Tumor Microenvironment Characterization in Gastric Cancer Identifies Prognostic and Immunotherapeutically Relevant Gene Signatures

被引:777
作者
Zeng, Dongqiang [1 ]
Li, Meiyi [1 ]
Zhou, Rui [1 ]
Zhang, Jingwen [1 ]
Sun, Huiying [1 ]
Shi, Min [1 ]
Bin, Jianping [2 ]
Liao, Yulin [2 ]
Rao, Jinjun [3 ]
Liao, Wangjun [1 ]
机构
[1] Southern Med Univ, Nanfang Hosp, Dept Oncol, Guangzhou, Guangdong, Peoples R China
[2] Southern Med Univ, Nanfang Hosp, Dept Cardiol, Guangzhou, Guangdong, Peoples R China
[3] Southern Med Univ, Key Lab New Drug Screening Guangdong Prov, Sch Pharmaceut Sci, Guangzhou, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
COMPREHENSIVE MOLECULAR CHARACTERIZATION; IMMUNE-RESPONSE; BREAST-CANCER; R PACKAGE; T-CELLS; EXPRESSION; BLOCKADE; PD-1; SUBTYPES; VISUALIZATION;
D O I
10.1158/2326-6066.CIR-18-0436
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Tumor microenvironment (TME) cells constitute a vital element of tumor tissue. Increasing evidence has elucidated their clinicopathologic significance in predicting outcomes and therapeutic efficacy. Nonetheless, no studies have reported a systematic analysis of cellular interactions in the TME. In this study, we comprehensively estimated the TME infiltration patterns of 1,524 gastric cancer patients and systematically correlated the TME phenotypes with genomic characteristics and clinicopathologic features of gastric cancer using two proposed computational algorithms. Three TME phenotypes were defined, and the TMEscore was constructed using principal component analysis algorithms. The high TMEscore subtype was characterized by immune activation and response to virus and IFN gamma. Activation of transforming growth factor beta, epithelial-mesenchymal transition, and angiogenesis pathways were observed in the low TMEscore subtype, which are considered T-cell suppressive and may be responsible for significantly worse prognosis in gastric cancer [hazard ratio (HR), 0.42; 95% confidence interval (CI), 0.33-0.54; P < 0.001]. Multivariate analysis revealed that the TMEscore was an independent prognostic biomarker, and its value in predicting immunotherapeutic outcomes was also confirmed (IMvigor210 cohort: HR, 0.63; 95% CI, 0.46-0.89; P = 0.008; GSE78220 cohort: HR, 0.25; 95% CI, 0.07-0.89; P = 0.021). Depicting a comprehensive landscape of the TME characteristics of gastric cancer may, therefore, help to interpret the responses of gastric tumors to immunotherapies and provide new strategies for the treatment of cancers.
引用
收藏
页码:737 / 750
页数:14
相关论文
共 76 条
[41]   TGFβ attenuates tumour response to PD-L1 blockade by contributing to exclusion of T cells [J].
Mariathasan, Sanjeev ;
Turley, Shannon J. ;
Nickles, Dorothee ;
Castiglioni, Alessandra ;
Yuen, Kobe ;
Wang, Yulei ;
Kadel, Edward E., III ;
Koeppen, Hartmut ;
Astarita, Jillian L. ;
Cubas, Rafael ;
Jhunjhunwala, Suchit ;
Banchereau, Romain ;
Yang, Yagai ;
Guan, Yinghui ;
Chalouni, Cecile ;
Ziai, James ;
Senbabaoglu, Yasin ;
Santoro, Stephen ;
Sheinson, Daniel ;
Hung, Jeffrey ;
Giltnane, Jennifer M. ;
Pierce, Andrew A. ;
Mesh, Kathryn ;
Lianoglou, Steve ;
Riegler, Johannes ;
Carano, Richard A. D. ;
Eriksson, Pontus ;
Hoglund, Mattias ;
Somarriba, Loan ;
Halligan, Daniel L. ;
van der Heijden, Michiel S. ;
Loriot, Yohann ;
Rosenberg, Jonathan E. ;
Fong, Lawrence ;
Mellman, Ira ;
Chen, Daniel S. ;
Green, Marjorie ;
Derleth, Christina ;
Fine, Gregg D. ;
Hegde, Priti S. ;
Bourgon, Richard ;
Powles, Thomas .
NATURE, 2018, 554 (7693) :544-+
[42]   Consensus clustering: A resampling-based method for class discovery and visualization of gene expression microarray data [J].
Monti, S ;
Tamayo, P ;
Mesirov, J ;
Golub, T .
MACHINE LEARNING, 2003, 52 (1-2) :91-118
[43]  
Newman AM, 2015, NAT METHODS, V12, P453, DOI [10.1038/nmeth.3337, 10.1038/NMETH.3337]
[44]   Monitoring immune-checkpoint blockade: response evaluation and biomarker development [J].
Nishino, Mizuki ;
Ramaiya, Nikhil H. ;
Hatabu, Hiroto ;
Hodi, F. Stephen .
NATURE REVIEWS CLINICAL ONCOLOGY, 2017, 14 (11) :655-668
[45]  
Ock CY, 2017, NAT COMMUN, P2041
[46]   Clinical and genomic landscape of gastric cancer with a mesenchymal phenotype [J].
Oh, Sang Cheul ;
Sohn, Bo Hwa ;
Cheong, Jae-Ho ;
Kim, Sang-Bae ;
Lee, Jae Eun ;
Park, Ki Cheong ;
Lee, Sang Ho ;
Park, Jong-Lyul ;
Park, Yun-Yong ;
Lee, Hyun-Sung ;
Jang, Hee-Jin ;
Park, Eun Sung ;
Kim, Sang-Cheol ;
Heo, Jeonghoon ;
Chu, In-Sun ;
Jang, You-Jin ;
Mok, Young-Jae ;
Jung, WonKyung ;
Kim, Baek-Hui ;
Kim, Aeree ;
Cho, Jae Yong ;
Lim, Jae Yun ;
Hayashi, Yuki ;
Song, Shumei ;
Elimova, Elena ;
Estralla, Jeannelyn S. ;
Lee, Jeffrey H. ;
Bhutani, Manoop S. ;
Lu, Yiling ;
Liu, Wenbin ;
Lee, Jeeyun ;
Kang, Won Ki ;
Kim, Sung ;
Noh, Sung Hoon ;
Mills, Gordon B. ;
Kim, Seon-Young ;
Ajani, Jaffer A. ;
Lee, Ju-Seog .
NATURE COMMUNICATIONS, 2018, 9
[47]  
Panda Anshuman, 2018, J Natl Cancer Inst, V110, P316, DOI 10.1093/jnci/djx213
[48]   Epigenetic silencing of TH1-type chemokines shapes tumour immunity and immunotherapy [J].
Peng, Dongjun ;
Kryczek, Ilona ;
Nagarsheth, Nisha ;
Zhao, Lili ;
Wei, Shuang ;
Wang, Weimin ;
Sun, Yuqing ;
Zhao, Ende ;
Vatan, Linda ;
Szeliga, Wojciech ;
Kotarski, Jan ;
Tarkowski, Rafal ;
Dou, Yali ;
Cho, Kathleen ;
Hensley-Alford, Sharon ;
Munkarah, Adnan ;
Liu, Rebecca ;
Zou, Weiping .
NATURE, 2015, 527 (7577) :249-+
[49]   Resting dendritic cells induce peripheral CD8+ T cell tolerance through PD-1 and CTLA-4 [J].
Probst, HC ;
McCoy, K ;
Okazaki, T ;
Honjo, T ;
van den Broek, M .
NATURE IMMUNOLOGY, 2005, 6 (03) :280-286
[50]   Microenvironmental regulation of tumor progression and metastasis [J].
Quail, Daniela F. ;
Joyce, Johanna A. .
NATURE MEDICINE, 2013, 19 (11) :1423-1437