Pritzker School for Molecular Engineering, University of Chicago, Chicago, Illinois 60637, United States.
Department of Chemistry, Chicago Center for Theoretical Chemistry, James Franck Institute, and Institute for Biophysical Dynamics, University of Chicago, Chicago, Illinois 60637, United States.
J Chem Theory Comput. 2021 Feb 9;17(2):1170-1180. doi: 10.1021/acs.jctc.0c00638. Epub 2021 Jan 21.
The popular MARTINI coarse-grained model is used as a test case to analyze the adherence of top-down coarse-grained molecular dynamics models (i.e., models primarily parametrized to match experimental results) to the known features of statistical mechanics for the underlying all-atom representations. Specifically, the temperature dependence of various pair distribution functions, and hence their underlying potentials of mean force via the reversible work theorem, are compared between MARTINI 2.0, Dry MARTINI, and all-atom simulations mapped onto equivalent coarse-grained sites for certain lipid bilayers. It is found that the MARTINI models do not completely capture the lipid structure seen in atomistic simulations as projected onto the coarse-grained mappings and that issues of accuracy and temperature transferability arise due to an incorrect enthalpy-entropy decomposition of these potentials of mean force. The potential of mean force for the association of two amphipathic helices in a lipid bilayer is also calculated, and especially at shorter ranges, the MARTINI and all-atom projection results differ substantially. The former is much less repulsive and hence will lead to a higher probability of MARTINI helix association in the MARTINI bilayer than occurs in the actual all-atom case. Additionally, the bilayer height fluctuation spectra are calculated for the MARTINI model, and compared to the all-atom results, it is found that the magnitude of thermally averaged amplitudes at intermediate length scales are quite different, pointing to a number of possible consequences for realistic modeling of membrane processes. Taken as a whole, the results presented here show disagreement in the enthalpic and entropic driving forces driving lateral structure in lipid bilayers as well as quantitative differences in association of embedded amphipathic helices, which can help direct future efforts to parametrize CG models with better agreement to the all-atom systems they aspire to represent.
流行的 MARTINI 粗粒模型被用作测试案例,以分析自上而下的粗粒分子动力学模型(即主要参数化以匹配实验结果的模型)对底层全原子表示的统计力学已知特征的遵循情况。具体来说,比较了 MARTINI 2.0、Dry MARTINI 和全原子模拟在某些脂质双层中映射到等效粗粒位点的各种对分布函数的温度依赖性,以及它们的潜在平均力势通过可逆功定理。结果发现,MARTINI 模型不完全捕捉到原子模拟中看到的脂质结构,因为这些结构被投射到粗粒映射上,并且由于这些平均力势的焓熵分解不正确,出现了准确性和温度可转移性问题。还计算了双层中两个两亲性螺旋缔合的平均力势,特别是在较短的范围内,MARTINI 和全原子投影结果有很大的不同。前者的排斥力小得多,因此在 MARTINI 双层中 MARTINI 螺旋缔合的概率将高于实际全原子情况下的概率。此外,还计算了 MARTINI 模型的双层高度波动谱,并与全原子结果进行了比较,发现中间长度尺度上热平均幅度的大小差异很大,这指向了对膜过程进行实际建模的许多可能后果。总的来说,这里呈现的结果表明,在双层中侧向结构的焓和熵驱动力以及嵌入式两亲性螺旋的缔合方面存在不一致,这可以帮助指导未来的努力,使 CG 模型与它们渴望代表的全原子系统更好地一致。