Information Processing in Biochemical Networks

系统生物学 信息论 计算机科学 串扰 生命系统 信息处理 复制 数据科学 合成生物学 计算生物学 生物 理论计算机科学 人工智能 神经科学 物理 遗传学 统计 数学 光学
作者
Gašper Tkačik,Pieter Rein ten Wolde
出处
期刊:Annual Review of Biophysics [Annual Reviews]
标识
DOI:10.1146/annurev-biophys-060524-102720
摘要

Living systems are characterized by controlled flows of matter, energy, and information. While the biophysics community has productively engaged with the first two, addressing information flows has been more challenging, with some scattered success in evolutionary theory and a more coherent track record in neuroscience. Nevertheless, interdisciplinary work of the past two decades at the interface of biophysics, quantitative biology, and engineering has led to an emerging mathematical language for describing information flows at the molecular scale. This is where the central processes of life unfold: from detection and transduction of environmental signals to the readout or copying of genetic information and the triggering of adaptive cellular responses. Such processes are coordinated by complex biochemical reaction networks that operate at room temperature, are out of equilibrium, and use low copy numbers of diverse molecular species with limited interaction specificity. Here we review how flows of information through biochemical networks can be formalized using information-theoretic quantities, quantified from data, and computed within various modeling frameworks. Optimization of information flows is presented as a candidate design principle that navigates the relevant time, energy, crosstalk, and metabolic constraints to predict reliable cellular signaling and gene regulation architectures built of individually noisy components.

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