Landry Luke, Li Pengfei
Department of Chemistry, Loyola University Chicago, Chicago, Illinois 60660, United States.
J Chem Inf Model. 2024 Feb 12;64(3):812-824. doi: 10.1021/acs.jcim.3c01815. Epub 2024 Jan 10.
Metalloproteins widely exist in biology and play important roles in various processes. To accurately simulate metalloprotein systems, modeling polarization and charge transfer effects is vital. The fluctuating charge (FQ) model can efficiently generate atomic charges and simulate the charge transfer effect; it has been developed for a wide range of applications, but few models have been specifically tailored for metalloproteins. In this study, we present a fluctuating charge model specifically for zinc-containing metalloproteins based on the extended charge equilibration (EQeq) scheme. Our model was parametrized to reproduce CM5 charges instead of RESP/CHELPG charges because the former is less dependent on the conformation or basis set, does not suffer from unphysical charges for buried atoms, and is still being able to well reproduce the molecular dipoles. During our study, we found that adding the Pauling-bond-order-like term (referred to as the "+C term" in a previous study) between the zinc ion and ligating atoms significantly improves the model's performance. Although our model was trained for four-coordinated zinc sites only, our results indicated it can well describe the atomic charges in diverse zinc sites. Morever, our model was used to generate partial charges for the metal sites in three different zinc-containing metalloproteins (with four-, five-, and six-coordinated metal sites, respectively). These charges exhibited performance comparable to that of the RESP charges in molecular dynamics (MD) simulations. Additional tests indicated our model could also well reproduce the CM5 charges when geometric changes were involved. Those results indicate that our model can efficiently calculate the atomic charges for metal sites and well simulate the charge transfer effect, which marks an important step toward developing versatile polarizable force fields for metalloproteins.
金属蛋白广泛存在于生物体内,并在各种过程中发挥重要作用。为了准确模拟金属蛋白系统,对极化和电荷转移效应进行建模至关重要。波动电荷(FQ)模型可以有效地生成原子电荷并模拟电荷转移效应;它已被开发用于广泛的应用,但很少有模型是专门为金属蛋白量身定制的。在本研究中,我们基于扩展电荷平衡(EQeq)方案提出了一种专门针对含锌金属蛋白的波动电荷模型。我们的模型经过参数化处理以重现CM5电荷而非RESP/CHELPG电荷,因为前者对构象或基组的依赖性较小,不会出现埋藏原子的非物理电荷问题,并且仍然能够很好地重现分子偶极矩。在我们的研究过程中,我们发现锌离子与配位原子之间添加类鲍林键级项(在先前的研究中称为“+C项”)可显著提高模型的性能。虽然我们的模型仅针对四配位锌位点进行了训练,但我们的结果表明它可以很好地描述不同锌位点的原子电荷。此外,我们的模型被用于为三种不同的含锌金属蛋白(分别具有四配位、五配位和六配位金属位点)的金属位点生成部分电荷。这些电荷在分子动力学(MD)模拟中表现出与RESP电荷相当的性能。额外的测试表明,当涉及几何变化时,我们的模型也能很好地重现CM5电荷。这些结果表明,我们的模型可以有效地计算金属位点的原子电荷并很好地模拟电荷转移效应,这标志着朝着开发用于金属蛋白的通用可极化力场迈出了重要一步。