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反馈对时变信号信息传输保真度的影响。

Effect of feedback on the fidelity of information transmission of time-varying signals.

作者信息

de Ronde Wiet Hendrik, Tostevin Filipe, ten Wolde Pieter Rein

机构信息

FOM Institute for Atomic and Molecular Physics, Science Park 104, 1098 XG Amsterdam, The Netherlands.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2010 Sep;82(3 Pt 1):031914. doi: 10.1103/PhysRevE.82.031914. Epub 2010 Sep 24.

Abstract

Living cells are continually exposed to environmental signals that vary in time. These signals are detected and processed by biochemical networks, which are often highly stochastic. To understand how cells cope with a fluctuating environment, we therefore have to understand how reliably biochemical networks can transmit time-varying signals. To this end, we must understand both the noise characteristics and the amplification properties of networks. In this paper, we use information theory to study how reliably signaling cascades employing autoregulation and feedback can transmit time-varying signals. We calculate the frequency dependence of the gain-to-noise ratio, which reflects how reliably a network transmits signals at different frequencies. We find that the gain-to-noise ratio may differ qualitatively from the power spectrum of the output, showing that the latter does not directly reflect signaling performance. Moreover, we find that autoactivation and autorepression increase and decrease the gain-to-noise ratio for all of frequencies, respectively. Positive feedback specifically enhances information transmission at low frequencies, while negative feedback increases signal fidelity at high frequencies. Our analysis not only elucidates the role of autoregulation and feedback in naturally occurring biological networks, but also reveals design principles that can be used for the reliable transmission of time-varying signals in synthetic gene circuits.

摘要

活细胞不断暴露于随时间变化的环境信号中。这些信号由生化网络进行检测和处理,而生化网络通常具有高度的随机性。为了理解细胞如何应对波动的环境,我们因此必须了解生化网络能够多可靠地传输随时间变化的信号。为此,我们必须了解网络的噪声特性和放大特性。在本文中,我们运用信息论来研究采用自调节和反馈的信号级联能够多可靠地传输随时间变化的信号。我们计算增益噪声比的频率依赖性,它反映了网络在不同频率下传输信号的可靠程度。我们发现增益噪声比在性质上可能与输出的功率谱不同,这表明后者并不能直接反映信号传输性能。此外,我们发现自激活和自抑制分别在所有频率下提高和降低增益噪声比。正反馈特别增强低频处的信息传输,而负反馈提高高频处的信号保真度。我们的分析不仅阐明了自调节和反馈在自然存在的生物网络中的作用,还揭示了可用于在合成基因电路中可靠传输随时间变化信号的设计原则。

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