP-A ERYTHROCYTES, HLA AND OTHER HUMAN CELL-SURFACE ANTIGENS - NEW TOOLS FOR GENETIC-ANALYSIS [J].
BARNSTABLE, CJ ;
BODMER, WF ;
BROWN, G ;
GALFRE, G ;
MILSTEIN, C ;
WILLIAMS, AF ;
ZIEGLER, A .
CELL, 1978, 14 (01) :9-20
[9]  
Bassani-Sternberg M, 2017, DIRECT IDENTIFICATIO
[10]   Direct identification of clinically relevant neoepitopes presented on native human melanoma tissue by mass spectrometry [J].
Bassani-Sternberg, Michal ;
Braunlein, Eva ;
Klar, Richard ;
Engleitner, Thomas ;
Sinitcyn, Pavel ;
Audehm, Stefan ;
Straub, Melanie ;
Weber, Julia ;
Slotta-Huspenina, Julia ;
Specht, Katja ;
Martignoni, Marc E. ;
Werner, Angelika ;
Hein, Rudiger ;
Busch, Dirk H. ;
Peschel, Christian ;
Rad, Roland ;
Cox, Jurgen ;
Mann, Matthias ;
Krackhardt, Angela M. .
NATURE COMMUNICATIONS, 2016, 7