van Mourik Simon, van Dijk Aalt D J, de Gee Maarten, Immink Richard G H, Kaufmann Kerstin, Angenent Gerco C, van Ham Roeland C H J, Molenaar Jaap
Biometris, Plant Sciences Group, Wageningen University and Research Center, Wageningen, The Netherlands.
BMC Syst Biol. 2010 Jul 22;4:101. doi: 10.1186/1752-0509-4-101.
The genetic control of floral organ specification is currently being investigated by various approaches, both experimentally and through modeling. Models and simulations have mostly involved boolean or related methods, and so far a quantitative, continuous-time approach has not been explored.
We propose an ordinary differential equation (ODE) model that describes the gene expression dynamics of a gene regulatory network that controls floral organ formation in the model plant Arabidopsis thaliana. In this model, the dimerization of MADS-box transcription factors is incorporated explicitly. The unknown parameters are estimated from (known) experimental expression data. The model is validated by simulation studies of known mutant plants.
The proposed model gives realistic predictions with respect to independent mutation data. A simulation study is carried out to predict the effects of a new type of mutation that has so far not been made in Arabidopsis, but that could be used as a severe test of the validity of the model. According to our predictions, the role of dimers is surprisingly important. Moreover, the functional loss of any dimer leads to one or more phenotypic alterations.
目前正在通过各种实验方法和建模方法研究花器官特征的遗传控制。模型和模拟大多涉及布尔或相关方法,到目前为止尚未探索定量的连续时间方法。
我们提出了一个常微分方程(ODE)模型,该模型描述了控制模式植物拟南芥花器官形成的基因调控网络的基因表达动态。在这个模型中,明确纳入了MADS盒转录因子的二聚化。未知参数根据(已知的)实验表达数据进行估计。该模型通过对已知突变体植物的模拟研究进行验证。
所提出的模型对独立突变数据给出了现实的预测。进行了一项模拟研究,以预测一种新型突变的影响,这种突变迄今尚未在拟南芥中产生,但可作为对该模型有效性的严格测试。根据我们的预测,二聚体的作用出人意料地重要。此外,任何二聚体的功能丧失都会导致一种或多种表型改变。