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Chromatin remodeling in silico: A stochastic model for SWI/SNF

机译:计算机上的染色质重塑:SWI / SNF的随机模型

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Beside their contribution in DNA packaging, histone-core particles modulate the transcription machinery access to the DNA through dynamic chromatin structure. Chromatin remodeling complexes perturb such modulations through diverse mechanisms. SWI/SNF is a well-studied highly conserved chromatin remodeling complex that is ubiquitous across eukaryotes. Rigorous study of experimental observations suggests randomness in dynamics of SWI/SNF in cis chromatin remodeling process. In this work we propose a stochastic computational model that captures such fluctuations. We incorporate the physiological properties of the process through parametric microevents. Each microevent is then associated with a stochastic model that couples its random temporal and spatial dynamics with the energy landscape of the remodeling process. We further show that DNA sequence stacks and friction force have negligible effect on chromatin remodeling. Our approach shows a promising approximation to the force impinged on the DNA by the SWI/SNF complex. We validate our model predictions with several experimental data sets. The proposed model suggest that the in cis translocation rate of histone-core particle follows a Gamma distribution. By carefully analyzing the simulation results we conjecture that SWI/SNF chromatin remodeling has low energy efficiency (<0.30). We use our model to recapitulate the dynamics of the parallel remodeling processes that occur in close proximity across a typical eukaryotic genome. Our results suggest that the orchestrated chromatin remodeling makes few kilobase-pairs of the DNA accessible to the transcription machinery in a timely manner.
机译:除了在DNA包装中的作用外,组蛋白核心颗粒还通过动态染色质结构调节转录机制对DNA的访问。染色质重塑复合物通过多种机制干扰这种调节。 SWI / SNF是一种经过充分研究的高度保守的染色质重塑复合物,在整个真核生物中都普遍存在。对实验观察结果的严格研究表明,SWI / SNF在顺式染色质重塑过程中具有随机性。在这项工作中,我们提出了一种捕获此类波动的随机计算模型。我们通过参数微事件整合了过程的生理特性。然后,每个微事件都与一个随机模型相关联,该模型将其随机时空动态与重构过程的能量格局耦合在一起。我们进一步表明,DNA序列堆栈和摩擦力对染色质重塑的影响可忽略不计。我们的方法显示了SWI / SNF复合物对DNA施加的作用力的有希望的近似值。我们使用几个实验数据集来验证模型预测。提出的模型表明,组蛋白核心颗粒的顺式易位率遵循Gamma分布。通过仔细分析仿真结果,我们推测SWI / SNF染色质重塑具有较低的能量效率(<0.30)。我们使用我们的模型来概括发生在典型的真核生物基因组中非常接近的平行重塑过程的动力学。我们的结果表明,精心安排的染色质重塑使得转录机制中的几千个碱基对的DNA可以及时地进入转录机制。

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