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

机译:通过膜的分子运输:从平均力和局部扩散常数的多维电位的准确渗透系数

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Estimating the permeability coefficient of small molecules through lipid bilayer membranes plays an important role in the development of effective drug candidates. In silico 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 in vitro and in silico, 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-oleoylsn-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. Published by AIP Publishin
机译:通过脂质双层膜估计小分子的渗透系数在有效的药物候选者的发育中起着重要作用。在Silico模拟中,可以为一系列小分子产生可接受的相对渗透系数;然而,仿真的绝对渗透系数通常由数量级偏差。除了在体外和硅中使用的脂质双层之间的差异之外,渗透自由能谱和过度简化的扩散模型的收敛性差是有助于这些差异。在本文中,我们介绍了多维不均匀溶解度 - 扩散模型,以研究通过POPC(1-棕榈酰-2-油酰基 - 甘油-3-磷光啉)脂质双层的小分子药物(Trimethoprim)的渗透率。我们的方法以三种方式改善了渗透模型:首先,在两个键坐标中的自由能曲线(平均力,PMF的电位)是二维,而不是简单地沿着双层正常的方向一维。其次,由于在随机初始化的复制品的应用中,2-D PMF计算具有改善的收敛性,而第三,沿着二维的最小自由能路径的方向计算局部扩散系数的局部扩散系数PMF。然后将渗透率计算为沿PMF的最小自由能路径的线积分。通过这种方法,我们报告了更准确的渗透系数(比实验值大于2-5倍)。我们还将我们的方法与计算渗透系数仅基于药物分子的骨折的翻译进行了比较。我们的论文结束了讨论以最大限度地减少计算成本的方法,以便更快地筛选大量药物候选分子。由AIP Publishin发布

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