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Probability distributions for multimeric systems

机译:多聚体系统的概率分布

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摘要

We propose a fast and accurate method of obtaining the equilibrium mono-modal joint probability distributions for multimeric systems. The method necessitates only two assumptions: the copy number of all species of molecule may be treated as continuous; and, the probability density functions (pdf) are well-approximated by multivariate skew normal distributions (MSND). Starting from the master equation, we convert the problem into a set of equations for the statistical moments which are then expressed in terms of the parameters intrinsic to the MSND. Using an optimization package on Mathematica, we minimize a Euclidian distance function comprising of a sum of the squared difference between the left and the right hand sides of these equations. Comparison of results obtained via our method with those rendered by the Gillespie algorithm demonstrates our method to be highly accurate as well as efficient.
机译:我们提出了一种快速,准确的方法来获得多聚体系统的平衡单峰联合概率分布。该方法仅需要两个假设:可以将所有分子种类的拷贝数视为连续的。并且,概率密度函数(pdf)由多元偏斜正态分布(MSND)很好地近似。从主方程开始,我们将问题转换为统计矩的一组方程,然后以MSND固有参数表示。使用Mathematica上的优化程序包,我们最小化了一个欧几里得距离函数,该函数包含这些方程式左右两边的平方差之和。通过我们的方法获得的结果与Gillespie算法提供的结果进行比较,证明了我们的方法既准确又高效。

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