A RNA sequencing-based six-gene signature for survival prediction in patients with glioblastoma

被引:48
作者
Zuo, Shuguang [1 ,2 ]
Zhang, Xinhong [3 ]
Wang, Liping [1 ]
机构
[1] Henan Univ, Ctr Translat Med, Huaihe Hosp, Kaifeng 475001, Henan, Peoples R China
[2] Henan Univ, Inst Infect & Immun, Huaihe Hosp, Kaifeng 475001, Henan, Peoples R China
[3] Zhengzhou Railway Vocat & Tech Coll, Zhengzhou 450052, Henan, Peoples R China
基金
中国国家自然科学基金;
关键词
RADIOTHERAPY PLUS CONCOMITANT; ADJUVANT TEMOZOLOMIDE; ELDERLY-PATIENTS; IDH1; MUTATIONS; HUMAN CANCERS; COPY NUMBER; CELL; EXPRESSION; MULTIFORME; OUTCOMES;
D O I
10.1038/s41598-019-39273-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Glioblastoma (GBM) is an aggressive tumor of the central nervous system that has poor prognosis despite extensive therapy. Therefore, it is essential to identify a gene expression-based signature for predicting GBM prognosis. The RNA sequencing data of GBM patients from the Chinese Glioma Genome Atlas (CGGA) and The Cancer Genome Atlas (TCGA) databases were employed in our study. The univariate and multivariate regression models were utilized to assess the relative contribution of each gene to survival prediction in both cohorts, and the common genes in two cohorts were identified as a final prognostic model. A prognostic risk score was calculated based on the prognostic gene signature. This prognostic signature stratified the patients into the low- and high-risk groups. Multivariate regression and stratification analyses were implemented to determine whether the gene signature was an independent prognostic factor. We identified a 6-gene signature through univariate and multivariate regression models. This prognostic signature stratified the patients into the low- and high-risk groups, implying improved and poor outcomes respectively. Multivariate regression and stratification analyses demonstrated that the predictive value of the 6-gene signature was independent of other clinical factors. This study highlights the significant implications of having a gene signature as a prognostic predictor in GBM, and its potential application in personalized therapy.
引用
收藏
页数:10
相关论文
共 48 条
[1]   Comprehensive and Integrative Genomic Characterization of Hepatocellular Carcinoma [J].
Ally, Adrian ;
Balasundaram, Miruna ;
Carlsen, Rebecca ;
Chuah, Eric ;
Clarke, Amanda ;
Dhalla, Noreen ;
Holt, Robert A. ;
Jones, Steven J. M. ;
Lee, Darlene ;
Ma, Yussanne ;
Marra, Marco A. ;
Mayo, Michael ;
Moore, Richard A. ;
Mungall, Andrew J. ;
Schein, Jacqueline E. ;
Sipahimalani, Payal ;
Tam, Angela ;
Thiessen, Nina ;
Cheung, Dorothy ;
Wong, Tina ;
Brooks, Denise ;
Robertson, A. Gordon ;
Bowlby, Reanne ;
Mungall, Karen ;
Sadeghi, Sara ;
Xi, Liu ;
Covington, Kyle ;
Shinbrot, Eve ;
Wheeler, David A. ;
Gibbs, Richard A. ;
Donehower, Lawrence A. ;
Wang, Linghua ;
Bowen, Jay ;
Gastier-Foster, Julie M. ;
Gerken, Mark ;
Helsel, Carmen ;
Leraas, Kristen M. ;
Lichtenberg, Tara M. ;
Ramirez, Nilsa C. ;
Wise, Lisa ;
Zmuda, Erik ;
Gabriel, Stacey B. ;
Meyerson, Matthew ;
Cibulskis, Carrie ;
Murray, Bradley A. ;
Shih, Juliann ;
Beroukhim, Rameen ;
Cherniack, Andrew D. ;
Schumacher, Steven E. ;
Saksena, Gordon .
CELL, 2017, 169 (07) :1327-+
[2]  
[Anonymous], 2014, J CANC RES, V2014, P1
[3]   Targeting MKK3 as a novel anticancer strategy: molecular mechanisms and therapeutical implications [J].
Baldari, S. ;
Ubertini, V. ;
Garufi, A. ;
D'Orazi, G. ;
Bossi, G. .
CELL DEATH & DISEASE, 2015, 6 :e1621-e1621
[4]   Glioblastomas with copy number gains in EGFR and RNF139 show increased expressions of carbonic anhydrase genes transformed by ENO1 [J].
Beckner, Marie E. ;
Pollack, Ian F. ;
Nordberg, Mary L. ;
Hamilton, Ronald L. .
BBA CLINICAL, 2016, 5 :1-15
[5]   IDH1 Mutations at Residue p.R132 (IDH1R132) Occur Frequently in High-Grade Gliomas But Not in Other Solid Tumors [J].
Bleeker, Fonnet E. ;
Lamba, Simona ;
Leenstra, Sieger ;
Troost, Dirk ;
Hulsebos, Theo ;
Vandertop, W. Peter ;
Frattini, Milo ;
Molinari, Francesca ;
Knowles, Margaret ;
Cerrato, Aniello ;
Rodolfo, Monica ;
Scarpa, Aldo ;
Felicioni, Lara ;
Buttitta, Fiamma ;
Malatesta, Sara ;
Marchetti, Antonio ;
Bardelli, Alberto .
HUMAN MUTATION, 2009, 30 (01) :7-11
[6]  
Bossi G, 2016, AGING-US, V8, P1
[7]   The Somatic Genomic Landscape of Glioblastoma [J].
Brennan, Cameron W. ;
Verhaak, Roel G. W. ;
McKenna, Aaron ;
Campos, Benito ;
Noushmehr, Houtan ;
Salama, Sofie R. ;
Zheng, Siyuan ;
Chakravarty, Debyani ;
Sanborn, J. Zachary ;
Berman, Samuel H. ;
Beroukhim, Rameen ;
Bernard, Brady ;
Wu, Chang-Jiun ;
Genovese, Giannicola ;
Shmulevich, Ilya ;
Barnholtz-Sloan, Jill ;
Zou, Lihua ;
Vegesna, Rahulsimham ;
Shukla, Sachet A. ;
Ciriello, Giovanni ;
Yung, W. K. ;
Zhang, Wei ;
Sougnez, Carrie ;
Mikkelsen, Tom ;
Aldape, Kenneth ;
Bigner, Darell D. ;
Van Meir, Erwin G. ;
Prados, Michael ;
Sloan, Andrew ;
Black, Keith L. ;
Eschbacher, Jennifer ;
Finocchiaro, Gaetano ;
Friedman, William ;
Andrews, David W. ;
Guha, Abhijit ;
Iacocca, Mary ;
O'Neill, Brian P. ;
Foltz, Greg ;
Myers, Jerome ;
Weisenberger, Daniel J. ;
Penny, Robert ;
Kucherlapati, Raju ;
Perou, Charles M. ;
Hayes, D. Neil ;
Gibbs, Richard ;
Marra, Marco ;
Mills, Gordon B. ;
Lander, Eric ;
Spellman, Paul ;
Wilson, Richard .
CELL, 2013, 155 (02) :462-477
[8]   Factors influencing survival in high-grade gliomas [J].
Buckner, JC .
SEMINARS IN ONCOLOGY, 2003, 30 (06) :10-14
[9]  
CARR SF, 1993, J BIOL CHEM, V268, P27286
[10]   Hyperpolarized 13C MR imaging detects no lactate production in mutant IDH1 gliomas: Implications for diagnosis and response monitoring [J].
Chaumeil, Myriam M. ;
Radoul, Marina ;
Najac, Chloe ;
Eriksson, Pia ;
Viswanath, Pavithra ;
Blough, Michael D. ;
Chesnelong, Charles ;
Luchman, H. Artee ;
Cairncross, J. Gregory ;
Ronen, Sabrina M. .
NEUROIMAGE-CLINICAL, 2016, 12 :180-189