Modeling ERBB receptor-regulated G1/S transition to find novel targets for de novo trastuzumab resistance

被引:144
作者
Sahin, Oezguer [1 ]
Froehlich, Holger [1 ]
Loebke, Christian [1 ]
Korf, Ulrike [1 ]
Burmester, Sara [1 ]
Majety, Meher [1 ]
Mattern, Jens [1 ]
Schupp, Ingo [1 ]
Chaouiya, Claudine [2 ]
Thieffry, Denis [2 ]
Poustka, Annemarie [1 ]
Wiemann, Stefan [1 ]
Beissbarth, Tim [1 ]
Arlt, Dorit [1 ]
机构
[1] German Canc Res Ctr, Div Mol Genome Anal, D-69120 Heidelberg, Germany
[2] Univ Mediterranee, U928, INSERM, F-13288 Marseille, France
来源
BMC SYSTEMS BIOLOGY | 2009年 / 3卷
关键词
METASTATIC BREAST-CANCER; CELL-CYCLE; MONOCLONAL-ANTIBODY; SIGNALING NETWORK; DRUG-TARGET; PROLIFERATION; CHEMOTHERAPY; PROGRESSION; HER2; OVEREXPRESSION;
D O I
10.1186/1752-0509-3-1
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: In breast cancer, overexpression of the transmembrane tyrosine kinase ERBB2 is an adverse prognostic marker, and occurs in almost 30% of the patients. For therapeutic intervention, ERBB2 is targeted by monoclonal antibody trastuzumab in adjuvant settings; however, de novo resistance to this antibody is still a serious issue, requiring the identification of additional targets to overcome resistance. In this study, we have combined computational simulations, experimental testing of simulation results, and finally reverse engineering of a protein interaction network to define potential therapeutic strategies for de novo trastuzumab resistant breast cancer. Results: First, we employed Boolean logic to model regulatory interactions and simulated single and multiple protein loss-of-functions. Then, our simulation results were tested experimentally by producing single and double knockdowns of the network components and measuring their effects on G1/S transition during cell cycle progression. Combinatorial targeting of ERBB2 and EGFR did not affect the response to trastuzumab in de novo resistant cells, which might be due to decoupling of receptor activation and cell cycle progression. Furthermore, examination of c-MYC in resistant as well as in sensitive cell lines, using a specific chemical inhibitor of c-MYC (alone or in combination with trastuzumab), demonstrated that both trastuzumab sensitive and resistant cells responded to c-MYC perturbation. Conclusion: In this study, we connected ERBB signaling with G1/S transition of the cell cycle via two major cell signaling pathways and two key transcription factors, to model an interaction network that allows for the identification of novel targets in the treatment of trastuzumab resistant breast cancer. Applying this new strategy, we found that, in contrast to trastuzumab sensitive breast cancer cells, combinatorial targeting of ERBB receptors or of key signaling intermediates does not have potential for treatment of de novo trastuzumab resistant cells. Instead, c-MYC was identified as a novel potential target protein in breast cancer cells.
引用
收藏
页数:20
相关论文
共 41 条
[1]   Evolvable signaling networks of receptor tyrosine kinases: relevance of robustness to malignancy and to cancer therapy [J].
Amit, Ido ;
Wides, Ron ;
Yarden, Yosef .
MOLECULAR SYSTEMS BIOLOGY, 2007, 3 (1)
[2]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[3]   Ligand-dependent responses of the ErbB signaling network: experimental and modeling analyses [J].
Birtwistle, Marc R. ;
Hatakeyama, Mariko ;
Yumoto, Noriko ;
Ogunnaike, Babatunde A. ;
Hoek, Jan B. ;
Kholodenko, Boris N. .
MOLECULAR SYSTEMS BIOLOGY, 2007, 3 (1)
[4]   EGF-ERBB signalling: towards the systems level [J].
Citri, Ami ;
Yarden, Yosef .
NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2006, 7 (07) :505-516
[5]   Multinational study of the efficacy and safety of humanized anti-HER2 monoclonal antibody in women who have HER2-overexpressing metastatic breast cancer that has progressed after chemotherapy for metastatic disease [J].
Cobleigh, MA ;
Vogel, CL ;
Tripathy, D ;
Robert, NJ ;
Scholl, S ;
Fehrenbacher, L ;
Wolter, JM ;
Paton, V ;
Shak, S ;
Lieberman, G ;
Slamon, DJ .
JOURNAL OF CLINICAL ONCOLOGY, 1999, 17 (09) :2639-2648
[6]   The regulation of E2F by pRB-family proteins [J].
Dyson, N .
GENES & DEVELOPMENT, 1998, 12 (15) :2245-2262
[7]   Dynamical analysis of a generic Boolean model for the control of the mammalian cell cycle [J].
Faure, Adrien ;
Naldi, Aurelien ;
Chaouiya, Claudine ;
Thieffry, Denis .
BIOINFORMATICS, 2006, 22 (14) :E124-E131
[8]   Epidermal growth factor receptor/HER2/insulin-like growth factor receptor signalling and oestrogen receptor activity in clinical breast cancer [J].
Gee, JM ;
Robertson, JF ;
Gutteridge, E ;
Ellis, IO ;
Pinder, SE ;
Rubini, M ;
Nicholson, RI .
ENDOCRINE-RELATED CANCER, 2005, 12 :S99-S111
[9]   GINsim:: A software suite for the qualitative modelling, simulation and analysis of regulatory networks [J].
Gonzalez, A. Gonzalez ;
Naldi, A. ;
Sanchez, L. ;
Thieffry, D. ;
Chaouiya, C. .
BIOSYSTEMS, 2006, 84 (02) :91-100
[10]   Validation of cyclin D1/CDK4 as an anticancer drug target in MCF-7 breast cancer cells: Effect of regulated overexpression of cyclin D1 and siRNA-mediated inhibition of endogenous cyclin D1 and CDK4 expression [J].
Grillo, M ;
Bott, MJ ;
Khandke, N ;
McGinnis, JP ;
Miranda, M ;
Meyyappan, M ;
Rosfjord, EC ;
Rabindran, SK .
BREAST CANCER RESEARCH AND TREATMENT, 2006, 95 (02) :185-194