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

机译:信号通路中噪声放大改善的信息提取和解码机制研究

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摘要

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.
机译:细胞需要处理有关细胞外刺激的信息。他们对信息进行编码,传输和解码,以引起适当的响应。旨在了解如何在信号传导途径中解码此类信息以产生特定细胞应答的研究已变得至关重要。真核细胞通过两种不同的机制解码信息:前馈环和启动子亲和力。在这里,我们研究这两种机制如何改善信息传输。在MAPK / ERK路径的随机模型与随机最小解码模型之间进行了详细的比较。计算了最大可传输信息量。结果表明,MAPK / ERK通路的解码机制提高了信道容量,因为它的作用就像一个噪声放大器。我们显示出噪声放大与提取的信息量之间存在正相关关系。此外,我们表明可以调整外部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可以通过放大和添加噪声的过程来提取信息。此外,当两种解码机制都被耦合时,信道容量被增强。总之,这些发现暗示了解码机制如何改善信息传输的新颖特征。

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