Majid Jafari, Luca Sagresti, Jian Hu and Kenneth M. Merz Jr.*,
{"title":"Ion-Induced Dipole Interactions Matter in Metadynamics Simulation of Transition Metal Ion Transporters","authors":"Majid Jafari, Luca Sagresti, Jian Hu and Kenneth M. Merz Jr.*, ","doi":"10.1021/acs.jctc.4c0153510.1021/acs.jctc.4c01535","DOIUrl":null,"url":null,"abstract":"<p >Metal transporters play crucial roles in the homeostasis and detoxification of beneficial and toxic metals in the human body. Due to experimental limitations in studying some metal transporters, numerous simulation studies have been conducted to understand the mechanisms of metal transport. However, studying the transport of divalent metal ions across the plasma membrane by metal transporters has been challenging with traditional molecular dynamics (MD) simulations. The metal ions often become trapped inside the transporter due to encountering high energy barriers during the transport process. In this study, we combined a recently developed metadynamics setup, known as well-tempered (WT) volume-based MTD, with the 12-6-4 Lennard-Jones (LJ) model representing transition metal-His/Asp/Glu side chain interactions. We used this approach to investigate the mechanism of action of a Zrt-/Irt-like protein (ZIP) transporter and compared the results with simulations using standard 12-6 LJ parameters for the transition metal-His/Asp/Glu side chain interactions. Our results show that the 12-6-4 LJ model for transition metal-His/Asp/Glu side chain interactions samples conformational space more broadly than the standard 12-6 LJ model for the same interactions in MTD simulations, facilitating the sampling of states that are hard to reach with the standard 12-6 model within the same time scale. This is even more remarkable given the fact that the model is dominated by 12-6 LJ interactions for the majority of the system, while the transition metal-His/Asp/Glu side chain interactions are the only interactions using the 12-6-4 LJ model. Hence, a small subset of interactions significantly modifies the states sampled by the entire protein leading to a more frequent observation of the transport of the transition metal ion. Overall, using 12-6-4 LJ to model the transition metal-His/Asp/Glu side chain interactions increases the potential for discovering additional metastable states by enabling metal ions to traverse more freely along the defined transport pathways.</p>","PeriodicalId":45,"journal":{"name":"Journal of Chemical Theory and Computation","volume":"21 8","pages":"4221–4235 4221–4235"},"PeriodicalIF":5.7000,"publicationDate":"2025-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acs.jctc.4c01535","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Chemical Theory and Computation","FirstCategoryId":"92","ListUrlMain":"https://pubs.acs.org/doi/10.1021/acs.jctc.4c01535","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Metal transporters play crucial roles in the homeostasis and detoxification of beneficial and toxic metals in the human body. Due to experimental limitations in studying some metal transporters, numerous simulation studies have been conducted to understand the mechanisms of metal transport. However, studying the transport of divalent metal ions across the plasma membrane by metal transporters has been challenging with traditional molecular dynamics (MD) simulations. The metal ions often become trapped inside the transporter due to encountering high energy barriers during the transport process. In this study, we combined a recently developed metadynamics setup, known as well-tempered (WT) volume-based MTD, with the 12-6-4 Lennard-Jones (LJ) model representing transition metal-His/Asp/Glu side chain interactions. We used this approach to investigate the mechanism of action of a Zrt-/Irt-like protein (ZIP) transporter and compared the results with simulations using standard 12-6 LJ parameters for the transition metal-His/Asp/Glu side chain interactions. Our results show that the 12-6-4 LJ model for transition metal-His/Asp/Glu side chain interactions samples conformational space more broadly than the standard 12-6 LJ model for the same interactions in MTD simulations, facilitating the sampling of states that are hard to reach with the standard 12-6 model within the same time scale. This is even more remarkable given the fact that the model is dominated by 12-6 LJ interactions for the majority of the system, while the transition metal-His/Asp/Glu side chain interactions are the only interactions using the 12-6-4 LJ model. Hence, a small subset of interactions significantly modifies the states sampled by the entire protein leading to a more frequent observation of the transport of the transition metal ion. Overall, using 12-6-4 LJ to model the transition metal-His/Asp/Glu side chain interactions increases the potential for discovering additional metastable states by enabling metal ions to traverse more freely along the defined transport pathways.
金属转运体在人体有益和有毒金属的体内平衡和解毒中起着至关重要的作用。由于研究一些金属转运体的实验限制,人们进行了大量的模拟研究来了解金属转运的机制。然而,研究二价金属离子通过金属转运体在质膜上的转运一直是传统分子动力学(MD)模拟的挑战。金属离子在输运过程中由于遇到高能势垒而被困在输运子内部。在这项研究中,我们结合了最近开发的元动力学设置,即基于体积的well-tempered (WT) MTD,以及代表过渡金属- his /Asp/Glu侧链相互作用的12-6-4 Lennard-Jones (LJ)模型。我们利用这种方法研究了Zrt-/ irt样蛋白(ZIP)转运体的作用机制,并将结果与使用标准12-6 LJ参数模拟过渡金属- his /Asp/Glu侧链相互作用的结果进行了比较。研究结果表明,在MTD模拟中,过渡金属- his /Asp/Glu侧链相互作用的12-6-4 LJ模型比相同相互作用的标准12-6 LJ模型更广泛地采样了构象空间,有助于在相同时间尺度内采样标准12-6模型难以达到的状态。考虑到该模型大部分由12-6 LJ相互作用主导,而过渡金属- his /Asp/Glu侧链相互作用是唯一使用12-6-4 LJ模型的相互作用,这一点更加值得注意。因此,一小部分相互作用显著地改变了整个蛋白质的采样状态,从而更频繁地观察到过渡金属离子的运输。总的来说,使用12-6-4 LJ来模拟过渡金属- his /Asp/Glu侧链相互作用增加了发现额外亚稳态的潜力,使金属离子能够沿着定义的运输途径更自由地穿越。
期刊介绍:
The Journal of Chemical Theory and Computation invites new and original contributions with the understanding that, if accepted, they will not be published elsewhere. Papers reporting new theories, methodology, and/or important applications in quantum electronic structure, molecular dynamics, and statistical mechanics are appropriate for submission to this Journal. Specific topics include advances in or applications of ab initio quantum mechanics, density functional theory, design and properties of new materials, surface science, Monte Carlo simulations, solvation models, QM/MM calculations, biomolecular structure prediction, and molecular dynamics in the broadest sense including gas-phase dynamics, ab initio dynamics, biomolecular dynamics, and protein folding. The Journal does not consider papers that are straightforward applications of known methods including DFT and molecular dynamics. The Journal favors submissions that include advances in theory or methodology with applications to compelling problems.