细胞代谢中的端到端分子通信通道:一个信息论研究

Zahmeeth Sakkaff, Jennie L. Catlett, Mikaela Cashman, M. Pierobon, Nicole R. Buan, Myra B. Cohen, C. Kelley
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引用次数: 10

摘要

控制和微调生物细胞行为的机会是许多不同学科的一个迷人的可能性,从医学和生态学,到化学工业和太空探索。虽然合成生物学提供了从遗传密码中重新编程细胞行为的新工具,但在它成为一门真正的工程学科之前,还需要解决许多挑战,比如可靠性、安全性、可重复性和稳定性。本文旨在了解自然(非工程)生物细胞行为可控性的限制。重点是细胞代谢及其自然调节机制,以及它们根据外部环境的化学特性进行反应和改变的能力。为了理解上述这种能力的局限性,分子通信被用来将生物细胞抽象为一系列通道,这些通道将细胞外环境的化学成分信息传播到细胞对化合物的摄取和消耗以及生长速度方面的行为。这提供了一个信息论框架来分析这些信道传播信息的能力上限,这是基于一种众所周知的计算效率高的代谢模拟技术。对两种人类肠道微生物进行了数值研究,其中估计了不同环境化合物的上限,显示了未来实际应用的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
End-to-end molecular communication channels in cell metabolism: an information theoretic study
The opportunity to control and fine-tune the behavior of biological cells is a fascinating possibility for many diverse disciplines, ranging from medicine and ecology, to chemical industry and space exploration. While synthetic biology is providing novel tools to reprogram cell behavior from their genetic code, many challenges need to be solved before it can become a true engineering discipline, such as reliability, safety assurance, reproducibility and stability. This paper aims to understand the limits in the controllability of the behavior of a natural (non-engineered) biological cell. In particular, the focus is on cell metabolism, and its natural regulation mechanisms, and their ability to react and change according to the chemical characteristics of the external environment. To understand the aforementioned limits of this ability, molecular communication is used to abstract biological cells into a series of channels that propagate information on the chemical composition of the extracellular environment to the cell's behavior in terms of uptake and consumption of chemical compounds, and growth rate. This provides an information-theoretic framework to analyze the upper bound limit to the capacity of these channels to propagate information, which is based on a well-known and computationally efficient metabolic simulation technique. A numerical study is performed on two human gut microbes, where the upper bound is estimated for different environmental compounds, showing there is a potential for future practical applications.
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