Multi-cancer computational analysis reveals invasion-associated variant of desmoplastic reaction involving INHBA, THBS2 and COL11A1

被引:112
作者
Kim, Hoon [1 ,2 ]
Watkinson, John [1 ,2 ]
Varadan, Vinay [3 ]
Anastassiou, Dimitris [1 ,2 ]
机构
[1] Columbia Univ, Ctr Computat Biol & Bioinformat, New York, NY 10027 USA
[2] Columbia Univ, Dept Elect Engn, New York, NY 10027 USA
[3] Philips Res N Amer, Briarcliff Manor, NY USA
来源
BMC MEDICAL GENOMICS | 2010年 / 3卷
关键词
GENE-EXPRESSION ANALYSIS; CELL LUNG-CANCER; TUMOR MICROENVIRONMENT; METASTASIS; IDENTIFICATION; PROGRESSION; FOLLISTATIN; CARCINOMAS; PROFILE; MATRIX;
D O I
10.1186/1755-8794-3-51
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background: Despite extensive research, the details of the biological mechanisms by which cancer cells acquire motility and invasiveness are largely unknown. This study identifies an invasion associated gene signature shedding light on these mechanisms. Methods: We analyze data from multiple cancers using a novel computational method identifying sets of genes whose coordinated overexpression indicates the presence of a particular phenotype, in this case high-stage cancer. Results: We conclude that there is one shared "core" metastasis-associated gene expression signature corresponding to a specific variant of stromal desmoplastic reaction, present in a large subset of samples that have exceeded a threshold of invasive transition specific to each cancer, indicating that the corresponding biological mechanism is triggered at that point. For example this threshold is reached at stage IIIc in ovarian cancer and at stage II in colorectal cancer. Therefore, its presence indicates that the corresponding stage has been reached. It has several features, such as coordinated overexpression of particular collagens, mainly COL11A1 and other genes, mainly THBS2 and INHBA. The composition of the overexpressed genes indicates invasion-facilitating altered proteolysis in the extracellular matrix. The prominent presence in the signature of INHBA in all cancers strongly suggests a biological mechanism centered on activin A induced TGF-beta signaling, because activin A is a member of the TGF-beta superfamily consisting of an INHBA homodimer. Furthermore, we establish that the signature is predictive of neoadjuvant therapy response in at least one breast cancer data set. Conclusions: Therefore, these results can be used for developing high specificity biomarkers sensing cancer invasion and predicting response to neoadjuvant therapy, as well as potential multi-cancer metastasis inhibiting therapeutics targeting the corresponding biological mechanism.
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页数:11
相关论文
共 27 条
[1]   The tumour microenvironment as a target for chemoprevention [J].
Albini, Adriana ;
Sporn, Michael B. .
NATURE REVIEWS CANCER, 2007, 7 (02) :139-147
[2]   Computational analysis of the synergy among multiple interacting genes [J].
Anastassiou, Dimitris .
MOLECULAR SYSTEMS BIOLOGY, 2007, 3 (1)
[3]  
[Anonymous], 2007, BIOL CANC
[4]   The desmoplastic reaction in pancreatic cancer: An increasingly recognised foe [J].
Apte, M. V. ;
Wilson, J. S. .
PANCREATOLOGY, 2007, 7 (04) :378-379
[5]  
Badea L, 2008, HEPATO-GASTROENTEROL, V55, P2016
[6]   Gene expression profile of ovarian serous papillary carcinomas: identification of metastasis-associated genes [J].
Bignotti, Eliana ;
Tassi, Renata A. ;
Calza, Stefano ;
Ravaggi, Antonella ;
Bandiera, Elisabetta ;
Rossi, Elisa ;
Donzelli, Carla ;
Pasinetti, Brunella ;
Pecorelli, Sergio ;
Santin, Alessandro D. .
AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY, 2007, 196 (03) :245-246
[7]  
Chong IW, 2006, ONCOL REP, V16, P981
[8]   A stroma-related gene signature predicts resistance to neoadjuvant chemotherapy in breast cancer [J].
Farmer, Pierre ;
Bonnefoi, Herve ;
Anderle, Pascale ;
Cameron, David ;
Wirapati, Pratyakasha ;
Becette, Veronique ;
Andre, Sylvie ;
Piccart, Martine ;
Campone, Mario ;
Brain, Etienne ;
MacGrogan, Gaetan ;
Petit, Thierry ;
Jassem, Jacek ;
Bibeau, Frederic ;
Blot, Emmanuel ;
Bogaerts, Jan ;
Aguet, Michel ;
Bergh, Jonas ;
Iggo, Richard ;
Delorenzi, Mauro .
NATURE MEDICINE, 2009, 15 (01) :68-74
[9]   Metastasis-Associated Gene Expression Changes Predict Poor Outcomes in Patients with Dukes Stage B and C Colorectal Cancer [J].
Jorissen, Robert N. ;
Gibbs, Peter ;
Christie, Michael ;
Prakash, Saurabh ;
Lipton, Lara ;
Desai, Jayesh ;
Kerr, David ;
Aaltonen, Lauri A. ;
Arango, Diego ;
Kruhoffer, Mogens ;
Orntoft, Torben F. ;
Andersen, Claus Lindbjerg ;
Gruidl, Mike ;
Kamath, Vidya P. ;
Eschrich, Steven ;
Yeatman, Timothy J. ;
Sieber, Oliver M. .
CLINICAL CANCER RESEARCH, 2009, 15 (24) :7642-7651
[10]   Fibroblasts in cancer [J].
Kalluri, R ;
Zeisberg, M .
NATURE REVIEWS CANCER, 2006, 6 (05) :392-401