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使用平均力计算脂质双层渗透率。

Calculation of Lipid-Bilayer Permeabilities Using an Average Force.

作者信息

Comer Jeffrey, Schulten Klaus, Chipot Christophe

机构信息

Laboratoire International Associé, Centre National de la Recherche Scientifique et University of Illinois at Urbana-Champaign , Unité Mixte de Recherche n°7565, Université de Lorraine , B.P. 70239 54506 Vandœuvre-lès-Nancy cedex, France.

Department of Physics, University of Illinois at Urbana-Champaign , 1110 West Green Street, Urbana, Illinois 61801, United States.

出版信息

J Chem Theory Comput. 2014 Feb 11;10(2):554-64. doi: 10.1021/ct400925s.

Abstract

Calculations of lipid bilayer permeabilities from first principles, using molecular simulations, would be valuable to rapidly assess the bioavailability of drug candidates, as well as to decipher, at the atomic level, the mechanisms that underlie the translocation of permeants. The most common theoretical approach, the solubility-diffusion model, requires determination of the free energy and the diffusivity as functions of the position of the permeant. Quantitative predictions of permeability have, however, been stymied by acute difficulties in calculating the diffusivity, inadequate sampling, and, most insidiously, systematic biases due to imperfections in the force field, simulation parameters, and the inherent limitations of the diffusive model. In the present work, we combine importance-sampling simulations employing an adaptive biasing force with a Bayesian-inference algorithm to determine the free energy and diffusivity with noteworthy precision and spatial resolution. In multimicrosecond simulations, we probe the sensitivity of the permeability estimates to different aspects of the methodology, including the truncation of short-range interactions, the thermostat, the force-field parameters of the permeant, the time scale over which the diffusivity is estimated, and the size of the simulated system. The force-field parameters and time scale dependence of the diffusivities impose the greatest uncertainties on the permeability estimates. Our simulations highlight the importance of membrane distortion due to the presence of the permeant, which may be partially suppressed if the bilayer patch is not large enough. We suggest that improvements to force fields and more robust kinetic models may be needed to reduce systematic errors below a factor of two.

摘要

利用分子模拟从第一性原理计算脂质双层的渗透性,对于快速评估候选药物的生物利用度以及在原子水平上解读渗透物转运的潜在机制将是非常有价值的。最常见的理论方法——溶解度-扩散模型,需要确定作为渗透物位置函数的自由能和扩散系数。然而,由于计算扩散系数存在严重困难、采样不足,以及最隐蔽的是由于力场、模拟参数的不完善和扩散模型的固有局限性导致的系统偏差,渗透性的定量预测受到了阻碍。在本工作中,我们将采用自适应偏置力的重要性采样模拟与贝叶斯推理算法相结合,以显著的精度和空间分辨率确定自由能和扩散系数。在多微秒模拟中,我们探究了渗透性估计值对方法学不同方面的敏感性,包括短程相互作用的截断、恒温器、渗透物的力场参数、估计扩散系数的时间尺度以及模拟系统的大小。扩散系数的力场参数和时间尺度依赖性给渗透性估计带来了最大的不确定性。我们的模拟突出了由于渗透物的存在导致膜变形的重要性,如果双层膜片不够大,这种变形可能会部分受到抑制。我们建议可能需要改进力场和更稳健的动力学模型,以将系统误差降低到两倍以下。

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