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果蝇 Or59b 嗅觉受体基因调控的热力学模型。

Thermodynamic model of gene regulation for the Or59b olfactory receptor in Drosophila.

机构信息

Department of Electrical Engineering, Linköping University, Linköping, Sweden.

Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden.

出版信息

PLoS Comput Biol. 2019 Jan 17;15(1):e1006709. doi: 10.1371/journal.pcbi.1006709. eCollection 2019 Jan.

Abstract

Complex eukaryotic promoters normally contain multiple cis-regulatory sequences for different transcription factors (TFs). The binding patterns of the TFs to these sites, as well as the way the TFs interact with each other and with the RNA polymerase (RNAp), lead to combinatorial problems rarely understood in detail, especially under varying epigenetic conditions. The aim of this paper is to build a model describing how the main regulatory cluster of the olfactory receptor Or59b drives transcription of this gene in Drosophila. The cluster-driven expression of this gene is represented as the equilibrium probability of RNAp being bound to the promoter region, using a statistical thermodynamic approach. The RNAp equilibrium probability is computed in terms of the occupancy probabilities of the single TFs of the cluster to the corresponding binding sites, and of the interaction rules among TFs and RNAp, using experimental data of Or59b expression to tune the model parameters. The model reproduces correctly the changes in RNAp binding probability induced by various mutation of specific sites and epigenetic modifications. Some of its predictions have also been validated in novel experiments.

摘要

复杂真核生物启动子通常包含多个顺式调控序列,用于不同转录因子(TFs)的结合。TFs 与这些位点的结合模式,以及 TFs 之间相互作用的方式以及与 RNA 聚合酶(RNAp)的相互作用,导致组合问题很少被详细理解,尤其是在不同的表观遗传条件下。本文的目的是建立一个模型,描述嗅觉受体 Or59b 的主要调控簇如何驱动果蝇中该基因的转录。使用统计热力学方法,将该基因的簇驱动表达表示为 RNAp 结合到启动子区域的平衡概率。RNAp 平衡概率是根据簇的单个 TF 对相应结合位点的占有率概率以及 TF 和 RNAp 之间的相互作用规则计算的,使用 Or59b 表达的实验数据来调整模型参数。该模型正确地再现了特定位点的各种突变和表观遗传修饰所诱导的 RNAp 结合概率的变化。其一些预测也在新的实验中得到了验证。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d7ae/6353224/6b047c01245f/pcbi.1006709.g001.jpg

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