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基于聚类的范德瓦尔斯模型流体相图构建方法。

Clustering-based Method for Constructing the Phase Diagram of the Van Der Waals Model Fluid.

作者信息

Pham Dinh Quoc Huy, Anila Midhun Mohan, Chwastyk Mateusz

机构信息

Institute of Physics, Polish Academy of Sciences, Al. Lotników 32/46, 02-668 Warsaw, Poland.

出版信息

Curr Protein Pept Sci. 2025 Jun 16. doi: 10.2174/0113892037360348250528003832.

Abstract

INTRODUCTION

Membraneless organelles, such as nucleoli, stress granules, and P-bodies, are not enclosed by lipid membranes; rather, they are formed through a process known as liquid-liquid phase separation. To fully understand the biophysics behind the formation and regulation of these organelles, knowledge that has significant implications for cellular biology and disease research, the creation of phase diagrams is essential. Phase diagrams help clarify the physical and chemical conditions under which these organelles form, exist, and function within cells. However, methods for creating phase diagrams are often limited when the equation of state is unknown, a challenge that becomes more pronounced with increasing system complexity. While several methods exist to address this issue, their application is not universal.

METHODS

We present a new method based on the SPACEBALL algorithm and cluster size monitoring, which enables the determination of binodal and spinodal line positions by analyzing system clustering during molecular dynamics simulations of a well-studied van der Waals fluid under various conditions.

RESULTS

Based on an analysis of the system's clustering behavior, we constructed the phase diagram for the monoatomic van der Waals fluid simulated at various densities and temperatures, observing that uniformly distributed van der Waals beads aggregate, causing changes in the system's density.

DISCUSSION

Using the generated data, we discuss how a fitting function can be used to determine the binodal line location, and how observations of the system's density fluctuations can be used to determine the spinodal line location and assess the critical temperature.

CONCLUSION

We have presented alternative methods for locating phase boundaries in protein solutions, where the absence of a validated equation of state necessitates innovative approaches and makes traditional methods challenging to apply. Our SPACEBALL-based approach enables the creation of phase diagrams using pure trajectories obtained from molecular dynamics simulations.

摘要

引言

无膜细胞器,如核仁、应激颗粒和P小体,没有被脂质膜包围;相反,它们是通过一种称为液-液相分离的过程形成的。为了全面理解这些细胞器形成和调控背后的生物物理学,这一知识对细胞生物学和疾病研究具有重要意义,绘制相图至关重要。相图有助于阐明这些细胞器在细胞内形成、存在和发挥功能的物理和化学条件。然而,当状态方程未知时,创建相图的方法通常受到限制,随着系统复杂性的增加,这一挑战变得更加突出。虽然有几种方法可以解决这个问题,但它们的应用并不普遍。

方法

我们提出了一种基于SPACEBALL算法和簇大小监测的新方法,该方法通过分析在各种条件下对一种经过充分研究的范德华流体进行分子动力学模拟期间的系统聚类,能够确定双节线和旋节线的位置。

结果

基于对系统聚类行为的分析,我们构建了在不同密度和温度下模拟的单原子范德华流体的相图,观察到均匀分布的范德华珠聚集,导致系统密度发生变化。

讨论

利用生成的数据,我们讨论了如何使用拟合函数来确定双节线的位置,以及如何利用对系统密度波动的观测来确定旋节线的位置并评估临界温度。

结论

我们提出了在蛋白质溶液中定位相边界的替代方法,在缺乏经过验证的状态方程的情况下,需要创新方法,这使得传统方法难以应用。我们基于SPACEBALL的方法能够使用从分子动力学模拟获得的纯轨迹来创建相图。

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