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Avoiding False Positive Conclusions in Molecular Simulation: The Importance of Replicas

机译:避免在分子模拟中的假阳性结论:复制品的重要性

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Molecular simulations are a computational technique used to investigate the dynamics of proteins and other molecules. The free energy landscape of these simulations is often rugged, and minor differences in the initial velocities, floating-point precision, or underlying hardware can cause identical simulations (replicas) to take different paths in the landscape. In this study we investigated the magnitude of these effects based on 310 000 ns of simulation time. We performed 100 identically parametrized replicas of 3000 ns each for a small 10 amino acid system as well as 100 identically parametrized replicas of 100 ns each for an 827 residue T-cell receptor/MHC system. Comparing randomly chosen subgroups within these replica sets, we estimated the reproducibility and reliability that can be achieved by a given number of replicas at a given simulation time. These results demonstrate that conclusions drawn from single simulations are often not reproducible and that conclusions drawn from multiple shorter replicas are more reliable than those from a single longer simulation. The actual number of replicas needed will always depend on the question asked and the level of reliability sought. On the basis of our data, it appears that a good rule of thumb is to perform a minimum of five to 10 replicas.
机译:分子模拟是用于研究蛋白质和其他分子的动态的计算技术。这些模拟的自由能量景观通常是坚固耐用的,并且初始速度,浮点精度或底层硬件的微小差异可能导致相同的模拟(副本)在景观中采取不同的路径。在这项研究中,我们根据310 000 ns的模拟时间调查了这些效应的大小。我们进行了100个相同的3000ns的参数化复制品,每个用于小的10个氨基酸系统以及100个相同的100ns的参数化复制品,每个用于827残基T细胞受体/ MHC系统。在这些副本集中的随机选择的子组比较,我们估计了在给定模拟时间的给定数量的副本可以实现的再现性和可靠性。这些结果表明,从单一模拟中得出的结论通常不会再现,并且从多个较短的副本中得出的结论比从单个较长的模拟中更可靠。所需的实际副本数量将始终取决于所要求的问题和可靠性的级别所寻求的。在我们的数据的基础上,似乎是一个很好的拇指规则是至少执行五到10个副本。

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