A Multi-Cancer Mesenchymal Transition Gene Expression Signature Is Associated with Prolonged Time to Recurrence in Glioblastoma

被引:97
作者
Cheng, Wei-Yi [1 ,7 ]
Kandel, Jessica J. [2 ,3 ,4 ]
Yamashiro, Darrell J. [2 ,4 ,5 ]
Canoll, Peter [5 ,6 ]
Anastassiou, Dimitris [1 ,7 ]
机构
[1] Columbia Univ, Ctr Computat Biol & Bioinformat, New York, NY 10027 USA
[2] Columbia Univ, Inst Canc Genet, New York, NY USA
[3] Columbia Univ, Dept Surg, New York, NY USA
[4] Columbia Univ, Dept Pediat, New York, NY 10027 USA
[5] Columbia Univ, Dept Pathol & Cell Biol, New York, NY USA
[6] Columbia Univ, Columbia Stem Cell Initiat, New York, NY USA
[7] Columbia Univ, Dept Elect Engn, New York, NY 10027 USA
来源
PLOS ONE | 2012年 / 7卷 / 04期
关键词
TUMOR PROGRESSION; STEM-CELLS; INVASION; DISEASE; GROWTH;
D O I
10.1371/journal.pone.0034705
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
A stage-associated gene expression signature of coordinately expressed genes, including the transcription factor Slug (SNAI2) and other epithelial-mesenchymal transition (EMT) markers has been found present in samples from publicly available gene expression datasets in multiple cancer types, including nonepithelial cancers. The expression levels of the co-expressed genes vary in a continuous and coordinate manner across the samples, ranging from absence of expression to strong co-expression of all genes. These data suggest that tumor cells may pass through an EMT-like process of mesenchymal transition to varying degrees. Here we show that, in glioblastoma multiforme (GBM), this signature is associated with time to recurrence following initial treatment. By analyzing data from The Cancer Genome Atlas (TCGA), we found that GBM patients who responded to therapy and had long time to recurrence had low levels of the signature in their tumor samples (P = 3 x 10(-7)). We also found that the signature is strongly correlated in gliomas with the putative stem cell marker CD44, and is highly enriched among the differentially expressed genes in glioblastomas vs. lower grade gliomas. Our results suggest that long delay before tumor recurrence is associated with absence of the mesenchymal transition signature, raising the possibility that inhibiting this transition might improve the durability of therapy in glioma patients.
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页数:8
相关论文
共 25 条
[1]   Cancer stem cells: problems for therapy? [J].
Alison, Malcolm R. ;
Lim, Susan M. L. ;
Nicholson, Linda J. .
JOURNAL OF PATHOLOGY, 2011, 223 (02) :147-161
[2]   Human cancer cells express Slug-based epithelial-mesenchymal transition gene expression signature obtained in vivo [J].
Anastassiou, Dimitris ;
Rumjantseva, Viktoria ;
Cheng, Weiyi ;
Huang, Jianzhong ;
Canoll, Peter D. ;
Yamashiro, Darrell J. ;
Kandel, Jessica J. .
BMC CANCER, 2011, 11
[3]   TGF-β Receptor Inhibitors Target the CD44high/Id1high Glioma-Initiating Cell Population in Human Glioblastoma [J].
Anido, Judit ;
Saez-Borderias, Andrea ;
Gonzalez-Junca, Alba ;
Rodon, Laura ;
Folch, Gerard ;
Carmona, Maria A. ;
Prieto-Sanchez, Rosa M. ;
Barba, Ignasi ;
Martinez-Saez, Elena ;
Prudkin, Ludmila ;
Cuartas, Isabel ;
Raventos, Carolina ;
Martinez-Ricarte, Francisco ;
Antonia Poca, M. ;
Garcia-Dorado, David ;
Lahn, Michael M. ;
Yingling, Jonathan M. ;
Rodon, Jordi ;
Sahuquillo, Juan ;
Baselga, Jose ;
Seoane, Joan .
CANCER CELL, 2010, 18 (06) :655-668
[4]   Loss of homotypic cell adhesion by epithelial-mesenchymal transition or mutation limits sensitivity to epidermal growth factor receptor inhibition [J].
Buck, Elizabeth ;
Eyzaguirre, Alexandra ;
Barr, Sharon ;
Thompson, Stuart ;
Sennello, Regina ;
Young, David ;
Iwata, Kenneth K. ;
Gibson, Neil W. ;
Cagnoni, Pablo ;
Haley, John D. .
MOLECULAR CANCER THERAPEUTICS, 2007, 6 (02) :532-541
[5]   The Proneural Molecular Signature Is Enriched in Oligodendrogliomas and Predicts Improved Survival among Diffuse Gliomas [J].
Cooper, Lee A. D. ;
Gutman, David A. ;
Long, Qi ;
Johnson, Brent A. ;
Cholleti, Sharath R. ;
Kurc, Tahsin ;
Saltz, Joel H. ;
Brat, Daniel J. ;
Moreno, Carlos S. .
PLOS ONE, 2010, 5 (09) :1-9
[6]  
Cover T.M., 2006, Elements of information theory, V2nd, pxxiii
[7]   Residual breast cancers after conventional therapy display mesenchymal as well as tumor-initiating features [J].
Creighton, Chad J. ;
Li, Xiaoxian ;
Landis, Melissa ;
Dixon, J. Michael ;
Neumeister, Veronique M. ;
Sjolund, Ashley ;
Rimm, David L. ;
Wong, Helen ;
Rodriguez, Angel ;
Herschkowitz, Jason I. ;
Fan, Cheng ;
Zhang, Xiaomei ;
He, Xiaping ;
Pavlick, Anne ;
Gutierrez, M. Carolina ;
Renshaw, Lorna ;
Larionov, Alexey A. ;
Faratian, Dana ;
Hilsenbeck, Susan G. ;
Perou, Charles M. ;
Lewis, Michael T. ;
Rosen, Jeffrey M. ;
Chang, Jenny C. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (33) :13820-13825
[8]   Classification of microarrays to nearest centroids [J].
Dabney, AR .
BIOINFORMATICS, 2005, 21 (22) :4148-4154
[9]   Expression profiling of epithelial plasticity in tumor progression [J].
Jechlinger, M ;
Grunert, S ;
Tamir, IH ;
Janda, E ;
Lüdemann, S ;
Waerner, T ;
Seither, P ;
Weith, A ;
Beug, H ;
Kraut, N .
ONCOGENE, 2003, 22 (46) :7155-7169
[10]   Multi-cancer computational analysis reveals invasion-associated variant of desmoplastic reaction involving INHBA, THBS2 and COL11A1 [J].
Kim, Hoon ;
Watkinson, John ;
Varadan, Vinay ;
Anastassiou, Dimitris .
BMC MEDICAL GENOMICS, 2010, 3