Sartori Pablo, Tu Yuhai
Max Planck Institute of Complex Systems.
J Stat Phys. 2011 Apr 1;142(6):1206-1217. doi: 10.1007/s10955-011-0169-z.
Two distinct mechanisms for filtering noise in an input signal are identified in a class of adaptive sensory networks. We find that the high-frequency noise is filtered by the output degradation process through time-averaging; while the low-frequency noise is damped by adaptation through negative feedback. Both filtering processes themselves introduce intrinsic noises, which are found to be unfiltered and can thus amount to a significant internal noise floor even without signaling. These results are applied to E. coli chemotaxis. We show unambiguously that the molecular mechanism for the Berg-Purcell time-averaging scheme is the dephosphorylation of the response regulator CheY-P, not the receptor adaptation process as previously suggested. The high-frequency noise due to the stochastic ligand binding-unbinding events and the random ligand molecule diffusion is averaged by the CheY-P dephosphorylation process to a negligible level in E. coli. We identify a previously unstudied noise source caused by the random motion of the cell in a ligand gradient. We show that this random walk induced signal noise has a divergent low-frequency component, which is only rendered finite by the receptor adaptation process. For gradients within the E. coli sensing range, this dominant external noise can be comparable to the significant intrinsic noise in the system. The dependence of the response and its fluctuations on the key time scales of the system are studied systematically. We show that the chemotaxis pathway may have evolved to optimize gradient sensing, strong response, and noise control in different time scales.
在一类自适应传感网络中,确定了两种用于过滤输入信号中噪声的不同机制。我们发现,高频噪声通过输出降解过程进行时间平均来过滤;而低频噪声则通过负反馈适应来衰减。这两种过滤过程本身都会引入固有噪声,发现这些固有噪声未被过滤,因此即使在没有信号传递的情况下也可能构成显著的内部噪声底限。这些结果应用于大肠杆菌趋化作用。我们明确表明,伯格 - 珀塞尔时间平均方案的分子机制是响应调节因子CheY - P的去磷酸化,而不是如先前所认为的受体适应过程。在大肠杆菌中,由随机配体结合 - 解离事件和随机配体分子扩散引起的高频噪声通过CheY - P去磷酸化过程平均到可忽略的水平。我们识别出一种先前未研究过的由细胞在配体梯度中的随机运动引起的噪声源。我们表明,这种随机游走诱导的信号噪声具有发散的低频成分,只有通过受体适应过程才能使其变为有限值。对于大肠杆菌传感范围内的梯度,这种主要的外部噪声可能与系统中显著的固有噪声相当。系统地研究了响应及其波动对系统关键时间尺度的依赖性。我们表明,趋化途径可能已经进化以在不同时间尺度上优化梯度传感、强响应和噪声控制。