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Qualitative modelling and formal verification of the FLR1 gene mancozeb response in saccharomyces cerevisiae

机译:酿酒酵母中FLR1基因mancozeb反应的定性建模和形式验证

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Background: Qualitative models allow understanding the relation between the structure and the dynamics of gene regulatory networks. The dynamical properties of these models can be automatically analysed by means of formal verification methods, like model checking. This facilitates the model-validation process and the test of new hypotheses to reconcile model predictions with the experimental data. Results: The authors report in this study the qualitative modelling and simulation of the transcriptional regulatory network controlling the response of the model eukaryote Saccharomyces cerevisiae to the agricultural fungicide mancozeb. The model allowed the analysis of the regulation level and activity of the components of the gene mancozeb-induced network controlling the transcriptional activation of the FLR1 gene, which is proposed to confer multidrug resistance through its putative role as a drug eflux pump. Formal verification analysis of the network allowed us to confront model predictions with the experimental data and to assess the model robustness to parameter ordering and gene deletion. Conclusions: This analysis enabled us to better understand the mechanisms regulating the FLR1 gene mancozeb response and confirmed the need of a new transcription factor for the full transcriptional activation of YAP1. The result is a computable model of the FLR1 gene response to mancozeb, permitting a quick and cost-effective test of hypotheses prior to experimental validation.
机译:背景:定性模型可以理解基因调控网络的结构与动力学之间的关系。这些模型的动力学特性可以通过形式验证方法(例如模型检查)自动进行分析。这有助于模型验证过程和新假设的检验,以使模型预测与实验数据保持一致。结果:作者在这项研究中报告了转录调控网络的定性建模和仿真,该转录调控网络控制了模型真核生物酿酒酵母对农用杀菌剂mancozeb的响应。该模型可以分析由mancozeb诱导的控制FLR1基因转录激活的基因的网络的调控水平和活性,该基因被提议通过其作为药物外排泵的假定作用赋予多药耐药性。对网络的正式验证分析使我们能够将模型预测与实验数据相面对,并评估模型对参数排序和基因删除的鲁棒性。结论:这项分析使我们能够更好地了解调节FLR1基因mancozeb反应的机制,并确认了需要新的转录因子来完全激活YAP1的转录。结果是FLR1基因对mancozeb响应的可计算模型,允许在实验验证之前对假设进行快速且经济高效的测试。

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