Department of Chemistry, University of California, Irvine, California92697, United States.
Departments of Sociology, Statistics, Computer Science, and EECS, University of California, Irvine, California92697, United States.
J Phys Chem B. 2023 Jan 26;127(3):685-697. doi: 10.1021/acs.jpcb.2c07672. Epub 2023 Jan 13.
Network Hamiltonian models (NHMs) are a framework for topological coarse-graining of protein-protein interactions, in which each node corresponds to a protein, and edges are drawn between nodes representing proteins that are noncovalently bound. Here, this framework is applied to aggregates of γD-crystallin, a structural protein of the eye lens implicated in cataract disease. The NHMs in this study are generated from atomistic simulations of equilibrium distributions of wild-type and the cataract-causing variant W42R in solution, performed by Wong, E. K.; Prytkova, V.; Freites, J. A.; Butts, C. T.; Tobias, D. J. Molecular Mechanism of Aggregation of the Cataract-Related γD-Crystallin W42R Variant from Multiscale Atomistic Simulations. , (), 3691-3699. Network models are shown to successfully reproduce the aggregate size and structure observed in the atomistic simulation, and provide information about the transient protein-protein interactions therein. The system size is scaled from the original 375 monomers to a system of 10000 monomers, revealing a lowering of the upper tail of the aggregate size distribution of the W42R variant. Extrapolation to higher and lower concentrations is also performed. These results provide an example of the utility of NHMs for coarse-grained simulation of protein systems, as well as their ability to scale to large system sizes and high concentrations, reducing computational costs while retaining topological information about the system.
网络哈密顿模型(NHMs)是一种对蛋白质-蛋白质相互作用进行拓扑粗粒化的框架,其中每个节点对应一个蛋白质,而代表非共价结合的蛋白质的节点之间存在边。在这里,该框架被应用于γD-晶状体蛋白聚集体的研究,γD-晶状体蛋白是眼睛晶状体的一种结构蛋白,与白内障疾病有关。在这项研究中,NHMs 是根据 Wong, E. K.; Prytkova, V.; Freites, J. A.; Butts, C. T.; Tobias, D. J. 在溶液中对野生型和引起白内障的变体 W42R 的平衡分布进行的原子模拟生成的,Molecular Mechanism of Aggregation of the Cataract-Related γD-Crystallin W42R Variant from Multiscale Atomistic Simulations., (), 3691-3699. 网络模型成功地再现了原子模拟中观察到的聚集体大小和结构,并提供了其中瞬态蛋白质-蛋白质相互作用的信息。将系统大小从原始的 375 个单体缩小到 10000 个单体的系统,揭示了 W42R 变体聚集体大小分布的上限降低。还进行了更高和更低浓度的外推。这些结果提供了 NHMs 用于粗粒化模拟蛋白质系统的有效性的示例,以及它们能够扩展到更大的系统大小和更高的浓度的能力,从而降低计算成本,同时保留系统的拓扑信息。