Identification of glioblastomagene prognosis modules based on weighted gene co-expression network analysis

被引:43
作者
Xu, Pengfei [1 ]
Yang, Jian [1 ]
Liu, Junhui [1 ]
Yang, Xue [1 ]
Liao, Jianming [1 ]
Yuan, Fanen [1 ]
Xu, Yang [1 ]
Liu, Baohui [1 ]
Chen, Qianxue [1 ]
机构
[1] Wuhan Univ, Renmin Hosp, Dept Neurosurg, 9 Zhangzhidong Rd & 238 Jiefang Rd, Wuhan 430060, Hubei, Peoples R China
基金
美国国家科学基金会;
关键词
GBM; WGCNA; TCGA; Cox proportional hazards regression module; MOUSE-WEIGHT; EXPRESSION; GLIOMAS; PACKAGE; DIFFERENTIATION; VISUALIZATION; MULTIFORME; ONTOLOGY; CLUSTERS; SUBTYPES;
D O I
10.1186/s12920-018-0407-1
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
BackgroundGlioblastoma multiforme, the most prevalent and aggressive brain tumour, has a poor prognosis. The molecular mechanisms underlying gliomagenesis remain poorly understood. Therefore, molecular research, including various markers, is necessary to understand the occurrence and development of glioma.MethodWeighted gene co-expression network analysis (WGCNA) was performed to construct a gene co-expression network in TCGA glioblastoma samples. Gene ontology (GO) and pathway-enrichment analysis were used to identify significance of gene modules. Cox proportional hazards regression model was used to predict outcome of glioblastoma patients.ResultsWe performed weighted gene co-expression network analysis (WGCNA) and identified a gene module (yellow module) related to the survival time of TCGA glioblastoma samples. Then, 228 hub genes were calculated based on gene significance (GS) and module significance (MS). Four genes (OSMR + SOX21+MED10+PTPRN) were selected to construct a Cox proportional hazards regression model with high accuracy (AUC=0.905). The prognostic value of the Cox proportional hazards regression model was also confirmed in GSE16011 dataset (GBM: n=156).ConclusionWe developed a promising mRNA signature for estimating overall survival in glioblastoma patients.
引用
收藏
页数:12
相关论文
共 36 条
[1]   Glioblastoma multiforme: Pathogenesis and treatment [J].
Alifieris, Constantinos ;
Trafalis, Dimitrios T. .
PHARMACOLOGY & THERAPEUTICS, 2015, 152 :63-82
[2]   Prognostic relevance of genetic alterations in diffuse lower-grade gliomas [J].
Aoki, Kosuke ;
Nakamura, Hideo ;
Suzuki, Hiromichi ;
Matsuo, Keitaro ;
Kataoka, Keisuke ;
Shimamura, Teppei ;
Motomura, Kazuya ;
Ohka, Fumiharu ;
Shiina, Satoshi ;
Yamamoto, Takashi ;
Nagata, Yasunobu ;
Yoshizato, Tetsuichi ;
Mizoguchi, Masahiro ;
Abe, Tatsuya ;
Momii, Yasutomo ;
Muragaki, Yoshihiro ;
Watanabe, Reiko ;
Ito, Ichiro ;
Sanada, Masashi ;
Yajima, Hironori ;
Morita, Naoya ;
Takeuchi, Ichiro ;
Miyano, Satoru ;
Wakabayashi, Toshihiko ;
Ogawa, Seishi ;
Natsume, Atsushi .
NEURO-ONCOLOGY, 2018, 20 (01) :66-77
[3]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[4]   GlioVis data portal for visualization and analysis of brain tumor expression datasets [J].
Bowman, Robert L. ;
Wang, Qianghu ;
Carro, Angel ;
Verhaak, Roel G. W. ;
Squatrito, Massimo .
NEURO-ONCOLOGY, 2017, 19 (01) :139-141
[5]   Sox21 inhibits glioma progression in vivo by forming complexes with Sox2 and stimulating aberrant differentiation [J].
Caglayan, Demet ;
Lundin, Erika ;
Kastemar, Marianne ;
Westermark, Bengt ;
Ferletta, Maria .
INTERNATIONAL JOURNAL OF CANCER, 2013, 133 (06) :1345-1356
[6]   Forced expression of Sox21 inhibits Sox2 and induces apoptosis in human glioma cells [J].
Ferletta, Maria ;
Caglayan, Demet ;
Mokvist, Liza ;
Jiang, Yiwen ;
Kastemar, Marianne ;
Uhrbom, Lene ;
Westermark, Bengt .
INTERNATIONAL JOURNAL OF CANCER, 2011, 129 (01) :45-60
[7]   Therapeutic Targeting of Oncogenic Tyrosine Phosphatases [J].
Frankson, Rochelle ;
Yu, Zhi-Hong ;
Bai, Yunpeng ;
Li, Qinglin ;
Zhang, Ruo-Yu ;
Zhang, Zhong-Yin .
CANCER RESEARCH, 2017, 77 (21) :5701-5705
[8]   Weighted gene coexpression network analysis strategies applied to mouse weight [J].
Fuller, Tova F. ;
Ghazalpour, Anatole ;
Aten, Jason E. ;
Drake, Thomas A. ;
Lusis, Aldons J. ;
Horvath, Steve .
MAMMALIAN GENOME, 2007, 18 (6-7) :463-472
[9]   Differentiation therapy for IDH1/2 mutant malignancies [J].
Garrett-Bakelman, Francine E. ;
Melnick, Ari M. .
CELL RESEARCH, 2013, 23 (08) :975-977
[10]   Integrating genetic and network analysis to characterize genes related to mouse weight [J].
Ghazalpour, Anatole ;
Doss, Sudheer ;
Zhang, Bin ;
Wang, Susanna ;
Plaisier, Christopher ;
Castellanos, Ruth ;
Brozell, Alec ;
Schadt, Eric E. ;
Drake, Thomas A. ;
Lusis, Aldons J. ;
Horvath, Steve .
PLOS GENETICS, 2006, 2 (08) :1182-1192