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Information processing by simple molecular motifs and susceptibility to noise

机译:通过简单的分子基序和易受噪声影响的信息处理

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摘要

Biological organisms rely on their ability to sense and respond appropriately to their environment. The molecular mechanisms that facilitate these essential processes are however subject to a range of random effects and stochastic processes, which jointly affect the reliability of information transmission between receptors and, for example, the physiological downstream response. Information is mathematically defined in terms of the entropy; and the extent of information flowing across an information channel or signalling system is typically measured by the ‘mutual information’, or the reduction in the uncertainty about the output once the input signal is known. Here, we quantify how extrinsic and intrinsic noise affects the transmission of simple signals along simple motifs of molecular interaction networks. Even for very simple systems, the effects of the different sources of variability alone and in combination can give rise to bewildering complexity. In particular, extrinsic variability is apt to generate ‘apparent’ information that can, in extreme cases, mask the actual information that for a single system would flow between the different molecular components making up cellular signalling pathways. We show how this artificial inflation in apparent information arises and how the effects of different types of noise alone and in combination can be understood.
机译:生物有机体依靠其感知和适当响应其环境的能力。然而,促进这些基本过程的分子机制受到一系列随机效应和随机过程的影响,这些随机过程和随机过程共同影响受体之间信息传输的可靠性以及例如生理下游反应。信息在数学上是根据熵来定义的;信息通道或信令系统中流过的信息的范围通常由“互信息”来衡量,或者一旦知道输入信号就可以减少输出不确定性。在这里,我们量化外部噪声和固有噪声如何影响简单信号沿分子相互作用网络的简单图案的传输。即使对于非常简单的系统,单独或组合使用不同的可变性源也会产生令人困惑的复杂性。特别是,外部变异易于生成“表观”信息,在极端情况下,这些信息可以掩盖单个系统在组成细胞信号传导途径的不同分子组分之间流动的实际信息。我们展示了明显信息中的这种人为膨胀是如何产生的,以及如何单独或组合地理解不同类型噪声的影响。

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