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首页> 外文期刊>The Biochemical Journal >A new validated mathematical model of the Wnt signalling pathway predicts effective combinational therapy by sFRP and Dkk
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A new validated mathematical model of the Wnt signalling pathway predicts effective combinational therapy by sFRP and Dkk

机译:Wnt信号通路的新验证数学模型预测sFRP和Dkk的有效联合治疗

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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 beta-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 beta-catenin levels in two independent published experiments (R-2 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 beta-catenin accumulation (R-2 approximate to 0.94). Model simulations under different combinations of sFRP1 and Dkk1 predicted a clear synergistic effect of these two inhibitors on beta-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.
机译:Wnt信号通路控制细胞增殖和分化,其失调与包括癌症在内的不同疾病有关。学习如何操纵这种途径可以极大地促进疗法的发展。我们开发了一个数学模型,描述了Wnt途径中事件的初始顺序,从配体结合到β-catenin积累,以及抑制剂的作用,例如sFRPs(分泌的卷曲蛋白相关蛋白)和Dkk(Dickkopf)。从先前报告的实验数据中检索模型参数。通过在两个独立发表的实验(R-2在0.63和0.91之间)中准确预测Wnt3a和sFRP1对β-连环蛋白水平的影响,对模型进行了回顾性验证。通过测试模型预测Dkk1对Wnt诱导的β-catenin积累的影响(R-2约为0.94)的准确性,获得了前瞻性验证。在sFRP1和Dkk1的不同组合下进行的模型模拟预测,这两种抑制剂对β-catenin的积累具有明显的协同作用,这可能为新的治疗途径指明了方向。我们的模型可以精确计算单独或组合使用的抑制剂的作用,并提供灵活的框架来确定潜在的Wnt信号通路干预目标。

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