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基于信号通路中噪声放大改进的信息提取和解码机制。

On Information Extraction and Decoding Mechanisms Improved by Noisy Amplification in Signaling Pathways.

机构信息

Centro de Investigación y de Estudios Avanzados del IPN, Unidad Monterrey, Vía del conocimiento 201, Parque de Investigación e Innovación Tecnológica, 66600, Apodaca, NL, Mexico.

出版信息

Sci Rep. 2019 Oct 7;9(1):14365. doi: 10.1038/s41598-019-50631-0.

Abstract

The cells need to process information about extracellular stimuli. They encode, transmit and decode the information to elicit an appropriate response. Studies aimed at understanding how such information is decoded in the signaling pathways to generate a specific cellular response have become essential. Eukaryotic cells decode information through two different mechanisms: the feed-forward loop and the promoter affinity. Here, we investigate how these two mechanisms improve information transmission. A detailed comparison is made between the stochastic model of the MAPK/ERK pathway and a stochastic minimal decoding model. The maximal amount of transmittable information was computed. The results suggest that the decoding mechanism of the MAPK/ERK pathway improve the channel capacity because it behaves as a noisy amplifier. We show a positive dependence between the noisy amplification and the amount of information extracted. Additionally, we show that the extrinsic noise can be tuned to improve information transmission. This investigation has revealed that the feed-forward loop and the promoter affinity motifs extract information thanks to processes of amplification and noise addition. Moreover, the channel capacity is enhanced when both decoding mechanisms are coupled. Altogether, these findings suggest novel characteristics in how decoding mechanisms improve information transmission.

摘要

细胞需要处理关于细胞外刺激的信息。它们对信息进行编码、传递和解码,以引发适当的反应。旨在理解这种信息如何在信号通路中解码以产生特定细胞反应的研究已变得至关重要。真核细胞通过两种不同的机制来解码信息:前馈环和启动子亲和力。在这里,我们研究了这两种机制如何提高信息传递效率。我们对 MAPK/ERK 途径的随机模型和随机最小解码模型进行了详细比较。计算了可传输信息量的最大值。结果表明,MAPK/ERK 途径的解码机制通过充当噪声放大器来提高信道容量。我们显示出噪声放大与提取信息量之间存在正相关关系。此外,我们还表明可以调整外在噪声以改善信息传输。这项研究表明,前馈环和启动子亲和力基序通过放大和噪声添加过程来提取信息。此外,当两种解码机制耦合时,信道容量会增强。总之,这些发现表明解码机制提高信息传输效率具有新的特点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a73d/6779762/7e86a5e04fe9/41598_2019_50631_Fig1_HTML.jpg

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