Institute of Thermophysics, SB RAS, Novosibirsk, Russia.
Department of Physics, Novosibirsk State University, Novosibirsk, Russia.
PLoS One. 2017 Dec 5;12(12):e0188659. doi: 10.1371/journal.pone.0188659. eCollection 2017.
Recently, when studying folding of a SH3 domain, we discovered that the flows of transitions between protein states can be surprisingly similar to turbulent fluid flows. This similarity was not restricted by a vortex pattern of the flow fields but extended to a spatial correlation of flow fluctuations, resulting, in particular, in the structure functions such as in the Kolmogorov theory of homogeneous and isotropic turbulence. Here, we undertake a detailed analysis of spatial distribution of folding flows and their similarity to turbulent fluid flows. Using molecular dynamics simulations, we study folding of another benchmark system-Trp-cage miniprotein, which has different content of secondary structure elements and mechanism of folding. Calculating the probability fluxes of transitions in a three-dimensional space of collective variables, we have found that similar to the SH3 domain, the structure functions of the second and third orders correspond to the Kolmogorov functions. The spatial distributions of the probability fluxes are self-similar with a fractal dimension, and the fractal index decreases toward the native state, indicating that the flow becomes more turbulent as the native state is approached. We also show that the process of folding can be viewed as Brownian diffusion in the space of probability fluxes. The diffusion coefficient plays a role of the key parameter that defines the structures functions, similar to the rate of dissipation of kinetic energy in hydrodynamic turbulence. The obtained results, first, show that the very complex dynamics of protein folding allows a simple characterization in terms of scaling and diffusion of probability fluxes, and, secondly, they suggest that the turbulence phenomena similar to hydrodynamic turbulence are not specific of folding of a particular protein but are common to protein folding.
最近,在研究 SH3 结构域的折叠时,我们发现蛋白质状态之间的转变流可以与湍流流体的流动惊人地相似。这种相似性不仅限于流场的旋涡模式,而是扩展到流波动的空间相关性,特别是导致结构函数类似于均匀各向同性湍流的 Kolmogorov 理论。在这里,我们对折叠流的空间分布及其与湍流流体流动的相似性进行了详细分析。使用分子动力学模拟,我们研究了另一个基准系统-Trp-cage 小蛋白的折叠,该系统具有不同的二级结构元件含量和折叠机制。通过计算集体变量三维空间中的跃迁概率通量,我们发现类似于 SH3 结构域,二阶和三阶结构函数对应于 Kolmogorov 函数。概率通量的空间分布具有自相似性,分形维数减小到天然状态,表明随着天然状态的接近,流变得更加湍流。我们还表明,折叠过程可以看作是概率通量空间中的布朗扩散。扩散系数起着定义结构函数的关键参数的作用,类似于流体力学湍流中动能耗散的速率。所得结果首先表明,蛋白质折叠的非常复杂的动力学允许用概率通量的标度和扩散来简单地描述,其次,它们表明类似于流体力学湍流的湍流现象不是特定于特定蛋白质的折叠,而是普遍适用于蛋白质折叠。