Warren Patrick B, ten Wolde Pieter Rein
Unilever R&D, Port Sunlight, Bebington, Wirral CH63 3JW, United Kingdom.
J Phys Chem B. 2005 Apr 14;109(14):6812-23. doi: 10.1021/jp045523y.
We study by mean-field analysis and stochastic simulations chemical models for genetic toggle switches formed from pairs of genes that mutually repress each other. To determine the stability of the genetic switches, we make a connection with reactive flux theory and transition state theory. The switch stability is characterized by a well-defined lifetime tau. We find that tau grows exponentially with the mean number N of transcription factor molecules involved in the switching. In the regime accessible to direct numerical simulations, the growth law is well-characterized by tau approximately N(alpha) exp(bN), where alpha and b are parameters. The switch stability is decreased by phenomena that increase the noise in gene expression, such as the production of multiple copies of a protein from a single mRNA transcript (shot noise) and fluctuations in the number of proteins produced per transcript. However, robustness against biochemical noise can be drastically enhanced by arranging the transcription factor binding domains on the DNA such that competing transcription factors mutually exclude each other on the DNA. We also elucidate the origin of the enhanced stability of the exclusive switch with respect to that of the general switch; while the kinetic prefactor is roughly the same for both switches, the "barrier" for flipping the switch is significantly higher for the exclusive switch than that for the general switch.
我们通过平均场分析和随机模拟研究了由相互抑制的基因对形成的遗传开关的化学模型。为了确定遗传开关的稳定性,我们将其与反应通量理论和过渡态理论建立联系。开关稳定性由明确的寿命τ来表征。我们发现,τ随参与开关转换的转录因子分子平均数N呈指数增长。在直接数值模拟可及的范围内,增长规律可很好地用τ≈N(α) exp(bN)来表征,其中α和b是参数。增加基因表达噪声的现象会降低开关稳定性,比如从单个mRNA转录本产生多个蛋白质拷贝(散粒噪声)以及每个转录本产生的蛋白质数量的波动。然而,通过在DNA上排列转录因子结合结构域,使竞争性转录因子在DNA上相互排斥,可大幅增强对生化噪声的鲁棒性。我们还阐明了排他性开关相对于普通开关稳定性增强的起源;虽然两个开关的动力学前置因子大致相同,但排他性开关翻转开关的“势垒”比普通开关的要高得多。