一种针对存在生化时间延迟和分子噪声情况下的基因网络的系统分子电路设计方法。
A systematic molecular circuit design method for gene networks under biochemical time delays and molecular noises.
作者信息
Chen Bor-Sen, Chang Yu-Te
机构信息
Department of Electrical Engineering, National Tsing Hua University, Hsinchu, Taiwan, ROC.
出版信息
BMC Syst Biol. 2008 Nov 27;2:103. doi: 10.1186/1752-0509-2-103.
BACKGROUND
Gene networks in nanoscale are of nonlinear stochastic process. Time delays are common and substantial in these biochemical processes due to gene transcription, translation, posttranslation protein modification and diffusion. Molecular noises in gene networks come from intrinsic fluctuations, transmitted noise from upstream genes, and the global noise affecting all genes. Knowledge of molecular noise filtering and biochemical process delay compensation in gene networks is crucial to understand the signal processing in gene networks and the design of noise-tolerant and delay-robust gene circuits for synthetic biology.
RESULTS
A nonlinear stochastic dynamic model with multiple time delays is proposed for describing a gene network under process delays, intrinsic molecular fluctuations, and extrinsic molecular noises. Then, the stochastic biochemical processing scheme of gene regulatory networks for attenuating these molecular noises and compensating process delays is investigated from the nonlinear signal processing perspective. In order to improve the robust stability for delay toleration and noise filtering, a robust gene circuit for nonlinear stochastic time-delay gene networks is engineered based on the nonlinear robust Hinfinity stochastic filtering scheme. Further, in order to avoid solving these complicated noise-tolerant and delay-robust design problems, based on Takagi-Sugeno (T-S) fuzzy time-delay model and linear matrix inequalities (LMIs) technique, a systematic gene circuit design method is proposed to simplify the design procedure.
CONCLUSION
The proposed gene circuit design method has much potential for application to systems biology, synthetic biology and drug design when a gene regulatory network has to be designed for improving its robust stability and filtering ability of disease-perturbed gene network or when a synthetic gene network needs to perform robustly under process delays and molecular noises.
背景
纳米尺度的基因网络是非线性随机过程。由于基因转录、翻译、翻译后蛋白质修饰和扩散,这些生化过程中时间延迟普遍且显著。基因网络中的分子噪声来自内在波动、上游基因传递的噪声以及影响所有基因的全局噪声。了解基因网络中的分子噪声过滤和生化过程延迟补偿对于理解基因网络中的信号处理以及设计用于合成生物学的抗噪声和延迟鲁棒基因电路至关重要。
结果
提出了一个具有多个时间延迟的非线性随机动态模型,用于描述在过程延迟、内在分子波动和外在分子噪声下的基因网络。然后,从非线性信号处理的角度研究了基因调控网络衰减这些分子噪声和补偿过程延迟的随机生化处理方案。为了提高延迟容忍和噪声过滤的鲁棒稳定性,基于非线性鲁棒无穷随机滤波方案设计了一种用于非线性随机时滞基因网络的鲁棒基因电路。此外,为了避免解决这些复杂的抗噪声和延迟鲁棒设计问题,基于Takagi-Sugeno(T-S)模糊时滞模型和线性矩阵不等式(LMI)技术,提出了一种系统的基因电路设计方法以简化设计过程。
结论
当必须设计基因调控网络以提高其对疾病扰动基因网络的鲁棒稳定性和过滤能力时,或者当合成基因网络需要在过程延迟和分子噪声下稳健运行时,所提出的基因电路设计方法在系统生物学、合成生物学和药物设计中具有很大的应用潜力。
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