Wang Xiao, Hao Nan, Dohlman Henrik G, Elston Timothy C
Department of Statistics and Operations Research, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599-7365, USA.
Biophys J. 2006 Mar 15;90(6):1961-78. doi: 10.1529/biophysj.105.073874. Epub 2005 Dec 16.
Signaling pathways respond to stimuli in a variety of ways, depending on the magnitude of the input and the physiological status of the cell. For instance, yeast can respond to pheromone stimulation in either a binary or graded fashion. Here we present single cell transcription data indicating that a transient binary response in which all cells eventually become activated is typical. Stochastic modeling of the biochemical steps that regulate activation of the mitogen-activated protein kinase Fus3 reveals that this portion of the pathway can account for the graded-to-binary conversion. To test the validity of the model, genetic approaches are used to alter expression levels of Msg5 and Ste7, two of the proteins that negatively and positively regulate Fus3, respectively. Single cell measurements of the genetically altered cells are shown to be consistent with predictions of the model. Finally, computational modeling is used to investigate the effects of protein turnover on the response of the pathway. We demonstrate that the inclusion of protein turnover can lead to sustained oscillations of protein concentrations in the absence of feedback regulation. Thus, protein turnover can profoundly influence the output of a signaling pathway.
信号通路根据输入的强度和细胞的生理状态,以多种方式对刺激做出反应。例如,酵母可以以二元或分级的方式对信息素刺激做出反应。在这里,我们展示了单细胞转录数据,表明所有细胞最终都会被激活的瞬时二元反应是典型的。对调节丝裂原活化蛋白激酶Fus3激活的生化步骤进行随机建模,结果表明该通路的这一部分可以解释从分级到二元的转换。为了测试模型的有效性,采用遗传学方法改变Msg5和Ste7的表达水平,这两种蛋白分别对Fus3起负调控和正调控作用。对基因改变后的细胞进行单细胞测量,结果显示与模型预测一致。最后,利用计算建模来研究蛋白质周转对通路反应的影响。我们证明,在没有反馈调节的情况下,纳入蛋白质周转会导致蛋白质浓度的持续振荡。因此,蛋白质周转可以深刻影响信号通路的输出。