Suppr超能文献

信息论在生化信号系统中的应用。

The application of information theory to biochemical signaling systems.

机构信息

Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA.

出版信息

Phys Biol. 2012 Aug;9(4):045011. doi: 10.1088/1478-3975/9/4/045011. Epub 2012 Aug 7.

Abstract

Cell signaling can be thought of fundamentally as an information transmission problem in which chemical messengers relay information about the external environment to the decision centers within a cell. Due to the biochemical nature of cellular signal transduction networks, molecular noise will inevitably limit the fidelity of any messages received and processed by a cell's signal transduction networks, leaving it with an imperfect impression of its environment. Fortunately, Shannon's information theory provides a mathematical framework independent of network complexity that can quantify the amount of information that can be transmitted despite biochemical noise. In particular, the channel capacity can be used to measure the maximum number of stimuli a cell can distinguish based upon the noisy responses of its signaling systems. Here, we provide a primer for quantitative biologists that covers fundamental concepts of information theory, highlights several key considerations when experimentally measuring channel capacity, and describes successful examples of the application of information theoretic analysis to biological signaling.

摘要

细胞信号可以被认为从根本上是一个信息传递问题,其中化学信使将关于外部环境的信息中继到细胞内的决策中心。由于细胞信号转导网络的生化性质,分子噪声不可避免地会限制细胞信号转导网络接收到和处理的任何信息的保真度,使细胞对其环境的印象不完美。幸运的是,香农信息论提供了一个独立于网络复杂性的数学框架,可以量化可以传输的信息量,尽管存在生化噪声。具体来说,信道容量可用于测量细胞能够区分的最大刺激数量,这是基于其信号系统的噪声响应。在这里,我们为定量生物学家提供了一个入门指南,涵盖了信息论的基本概念,强调了在实验测量信道容量时需要考虑的几个关键因素,并描述了信息论分析在生物信号中的应用的成功示例。

相似文献

1
The application of information theory to biochemical signaling systems.信息论在生化信号系统中的应用。
Phys Biol. 2012 Aug;9(4):045011. doi: 10.1088/1478-3975/9/4/045011. Epub 2012 Aug 7.
2
Information theory and the ethylene genetic network.信息论与乙烯遗传网络。
Plant Signal Behav. 2011 Oct;6(10):1483-98. doi: 10.4161/psb.6.10.16424. Epub 2011 Oct 1.
4
Analysis of cellular signal transduction from an information theoretic approach.从信息论方法分析细胞信号转导。
Semin Cell Dev Biol. 2016 Mar;51:24-31. doi: 10.1016/j.semcdb.2015.12.011. Epub 2015 Dec 19.
7
Fundamental trade-offs between information flow in single cells and cellular populations.单细胞和细胞群体中信息流的基本权衡。
Proc Natl Acad Sci U S A. 2017 May 30;114(22):5755-5760. doi: 10.1073/pnas.1615660114. Epub 2017 May 12.

引用本文的文献

4
Oncogenic PIK3CA corrupts growth factor signaling specificity.致癌性PIK3CA破坏生长因子信号特异性。
Mol Syst Biol. 2025 Feb;21(2):126-157. doi: 10.1038/s44320-024-00078-x. Epub 2024 Dec 20.
5
Dynamics of positional information in the vertebrate neural tube.脊椎动物神经管中位置信息的动态变化
J R Soc Interface. 2024 Dec;21(221):20240414. doi: 10.1098/rsif.2024.0414. Epub 2024 Dec 11.
10
Epigenetics as a mediator of plasticity in cancer.表观遗传学作为癌症可塑性的介体。
Science. 2023 Feb 10;379(6632):eaaw3835. doi: 10.1126/science.aaw3835.

本文引用的文献

1
Positional information, in bits.位置信息,以位为单位。
Proc Natl Acad Sci U S A. 2013 Oct 8;110(41):16301-8. doi: 10.1073/pnas.1315642110. Epub 2013 Oct 2.
3
Information transduction capacity of noisy biochemical signaling networks.噪声生化信号网络的信息传递能力。
Science. 2011 Oct 21;334(6054):354-8. doi: 10.1126/science.1204553. Epub 2011 Sep 15.
4
Information theory based approaches to cellular signaling.基于信息论的细胞信号传导研究方法。
Biochim Biophys Acta. 2011 Oct;1810(10):924-32. doi: 10.1016/j.bbagen.2011.07.009. Epub 2011 Jul 23.
5
Communication theory and multicellular biology.通信理论与多细胞生物学。
Integr Biol (Camb). 2011 Apr;3(4):350-67. doi: 10.1039/c0ib00117a. Epub 2011 Mar 22.
6
Strategies for cellular decision-making.细胞决策策略。
Mol Syst Biol. 2009;5:326. doi: 10.1038/msb.2009.83. Epub 2009 Nov 17.
7
Optimizing information flow in small genetic networks.优化小型遗传网络中的信息流。
Phys Rev E Stat Nonlin Soft Matter Phys. 2009 Sep;80(3 Pt 1):031920. doi: 10.1103/PhysRevE.80.031920. Epub 2009 Sep 29.
8
The information capacity of nerve cells using a frequency code.使用频率编码的神经细胞的信息容量。
Biophys J. 1967 Nov;7(6):797-826. doi: 10.1016/S0006-3495(67)86623-2. Epub 2008 Dec 31.
10
Information capacity of genetic regulatory elements.遗传调控元件的信息容量。
Phys Rev E Stat Nonlin Soft Matter Phys. 2008 Jul;78(1 Pt 1):011910. doi: 10.1103/PhysRevE.78.011910. Epub 2008 Jul 21.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验