The language of cytokines: Decoding immune signals with information theory

IF 4.3 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY
Sophie Streuber , Emelie Rieneck , Fred Schaper , Anna Dittrich
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引用次数: 0

Abstract

Communication between cells is fundamental for maintaining and restoring homeostasis in multicellular organisms under both physiological and pathological conditions. A variety of mechanisms for encoding, transmitting, and decoding information have evolved. Information theory, originally developed in engineering, has been increasingly applied to dissect how cells process and exchange signals. Yet, biological systems exhibit distinctive properties that pose conceptual and quantitative challenges not encountered in technical systems. In this review, we examine how cellular networks manage and often exploit the intrinsic heterogeneity of cell populations. We discuss how individual cells and cell populations sense cytokine stimulus strength and specificity, and how regulatory proteins shape not only signalling dynamics but also the capacity and robustness of information transmission. From an information theoretical perspective, health can be viewed as a state of efficient and reliable cellular communication, whereas disease reflects the loss or distortion of robust cellular communication. We conclude that information theory offers an intuitive framework for biologists seeking to unravel the principles of cytokine signalling.

Abstract Image

细胞因子的语言:用信息论解码免疫信号。
在生理和病理条件下,细胞间的通讯是维持和恢复多细胞生物体内平衡的基础。各种编码、传输和解码信息的机制已经发展。信息理论最初是在工程学中发展起来的,现在越来越多地应用于分析细胞如何处理和交换信号。然而,生物系统表现出独特的特性,构成了技术系统中没有遇到的概念和定量挑战。在这篇综述中,我们研究了蜂窝网络如何管理和经常利用细胞群体的内在异质性。我们讨论了单个细胞和细胞群如何感知细胞因子刺激的强度和特异性,以及调节蛋白如何不仅塑造信号动力学,而且塑造信息传递的能力和稳健性。从信息理论的角度来看,健康可以被视为一种有效和可靠的细胞通信状态,而疾病则反映了强健的细胞通信的丧失或扭曲。我们的结论是,信息论为生物学家寻求揭示细胞因子信号传导原理提供了一个直观的框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
10.00
自引率
2.00%
发文量
151
审稿时长
44 days
期刊介绍: BBA Molecular Cell Research focuses on understanding the mechanisms of cellular processes at the molecular level. These include aspects of cellular signaling, signal transduction, cell cycle, apoptosis, intracellular trafficking, secretory and endocytic pathways, biogenesis of cell organelles, cytoskeletal structures, cellular interactions, cell/tissue differentiation and cellular enzymology. Also included are studies at the interface between Cell Biology and Biophysics which apply for example novel imaging methods for characterizing cellular processes.
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