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基因级联中的信息传播。

Information propagation in a noisy gene cascade.

机构信息

Departamento de Física, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Argentine.

Centro Regional de Estudios Genómicos, Universidad Nacional de La Plata, CONICET, Argentine.

出版信息

Phys Rev E. 2017 Jul;96(1-1):012403. doi: 10.1103/PhysRevE.96.012403. Epub 2017 Jul 5.

Abstract

We use information theory to study the information transmission through a simple gene cascade where the product of an unregulated gene regulates the expression activity of a cooperative genetic switch. While the input signal is provided by the upstream gene with two states, we consider that the expression of downstream gene is controlled by a cis-regulatory system with three binding sites for the regulator product, which can bind cooperatively. By computing exactly the associated probability distributions, we estimate information transmission thought the mutual information measure. We found that the mutual information associated with unimodal input signal is lower than the associated with bimodal inputs. We also observe that mutual information presents a maximum in the cooperativity intensity, and the position of this maximum depends on the kinetic rates of the promoter. Furthermore, we found that the bursting dynamics of the input signal can enhance the information transmission capacity.

摘要

我们利用信息论来研究通过一个简单的基因级联进行信息传递的过程,其中一个不受调控的基因的产物调节一个合作的遗传开关的表达活性。虽然输入信号由具有两种状态的上游基因提供,但我们考虑下游基因的表达受顺式调控系统控制,该系统有三个结合位点可与调节剂产物协同结合。通过精确计算相关的概率分布,我们使用互信息测度来估计通过相互作用的信息传输。我们发现,与双峰输入相比,单峰输入的互信息较低。我们还观察到,互信息在协同强度上存在最大值,并且该最大值的位置取决于启动子的动力学速率。此外,我们发现输入信号的爆发动力学可以增强信息传输能力。

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