Tumor Purity as an Underlying Key Factor in Glioma

被引:297
作者
Zhang, Chuanbao [1 ]
Cheng, Wen [2 ]
Ren, Xiufang [3 ]
Wang, Zheng [1 ]
Liu, Xing [1 ]
Li, Guanzhang [1 ]
Han, Sheng [2 ]
Jiang, Tao [1 ]
Wu, Anhua [2 ]
机构
[1] Capital Med Univ, Beijing Neurosurg Inst, 6 Tiantan Xili, Beijing 100050, Peoples R China
[2] China Med Univ, Hosp 1, Dept Neurosurg, Shenyang, Liaoning, Peoples R China
[3] China Med Univ, Dept Pathol, Shengjing Hosp, Shenyang, Liaoning, Peoples R China
基金
中国国家自然科学基金;
关键词
GENOMIC ANALYSIS; TERT PROMOTER; STEM-CELLS; GLIOBLASTOMA; CLASSIFICATION; MUTATIONS; LANDSCAPE; CANCER; INFILTRATION; MACROPHAGES;
D O I
10.1158/1078-0432.CCR-16-2598
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Glioma tissues consist of not only glioma cells but also glioma-associated nontumor cells, such as stromal cells and immune cells. These nontumor cells dilute the purity of glioma cells and play important roles in glioma biology. Currently, the implications of variation in glioma purity are not sufficiently clarified. Experimental Design: Here, tumor purity was inferred for 2,249 gliomas and 29 normal brain tissues from 5 cohorts. Based on the transcriptomic profiling method, we classified CGGA and TCGA-RNAseq cohorts as the RNAseq set for discovery. Cases from TCGA-microarray, REMBRANDT, and GSE16011 cohorts were grouped as a microarray set for validation. Tissues from the CGGA cohort were reviewed for histopathologic validation. Results: We found that glioma purity was highly associated with major clinical and molecular features. Low purity cases were more likely to be diagnosed as malignant entities and independently correlated with reduced survival time. Integrating glioma purity into prognostic nomogram significantly improved the predictive validity. Moreover, most recognized prognostic indicators were no longer significantly effective under different purity conditions. These results highlighted the clinical importance of glioma purity. Further analyses found distinct genomic patterns associated with glioma purity. Low purity cases were distinguished by enhanced immune phenotypes. Macrophages, microglia, and neutrophils were mutually associated and enriched in low purity gliomas, whereas only macrophages and neutrophils served as robust indicators for poor prognosis. Conclusions: Glioma purity and relevant nontumor cells within microenvironment confer important clinical, genomic, and biological implications, which should be fully valued for precise classification and clinical prediction. (C) 2017 AACR.
引用
收藏
页码:6279 / 6291
页数:13
相关论文
共 49 条
[1]   Systematic pan-cancer analysis of tumour purity [J].
Aran, Dvir ;
Sirota, Marina ;
Butte, Atul J. .
NATURE COMMUNICATIONS, 2015, 6
[2]   RNA-seq of 272 gliomas revealed a novel, recurrent PTPRZ1-MET fusion transcript in secondary glioblastomas [J].
Bao, Zhao-Shi ;
Chen, Hui-Min ;
Yang, Ming-Yu ;
Zhang, Chuan-Bao ;
Yu, Kai ;
Ye, Wan-Lu ;
Hu, Bo-Qiang ;
Yan, Wei ;
Zhang, Wei ;
Akers, Johnny ;
Ramakrishnan, Valya ;
Li, Jie ;
Carter, Bob ;
Liu, Yan-Wei ;
Hu, Hui-Min ;
Wang, Zheng ;
Li, Ming-Yang ;
Yao, Kun ;
Qiu, Xiao-Guang ;
Kang, Chun-Sheng ;
You, Yong-Ping ;
Fan, Xiao-Long ;
Song, Wei Sonya ;
Li, Rui-Qiang ;
Su, Xiao-Dong ;
Chen, Clark C. ;
Jiang, Tao .
GENOME RESEARCH, 2014, 24 (11) :1765-1773
[3]   Spatiotemporal Dynamics of Intratumoral Immune Cells Reveal the Immune Landscape in Human Cancer [J].
Bindea, Gabriela ;
Mlecnik, Bernhard ;
Tosolini, Marie ;
Kirilovsky, Amos ;
Waldner, Maximilian ;
Obenauf, Anna C. ;
Angell, Helen ;
Fredriksen, Tessa ;
Lafontaine, Lucie ;
Berger, Anne ;
Bruneval, Patrick ;
Fridman, Wolf Herman ;
Becker, Christoph ;
Pages, Franck ;
Speicher, Michael R. ;
Trajanoski, Zlatko ;
Galon, Jerome .
IMMUNITY, 2013, 39 (04) :782-795
[4]   Comprehensive, Integrative Genomic Analysis of Diffuse Lower-Grade Gliomas [J].
Brat, Daniel J. ;
Verhaak, Roel G. W. ;
Al-dape, Kenneth D. ;
Yung, W. K. Alfred ;
Salama, Sofie R. ;
Cooper, Lee A. D. ;
Rheinbay, Esther ;
Miller, C. Ryan ;
Vitucci, Mark ;
Morozova, Olena ;
Robertson, A. Gordon ;
Noushmehr, Houtan ;
Laird, Peter W. ;
Cherniack, Andrew D. ;
Akbani, Rehan ;
Huse, Jason T. ;
Ciriello, Giovanni ;
Poisson, Laila M. ;
Barnholtz-Sloan, Jill S. ;
Berger, Mitchel S. ;
Brennan, Cameron ;
Colen, Rivka R. ;
Colman, Howard ;
Flanders, Adam E. ;
Giannini, Caterina ;
Grifford, Mia ;
Iavarone, Antonio ;
Jain, Rajan ;
Joseph, Isaac ;
Kim, Jaegil ;
Kasaian, Katayoon ;
Mikkelsen, Tom ;
Murray, Bradley A. ;
O'Neill, Brian Patrick ;
Pachter, Lior ;
Parsons, Donald W. ;
Sougnez, Carrie ;
Sulman, Erik P. ;
Vandenberg, Scott R. ;
Van Meir, Erwin G. ;
von Deimling, Andreas ;
Zhang, Hailei ;
Crain, Daniel ;
Lau, Kevin ;
Mallery, David ;
Morris, Scott ;
Paulauskis, Joseph ;
Penny, Robert ;
Shelton, Troy ;
Sherman, Mark .
NEW ENGLAND JOURNAL OF MEDICINE, 2015, 372 (26) :2481-2498
[5]   Identification of a unique TGF-β dependent molecular and functional signature in microglia [J].
Butovsky, Oleg ;
Jedrychowski, Mark P. ;
Moore, Craig S. ;
Cialic, Ron ;
Lanser, Amanda J. ;
Gabriely, Galina ;
Koeglsperger, Thomas ;
Dake, Ben ;
Wu, Pauline M. ;
Doykan, Camille E. ;
Fanek, Zain ;
Liu, LiPing ;
Chen, Zhuoxun ;
Rothstein, Jeffrey D. ;
Ransohoffl, Richard M. ;
Gygi, Steven P. ;
Antel, Jack P. ;
Weiner, Howard L. .
NATURE NEUROSCIENCE, 2014, 17 (01) :131-143
[6]   Absolute quantification of somatic DNA alterations in human cancer [J].
Carter, Scott L. ;
Cibulskis, Kristian ;
Helman, Elena ;
McKenna, Aaron ;
Shen, Hui ;
Zack, Travis ;
Laird, Peter W. ;
Onofrio, Robert C. ;
Winckler, Wendy ;
Weir, Barbara A. ;
Beroukhim, Rameen ;
Pellman, David ;
Levine, Douglas A. ;
Lander, Eric S. ;
Meyerson, Matthew ;
Getz, Gad .
NATURE BIOTECHNOLOGY, 2012, 30 (05) :413-+
[7]   Association between small heat shock protein B11 and the prognostic value of MGMT promoter methylation in patients with high-grade glioma [J].
Cheng, Wen ;
Li, Mingyang ;
Jiang, Yang ;
Zhang, Chuanbao ;
Cai, Jinquan ;
Wang, Kuanyu ;
Wu, Anhua .
JOURNAL OF NEUROSURGERY, 2016, 125 (01) :7-16
[8]   Bioinformatic profiling identifies an immune-related risk signature for glioblastoma [J].
Cheng, Wen ;
Ren, Xiufang ;
Zhang, Chuanbao ;
Cai, Jinquan ;
Liu, Yang ;
Han, Sheng ;
Wu, Anhua .
NEUROLOGY, 2016, 86 (24) :2226-2234
[9]   HDAC4, a prognostic and chromosomal instability marker, refines the predictive value of MGMT promoter methylation [J].
Cheng, Wen ;
Li, Mingyang ;
Cai, Jinquan ;
Wang, Kuanyu ;
Zhang, Chuanbao ;
Bao, Zhaoshi ;
Liu, Yanwei ;
Wu, Anhua .
JOURNAL OF NEURO-ONCOLOGY, 2015, 122 (02) :303-312
[10]   Interobserver Agreement Among Pathologists for Semiquantitative Hormone Receptor Scoring in Breast Carcinoma [J].
Cohen, David A. ;
Dabbs, David J. ;
Cooper, Kristine L. ;
Amin, Milon ;
Jones, Terrell E. ;
Jones, Mirka W. ;
Chivukula, Mamatha ;
Trucco, Giuliana A. ;
Bhargava, Rohit .
AMERICAN JOURNAL OF CLINICAL PATHOLOGY, 2012, 138 (06) :796-802