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分子跨膜传输:从平均力势能的多维和局部扩散常数中得出准确的渗透率系数。

Molecular transport through membranes: Accurate permeability coefficients from multidimensional potentials of mean force and local diffusion constants.

机构信息

Department of Chemistry, James Franck Institute, and Institute for Biophysical Dynamics, The University of Chicago, Chicago, Illinois 60637, USA.

Small Molecule Design and Development, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, Indiana 46285, USA.

出版信息

J Chem Phys. 2018 Aug 21;149(7):072310. doi: 10.1063/1.5027004.

Abstract

Estimating the permeability coefficient of small molecules through lipid bilayer membranes plays an important role in the development of effective drug candidates. simulations can produce acceptable relative permeability coefficients for a series of small molecules; however, the absolute permeability coefficients from simulations are usually off by orders of magnitude. In addition to differences between the lipid bilayers used and , the poor convergence of permeation free energy profiles and over-simplified diffusion models have contributed to these discrepancies. In this paper, we present a multidimensional inhomogeneous solubility-diffusion model to study the permeability of a small molecule drug (trimethoprim) passing through a POPC (1-palmitoyl-2-oleoyl-sn-glycero-3-phosphocholine) lipid bilayer. Our approach improves the permeation model in three ways: First, the free energy profile (potential of mean force, PMF) is two-dimensional in two key coordinates rather than simply one-dimensional along the direction normal to the bilayer. Second, the 2-D PMF calculation has improved convergence due to application of the recently developed transition-tempered metadynamics with randomly initialized replicas, while third, the local diffusivity coefficient was calculated along the direction of the minimum free energy path on the two-dimensional PMF. The permeability is then calculated as a line integral along the minimum free energy path of the PMF. With this approach, we report a considerably more accurate permeability coefficient (only 2-5 times larger than the experimental value). We also compare our approach with the common practice of computing permeability coefficients based only on the translation of the center of mass of the drug molecule. Our paper concludes with a discussion of approaches for minimizing the computational cost for the purpose of more rapidly screening a large number of drug candidate molecules.

摘要

估算小分子通过脂质双层膜的渗透系数在有效药物候选物的开发中起着重要作用。模拟可以为一系列小分子产生可接受的相对渗透系数;然而,模拟得到的绝对渗透系数通常相差几个数量级。除了所使用的脂质双层 和 之间的差异外,渗透自由能分布的收敛性差和过于简化的扩散模型也导致了这些差异。在本文中,我们提出了一种多维非均匀溶解-扩散模型来研究小分子药物(甲氧苄啶)通过 POPC(1-棕榈酰-2-油酰-sn-甘油-3-磷酸胆碱)脂质双层的渗透。我们的方法通过三种方式改进了渗透模型:首先,自由能分布(平均力势能,PMF)在两个关键坐标上是二维的,而不是简单地沿着垂直于双层的方向一维。其次,由于应用了最近开发的具有随机初始化副本的过渡温度元动力学,二维 PMF 计算的收敛性得到了改善,而第三,局部扩散系数是沿着二维 PMF 上的最小自由能路径方向计算的。然后,将渗透率作为 PMF 最小自由能路径上的线积分进行计算。通过这种方法,我们报告了一个相当准确的渗透系数(仅比实验值大 2-5 倍)。我们还将我们的方法与仅基于药物分子质心平移来计算渗透系数的常见做法进行了比较。本文最后讨论了为了更快速地筛选大量药物候选分子而最小化计算成本的方法。

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