Pan-Cancer Immunogenomic Perspective on the Tumor Microenvironment Based on PD-L1 and CD8 T-Cell Infiltration

被引:223
作者
Ock, Chan-Young [1 ]
Keam, Bhumsuk [1 ,2 ]
Kim, Sehui [3 ]
Lee, Ju-Seog [4 ]
Kim, Miso [1 ]
Kim, Tae Min [1 ,2 ]
Jeon, Yoon Kyung [3 ]
Kim, Dong-Wan [1 ,2 ]
Chung, Doo Hyun [3 ]
Heo, Dae Seog [1 ,2 ]
机构
[1] Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
[2] Seoul Natl Univ, Coll Med, Canc Res Inst, Seoul, South Korea
[3] Seoul Natl Univ Hosp, Dept Pathol, Seoul 110744, South Korea
[4] Univ Texas MD Anderson Canc Ctr, Dept Syst Biol, Houston, TX 77030 USA
关键词
EXPRESSION; BLOCKADE; CARCINOMA; PEMBROLIZUMAB; NEOANTIGENS; LANDSCAPE; NIVOLUMAB; MPDL3280A; RESPONSES; ANTI-PD-1;
D O I
10.1158/1078-0432.CCR-15-2834
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: There is currently no reliable biomarker to predict who wou ld benefit from anti-PD-1/PD-L1 inhibitors. We comprehensively analyzed the immunogenomic properties in The Cancer Genome Atlas (TCGA) according to the classification of tumor into four groups based on PD-L1 status and tumor-infiltrating lymphocyte recruitment (TIL), a combination that has been suggested tobe a theoretically reliable biomarker of anti-PD-1/PD-L1 inhibitors. Experimental Design: The RNA expression levels of PD-L1 and CD8A in the samples in the pan-cancer database of TCGA (N = 9,677) were analyzed. Based on their median values, the samples were classified into four tumor microenvironment immune types (TMIT). The mutational profiles, PD-L1 amplification, and viral association of the samples were compared according to the four TMITs. Results: The proportions of TMIT I, defined by high PD-L1 and CD8A expression, were high in lung adenocarcinoma (67.1%) and kidney clear cell carcinoma (64.8%) among solid cancers. The number of somatic mutations and the proportion of microsatellite instable-high tumor in TMIT I were significantly higher than those in other TMITs, respectively (P < 0.001). PD-L1 amplification and oncogenic virus infection were significantly associated with TMIT I, respectively (P < 0.001). A multivariate analysis confirmed that the number of somatic mutations, PD-L1 amplification, and Epstein-Barr virus/human papillomavirus infection were independently associated with TMIT I. Conclusions: TMIT I is associated with a high mutational burden, PD-L1 amplification, and oncogenic viral infection. This integrative analysis highlights the importance of the assessment of both PD-L1 expression and TIL recruitment to predict responders to immune checkpoint inhibitors. (C) 2016 AACR.
引用
收藏
页码:2261 / 2270
页数:10
相关论文
共 42 条
[1]   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-+
[2]   PD-1 Blockade with Nivolumab in Relapsed or Refractory Hodgkin's Lymphoma [J].
Ansell, Stephen M. ;
Lesokhin, Alexander M. ;
Borrello, Ivan ;
Halwani, Ahmad ;
Scott, Emma C. ;
Gutierrez, Martin ;
Schuster, Stephen J. ;
Millenson, Michael M. ;
Cattry, Deepika ;
Freeman, Gordon J. ;
Rodig, Scott J. ;
Chapuy, Bjoern ;
Ligon, Azra H. ;
Zhu, Lili ;
Grosso, Joseph F. ;
Kim, Su Young ;
Timmerman, John M. ;
Shipp, Margaret A. ;
Armand, Philippe .
NEW ENGLAND JOURNAL OF MEDICINE, 2015, 372 (04) :311-319
[3]   Nivolumab versus Docetaxel in Advanced Squamous-Cell Non-Small-Cell Lung Cancer [J].
Brahmer, Julie ;
Reckamp, Karen L. ;
Baas, Paul ;
Crino, Lucio ;
Eberhardt, Wilfried E. E. ;
Poddubskaya, Elena ;
Antonia, Scott ;
Pluzanski, Adam ;
Vokes, Everett E. ;
Holgado, Esther ;
Waterhouse, David ;
Ready, Neal ;
Gainor, Justin ;
Aren Frontera, Osvaldo ;
Havel, Libor ;
Steins, Martin ;
Garassino, Marina C. ;
Aerts, Joachim G. ;
Domine, Manuel ;
Paz-Ares, Luis ;
Reck, Martin ;
Baudelet, Christine ;
Harbison, Christopher T. ;
Lestini, Brian ;
Spigel, David R. .
NEW ENGLAND JOURNAL OF MEDICINE, 2015, 373 (02) :123-135
[4]   Neo-antigens predicted by tumor genome meta-analysis correlate with increased patient survival [J].
Brown, Scott D. ;
Warren, Rene L. ;
Gibb, Ewan A. ;
Martin, Spencer D. ;
Spinelli, John J. ;
Nelson, Brad H. ;
Holt, Robert A. .
GENOME RESEARCH, 2014, 24 (05) :743-750
[5]   PD-L1 Expression Is Characteristic of a Subset of Aggressive B-cell Lymphomas and Virus-Associated Malignancies [J].
Chen, Benjamin J. ;
Chapuy, Bjoern ;
Jing Ouyang ;
Sun, Heather H. ;
Roemer, Margaretha G. M. ;
Xu, Mina L. ;
Yu, Hongbo ;
Fletcher, Christopher D. M. ;
Freeman, Gordon J. ;
Shipp, Margaret A. ;
Rodig, Scott J. .
CLINICAL CANCER RESEARCH, 2013, 19 (13) :3462-3473
[6]   Comprehensivemolecular characterization of clear cell renal cell carcinoma [J].
Creighton, Chad J. ;
Morgan, Margaret ;
Gunaratne, Preethi H. ;
Wheeler, David A. ;
Gibbs, Richard A. ;
Robertson, A. Gordon ;
Chu, Andy ;
Beroukhim, Rameen ;
Cibulskis, Kristian ;
Signoretti, Sabina ;
Vandin, Fabio ;
Wu, Hsin-Ta ;
Raphael, Benjamin J. ;
Verhaak, Roel G. W. ;
Tamboli, Pheroze ;
Torres-Garcia, Wandaliz ;
Akbani, Rehan ;
Weinstein, John N. ;
Reuter, Victor ;
Hsieh, James J. ;
Brannon, A. Rose ;
Hakimi, A. Ari ;
Jacobsen, Anders ;
Ciriello, Giovanni ;
Reva, Boris ;
Ricketts, Christopher J. ;
Linehan, W. Marston ;
Stuart, Joshua M. ;
Rathmell, W. Kimryn ;
Shen, Hui ;
Laird, Peter W. ;
Muzny, Donna ;
Davis, Caleb ;
Morgan, Margaret ;
Xi, Liu ;
Chang, Kyle ;
Kakkar, Nipun ;
Trevino, Lisa R. ;
Benton, Susan ;
Reid, Jeffrey G. ;
Morton, Donna ;
Doddapaneni, Harsha ;
Han, Yi ;
Lewis, Lora ;
Dinh, Huyen ;
Kovar, Christie ;
Zhu, Yiming ;
Santibanez, Jireh ;
Wang, Min ;
Hale, Walker .
NATURE, 2013, 499 (7456) :43-+
[7]  
Dong HD, 2006, CELL MOL IMMUNOL, V3, P179
[8]   EBV-driven LMP1 and IFN-γ up-regulate PD-L1 in nasopharyngeal carcinoma: Implications for oncotargeted therapy [J].
Fang, Wenfeng ;
Zhang, Jianwei ;
Hong, Shaodong ;
Zhan, Jianhua ;
Chen, Nan ;
Qin, Tao ;
Tang, Yanna ;
Zhang, Yaxiong ;
Kang, Shiyang ;
Zhou, Ting ;
Wu, Xuan ;
Liang, Wenhua ;
Hu, Zhihuang ;
Ma, Yuxiang ;
Zhao, Yuanyuan ;
Tian, Ying ;
Yang, Yunpeng ;
Xue, Cong ;
Yan, Yue ;
Hou, Xue ;
Huang, Peiyu ;
Huang, Yan ;
Zhao, Hongyun ;
Zhang, Li .
ONCOTARGET, 2014, 5 (23) :12189-12202
[9]   Innate and adaptive immune cells in the tumor microenvironment [J].
Gajewski, Thomas F. ;
Schreiber, Hans ;
Fu, Yang-Xin .
NATURE IMMUNOLOGY, 2013, 14 (10) :1014-1022
[10]   Pembrolizumab for the Treatment of Non-Small-Cell Lung Cancer [J].
Garon, Edward B. ;
Rizvi, Naiyer A. ;
Hui, Rina ;
Leighl, Natasha ;
Balmanoukian, Ani S. ;
Eder, Joseph Paul ;
Patnaik, Amita ;
Aggarwal, Charu ;
Gubens, Matthew ;
Horn, Leora ;
Carcereny, Enric ;
Ahn, Myung-Ju ;
Felip, Enriqueta ;
Lee, Jong-Seok ;
Hellmann, Matthew D. ;
Hamid, Omid ;
Goldman, Jonathan W. ;
Soria, Jean-Charles ;
Dolled-Filhart, Marisa ;
Rutledge, Ruth Z. ;
Zhang, Jin ;
Lunceford, Jared K. ;
Rangwala, Reshma ;
Lubiniecki, Gregory M. ;
Roach, Charlotte ;
Emancipator, Kenneth ;
Gandhi, Leena .
NEW ENGLAND JOURNAL OF MEDICINE, 2015, 372 (21) :2018-2028