The Wnt signalling pathway controls cell proliferation and differentiation, and its deregulation is implicated in different diseases including cancer. Learning how to manipulate this pathway could substantially contribute to the development of therapies. We developed a mathematical model describing the initial sequence of events in the Wnt pathway, from ligand binding to β-catenin accumulation, and the effects of inhibitors, such as sFRPs (secreted Frizzled-related proteins) and Dkk (Dickkopf). Model parameters were retrieved from experimental data reported previously. The model was retrospectively validated by accurately predicting the effects of Wnt3a and sFRP1 on β-catenin levels in two independent published experiments (R2 between 0.63 and 0.91). Prospective validation was obtained by testing the model's accuracy in predicting the effect of Dkk1 on Wnt-induced β-catenin accumulation (R2≈0.94). Model simulations under different combinations of sFRP1 and Dkk1 predicted a clear synergistic effect of these two inhibitors on β-catenin accumulation, which may point towards a new treatment avenue. Our model allows precise calculation of the effect of inhibitors applied alone or in combination, and provides a flexible framework for identifying potential targets for intervention in the Wnt signalling pathway.
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May 2012
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Research Article|
April 26 2012
A new validated mathematical model of the Wnt signalling pathway predicts effective combinational therapy by sFRP and Dkk Available to Purchase
Yuri Kogan;
Yuri Kogan
1
*Institute for Medical BioMathematics, 10 Hate'ena Street, P.O.B. 282, Bene Ataroth 60991, Israel
1To whom correspondence should be addressed (email [email protected]).
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Karin E. Halevi-Tobias;
Karin E. Halevi-Tobias
*Institute for Medical BioMathematics, 10 Hate'ena Street, P.O.B. 282, Bene Ataroth 60991, Israel
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Gili Hochman;
Gili Hochman
*Institute for Medical BioMathematics, 10 Hate'ena Street, P.O.B. 282, Bene Ataroth 60991, Israel
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Anna K. Baczmanska;
Anna K. Baczmanska
†Laboratory for Cell Genetics, Vrije Universiteit Brussel (VUB), Pleinlaan 2, B-1050 Brussels, Belgium
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Luc Leyns;
Luc Leyns
†Laboratory for Cell Genetics, Vrije Universiteit Brussel (VUB), Pleinlaan 2, B-1050 Brussels, Belgium
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Zvia Agur
Zvia Agur
*Institute for Medical BioMathematics, 10 Hate'ena Street, P.O.B. 282, Bene Ataroth 60991, Israel
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Publisher: Portland Press Ltd
Received:
October 24 2011
Revision Received:
February 02 2012
Accepted:
February 22 2012
Accepted Manuscript online:
February 22 2012
Online ISSN: 1470-8728
Print ISSN: 0264-6021
© The Authors Journal compilation © 2012 Biochemical Society
2012
Biochem J (2012) 444 (1): 115–125.
Article history
Received:
October 24 2011
Revision Received:
February 02 2012
Accepted:
February 22 2012
Accepted Manuscript online:
February 22 2012
Citation
Yuri Kogan, Karin E. Halevi-Tobias, Gili Hochman, Anna K. Baczmanska, Luc Leyns, Zvia Agur; A new validated mathematical model of the Wnt signalling pathway predicts effective combinational therapy by sFRP and Dkk. Biochem J 15 May 2012; 444 (1): 115–125. doi: https://doi.org/10.1042/BJ20111887
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