Landscape of tumor-infiltrating T cell repertoire of human cancers

被引:241
作者
Li, Bo [1 ,2 ]
Li, Taiwen [1 ,3 ]
Pignon, Jean-Christophe [4 ]
Wang, Binbin [5 ]
Wang, Jinzeng [5 ]
Shukla, Sachet A. [6 ]
Dou, Ruoxu [7 ]
Chen, Qianming [3 ]
Hodi, F. Stephen [8 ]
Choueiri, Toni K. [9 ]
Wu, Catherine [6 ]
Hacohen, Nir [10 ]
Signoretti, Sabina [4 ]
Liu, Jun S. [2 ]
Liu, X. Shirley [1 ,2 ]
机构
[1] Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA
[2] Harvard Univ, Dept Stat, Boston, MA 02115 USA
[3] Sichuan Univ, West China Hosp Stomatol, State Key Lab Oral Dis, Chengdu 610064, Peoples R China
[4] Brigham & Womens Hosp, Dept Pathol, 75 Francis St, Boston, MA 02115 USA
[5] Tongji Univ, Sch Life Sci & Technol, Shanghai 200092, Peoples R China
[6] Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
[7] Sun Yat Sen Univ, Dept Colorectal Surg, Affiliated Hosp 6, Guangzhou 510275, Guangdong, Peoples R China
[8] Harvard Univ, Sch Med, Ctr ImmunoOncol, Boston, MA USA
[9] Dana Farber Canc Inst, Kidney Canc Ctr, Boston, MA 02115 USA
[10] Massachusetts Gen Hosp, Ctr Canc Immunotherapy, Boston, MA 02114 USA
基金
中国国家自然科学基金;
关键词
RNA-SEQ READS; ANTIGEN; BLOCKADE; SEQUENCE; RECOGNITION; RECEPTORS; AFFINITY; LENGTH;
D O I
10.1038/ng.3581
中图分类号
Q3 [遗传学];
学科分类号
071007 [遗传学];
摘要
We developed a computational method to infer the complementarity-determining region 3 (CDR3) sequences of tumor-infiltrating T cells in 9,142 RNA-seq samples across 29 cancer types. We identified over 600,000 CDR3 sequences, including 15% that were full length. CDR3 sequence length distribution and amino acid conservation, as well as variable gene usage, for infiltrating T cells in many tumors, except in brain and kidney cancers, resembled those for peripheral blood cells from healthy donors. We observed a strong association between T cell diversity and tumor mutation load, and we predicted SPAG5 and TSSK6 as putative immunogenic cancer/testis antigens in multiple cancers. Finally, we identified three potential immunogenic somatic mutations on the basis of their co-occurrence with CDR3 sequences. One of them, a PRAMEF4 mutation encoding p. Phe300Val, was predicted to result in peptide binding strongly to both MHC class I and class II molecules, with matched HLA types in its carriers. Our analyses have the potential to simultaneously identify immunogenic neoantigens and tumor-reactive T cell clonotypes.
引用
收藏
页码:725 / +
页数:11
相关论文
共 45 条
[1]
VDJ RECOMBINATION [J].
ALT, FW ;
OLTZ, EM ;
YOUNG, F ;
GORMAN, J ;
TACCIOLI, G ;
CHEN, J .
IMMUNOLOGY TODAY, 1992, 13 (08) :306-314
[2]
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
[3]
NNAlign: A Web-Based Prediction Method Allowing Non-Expert End-User Discovery of Sequence Motifs in Quantitative Peptide Data [J].
Andreatta, Massimo ;
Schafer-Nielsen, Claus ;
Lund, Ole ;
Buus, Soren ;
Nielsen, Morten .
PLOS ONE, 2011, 6 (11)
[4]
[Anonymous], 2014, The R Foundation for Statistical Computing
[5]
Immunoglobulin transcript sequence and somatic hypermutation computation from unselected RNA-seq reads in chronic lymphocytic leukemia [J].
Blachly, James S. ;
Ruppert, Amy S. ;
Zhao, Weiqiang ;
Long, Susan ;
Flynn, Joseph ;
Flinn, Ian ;
Jones, Jeffrey ;
Maddocks, Kami ;
Andritsos, Leslie ;
Ghia, Emanuela M. ;
Rassenti, Laura Z. ;
Kipps, Thomas J. ;
de la Chapelle, Albert ;
Byrd, John C. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2015, 112 (14) :4322-4327
[6]
Bolotin DA, 2013, NAT METHODS, V10, P813, DOI [10.1038/NMETH.2555, 10.1038/nmeth.2555]
[7]
Profiling tissue-resident T cell repertoires by RNA sequencing [J].
Brown, Scott D. ;
Raeburn, Lisa A. ;
Holt, Robert A. .
GENOME MEDICINE, 2015, 7
[8]
Cancer/testis (CT) antigens: Potential targets for immunotherapy [J].
Caballero, Otavia L. ;
Chen, Yao-Tseng .
CANCER SCIENCE, 2009, 100 (11) :2014-2021
[9]
Antigen-recognition properties of murine γδ T cells [J].
Chien, YH ;
Hampl, J .
SPRINGER SEMINARS IN IMMUNOPATHOLOGY, 2000, 22 (03) :239-250
[10]
TCR contact residue hydrophobicity is a hallmark of immunogenic CD8+ T cell epitopes [J].
Chowell, Diego ;
Krishna, Sri ;
Becker, Pablo D. ;
Cocita, Clement ;
Shu, Jack ;
Tan, Xuefang ;
Greenberg, Philip D. ;
Klavinskis, Linda S. ;
Blattman, Joseph N. ;
Anderson, Karen S. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2015, 112 (14) :E1754-E1762