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Determining Atomistic SAXS Models of Tri-Ubiquitin Chains from Bayesian Analysis of Accelerated Molecular Dynamics Simulations

机译:从加速分子动力学模拟的贝叶斯分析确定三泛素链的原子SAXS模型

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摘要

Small-angle X-ray scattering (SAXS) has become an increasingly popular technique for characterizing the solution ensemble of flexible biomolecules. However, data resulting from SAXS is typically low-dimensional and is therefore difficult to interpret without additional structural knowledge. In theory, molecular dynamics (MD) trajectories can provide this information, but conventional simulations rarely sample the complete ensemble. Here, we demonstrate that accelerated MD simulations can be used to produce higher quality models in shorter time scales than standard simulations, and we present an iterative Bayesian Monte Carlo method that is able to identify multistate ensembles without overfitting. This methodology is applied to several ubiquitin trimers to demonstrate the effect of linkage type on the solution states of the signaling protein. We observe that the linkage site directly affects the solution flexibility of the trimer and theorize that this difference in plasticity contributes to their disparate roles in vivo.
机译:小角度X射线散射(SAXS)已成为表征柔性生物分子溶液整体特征的一种越来越流行的技术。但是,由SAXS生成的数据通常是低维的,因此如果没有其他结构知识,就很难解释。从理论上讲,分子动力学(MD)轨迹可以提供此信息,但是常规的模拟很少对完整的集合进行采样。在这里,我们证明了加速的MD仿真可以比标准仿真在更短的时间范围内生成更高质量的模型,并且我们提出了一种迭代贝叶斯蒙特卡洛方法,该方法能够识别多态合奏而不会过度拟合。该方法学应用于几种泛素三聚体,以证明键合类型对信号蛋白溶液状态的影响。我们观察到连接位点直接影响三聚体的溶液柔韧性,并得出理论上可塑性的差异有助于它们在体内的不同作用。

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