Proteogenomic Analysis Unveils the HLA Class I-Presented Immunopeptidome in Melanoma and EGFR-Mutant Lung Adenocarcinoma.
HLA immunopeptidome
immunotherapy
lung cancer
melanoma
neoantigen
Journal
Molecular & cellular proteomics : MCP
ISSN: 1535-9484
Titre abrégé: Mol Cell Proteomics
Pays: United States
ID NLM: 101125647
Informations de publication
Date de publication:
2021
2021
Historique:
received:
16
12
2020
revised:
03
08
2021
accepted:
09
08
2021
pubmed:
16
8
2021
medline:
25
3
2022
entrez:
15
8
2021
Statut:
ppublish
Résumé
Immune checkpoint inhibitors and adoptive lymphocyte transfer-based therapies have shown great therapeutic potential in cancers with high tumor mutational burden (TMB), such as melanoma, but not in cancers with low TMB, such as mutant epidermal growth factor receptor (EGFR)-driven lung adenocarcinoma. Precision immunotherapy is an unmet need for most cancers, particularly for cancers that respond inadequately to immune checkpoint inhibitors. Here, we employed large-scale MS-based proteogenomic profiling to identify potential immunogenic human leukocyte antigen (HLA) class I-presented peptides in melanoma and EGFR-mutant lung adenocarcinoma. Similar numbers of peptides were identified from both tumor types. Cell line and patient-specific databases (DBs) were constructed using variants identified from whole-exome sequencing. A de novo search algorithm was used to interrogate the HLA class I immunopeptidome MS data. We identified 12 variant peptides and several classes of tumor-associated antigen-derived peptides. We constructed a cancer germ line (CG) antigen DB with 285 antigens. This allowed us to identify 40 class I-presented CG antigen-derived peptides. The class I immunopeptidome comprised more than 1000 post-translationally modified (PTM) peptides representing 58 different PTMs, underscoring the critical role PTMs may play in HLA binding. Finally, leveraging de novo search algorithm and an annotated long noncoding RNA (lncRNA) DB, we developed a novel lncRNA-encoded peptide discovery pipeline to identify 44 lncRNA-derived peptides that are presented by class I. We validated tandem MS spectra of select variant, CG antigen, and lncRNA-derived peptides using synthetic peptides and performed HLA class I-binding assays to demonstrate binding to class I proteins. In summary, we provide direct evidence of HLA class I presentation of a large number of variant and tumor-associated peptides in both low and high TMB cancer. These results can potentially be useful for precision immunotherapies, such as vaccine or adoptive cell therapies in melanoma and EGFR-mutant lung cancers.
Identifiants
pubmed: 34391887
pii: S1535-9476(21)00108-0
doi: 10.1016/j.mcpro.2021.100136
pmc: PMC8724932
pii:
doi:
Substances chimiques
Antigens, Neoplasm
0
Histocompatibility Antigens Class I
0
Peptides
0
EGFR protein, human
EC 2.7.10.1
ErbB Receptors
EC 2.7.10.1
Types de publication
Journal Article
Research Support, N.I.H., Intramural
Langues
eng
Sous-ensembles de citation
IM
Pagination
100136Informations de copyright
Published by Elsevier Inc.
Déclaration de conflit d'intérêts
Conflict of interest U. G. has a clinical trial agreement with AstraZeneca and had received research funding from AstraZeneca, Aurigene, and Esanex. U. G. is currently an employee of Bristol-Myers Squibb. The other authors declare no competing interests.
Références
Genome Med. 2012 Dec 22;4(12):102
pubmed: 23259685
Proc Natl Acad Sci U S A. 2017 Aug 1;114(31):8247-8252
pubmed: 28720701
Annu Rev Anal Chem (Palo Alto Calif). 2016 Jun 12;9(1):521-45
pubmed: 27049631
Clin Sarcoma Res. 2020 Feb 4;10:3
pubmed: 32042403
Lancet Oncol. 2017 Aug;18(8):1009-1021
pubmed: 28694034
Anal Chem. 1994 Dec 15;66(24):4390-9
pubmed: 7847635
J Exp Med. 2000 Mar 20;191(6):961-76
pubmed: 10727458
J Biomed Inform. 2015 Feb;53:405-14
pubmed: 25464113
Oncogene. 2019 Aug;38(31):5921-5932
pubmed: 31253869
Cancer Immunol Res. 2019 Jun;7(6):910-922
pubmed: 31043415
Nat Med. 2016 Apr;22(4):433-8
pubmed: 26901407
Nat Commun. 2016 Jan 05;7:10238
pubmed: 26728094
Mol Cell Proteomics. 2007 Jan;6(1):102-13
pubmed: 17074750
Curr Protoc Bioinformatics. 2010 Sep;Chapter 13:Unit 13.14
pubmed: 20836075
Mol Cell Proteomics. 2020 Jul;19(7):1236-1247
pubmed: 32357974
Immunol Rev. 2002 Oct;188:22-32
pubmed: 12445278
Biomed Pharmacother. 2019 Dec;120:109542
pubmed: 31629254
Curr Protoc Immunol. 2003 Nov;Chapter 18:Unit 18.11
pubmed: 18432904
Genome Biol. 2019 Oct 21;20(1):213
pubmed: 31639029
BMC Genomics. 2019 Apr 4;20(Suppl 2):184
pubmed: 30967111
Science. 2015 Apr 3;348(6230):124-8
pubmed: 25765070
Nature. 2017 Jul 13;547(7662):217-221
pubmed: 28678778
Anal Chem. 2009 Nov 15;81(22):9522-30
pubmed: 19848410
Genome Biol. 2014;15(12):550
pubmed: 25516281
J Biol Chem. 2011 Apr 1;286(13):11211-7
pubmed: 21282104
Lung Cancer. 2007 Sep;57(3):292-301
pubmed: 17553591
Cancer Discov. 2020 Dec;10(12):1808-1825
pubmed: 33139244
J Clin Oncol. 2014 Apr 1;32(10):1020-30
pubmed: 24590637
Proc Natl Acad Sci U S A. 2014 Apr 22;111(16):E1591-9
pubmed: 24715725
J Immunol. 2019 Jun 15;202(12):3458-3467
pubmed: 31036766
Bioinformatics. 2014 Feb 15;30(4):523-30
pubmed: 24336805
J Proteomics. 2010 Oct 10;73(11):2124-35
pubmed: 20620248
Cancer Immunol Immunother. 2016 Nov;65(11):1377-1393
pubmed: 27600516
J Mol Diagn. 2001 Aug;3(3):98-104
pubmed: 11486048
N Engl J Med. 2016 Dec 8;375(23):2255-2262
pubmed: 27959684
Immunity. 2017 Feb 21;46(2):315-326
pubmed: 28228285
Front Genet. 2012 Mar 15;3:35
pubmed: 22435069
Oncoimmunology. 2016 Jun 30;5(8):e1204504
pubmed: 27622074
Nat Biotechnol. 2020 Feb;38(2):199-209
pubmed: 31844290
Nucleic Acids Res. 2014 Jan;42(Database issue):D859-64
pubmed: 24185699
Cell Rep Med. 2020 Apr 21;1(1):
pubmed: 32483558
Nucleic Acids Res. 2019 Jan 8;47(D1):D135-D139
pubmed: 30371849
Cancer Res. 2001 Feb 1;61(3):859-63
pubmed: 11221870
Oncotarget. 2015 Jun 30;6(18):15772-87
pubmed: 26158218
Nat Med. 2018 Jun;24(6):724-730
pubmed: 29867227
Mol Cell Proteomics. 2015 Dec;14(12):3105-17
pubmed: 26628741
Cancer Discov. 2017 Mar;7(3):264-276
pubmed: 28031159
Mol Cell Proteomics. 2016 Mar;15(3):1060-71
pubmed: 26631509
Bioinformatics. 2009 May 1;25(9):1105-11
pubmed: 19289445
Mol Cell Proteomics. 2020 Feb;19(2):390-404
pubmed: 31848261
J Thorac Oncol. 2015 Jun;10(6):910-23
pubmed: 25658629
Mol Cell Proteomics. 2015 Mar;14(3):658-73
pubmed: 25576301
Nucleic Acids Res. 2019 Jan 8;47(D1):D339-D343
pubmed: 30357391
Cancer Immunol Res. 2020 Aug;8(8):1018-1026
pubmed: 32561536
Bioinformatics. 2013 Jan 1;29(1):15-21
pubmed: 23104886
J Proteome Res. 2011 Jul 1;10(7):2930-6
pubmed: 21609001
Annu Rev Genomics Hum Genet. 2006;7:29-59
pubmed: 16719718
J Immunol. 2017 Nov 1;199(9):3360-3368
pubmed: 28978689
J Immunother. 2016 May;39(4):181-7
pubmed: 27070449
Oncoimmunology. 2017 Jul 26;6(11):e1356145
pubmed: 29147605
J Biol Chem. 1991 Nov 25;266(33):22549-56
pubmed: 1939272
Proc Natl Acad Sci U S A. 2014 Mar 25;111(12):4507-12
pubmed: 24616531
Sci Immunol. 2019 Aug 16;4(38):
pubmed: 31420321
Nat Commun. 2016 Nov 21;7:13404
pubmed: 27869121
Cell Rep. 2019 Mar 5;26(10):2651-2666.e6
pubmed: 30840888
Int J Cancer. 2003 Jun 20;105(3):371-6
pubmed: 12704671
Sci Transl Med. 2018 Dec 5;10(470):
pubmed: 30518613
Nat Methods. 2019 Jan;16(1):63-66
pubmed: 30573815
Nat Methods. 2009 Nov;6(11):786-7
pubmed: 19876014
Bioinformatics. 2009 Aug 15;25(16):2078-9
pubmed: 19505943
Mol Reprod Dev. 1994 Jun;38(2):231-7
pubmed: 8080653
Bioinformatics. 2012 Jul 15;28(14):1811-7
pubmed: 22581179
Mol Cancer Ther. 2017 Nov;16(11):2598-2608
pubmed: 28835386
Bioinformatics. 2010 Mar 15;26(6):841-2
pubmed: 20110278
Mol Cell Proteomics. 2013 Jul;12(7):1853-64
pubmed: 23538226
Rapid Commun Mass Spectrom. 2006;20(10):1558-62
pubmed: 16628601
Mol Cell Proteomics. 2016 Sep;15(9):3058-70
pubmed: 27412690
Brief Bioinform. 2013 Mar;14(2):178-92
pubmed: 22517427
Nat Genet. 2019 Feb;51(2):202-206
pubmed: 30643254
Science. 2018 Feb 2;359(6375):582-587
pubmed: 29217585
Cell. 1997 Apr 18;89(2):167-70
pubmed: 9108471
Mol Cell Proteomics. 2019 Apr;18(4):622-641
pubmed: 30617155
Proteomics. 2016 May;16(10):1570-80
pubmed: 26992070
Curr Pharm Des. 2009;15(28):3274-82
pubmed: 19860676
Nat Commun. 2020 Mar 10;11(1):1293
pubmed: 32157095
Clin Cancer Res. 2019 Feb 1;25(3):1063-1069
pubmed: 30045933