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利用原子运动的贝叶斯变点分析方法绘制蛋白质中分子内信号传递途径。

Mapping the intramolecular signal propagation pathways in protein using Bayesian change point analysis of atomic motions.

机构信息

Google Inc., 1600 Amphitheatre Parkway, Mountain View, CA 94043, USA.

出版信息

Comput Biol Chem. 2013 Dec;47:89-95. doi: 10.1016/j.compbiolchem.2013.08.004. Epub 2013 Aug 28.

DOI:10.1016/j.compbiolchem.2013.08.004
PMID:24025705
Abstract

We propose to use change points of atomic positions in the molecular dynamics trajectory as indicators of the propagating signals in protein. We designate these changes as signals because they can propagate within the molecule in the form of "perturbation wave", transmit energy or information between different parts of protein, and serve as allosteric signals. We found that change points can distinguish between thermal fluctuations of atoms (noise) and signals in a protein despite the differences in the motility of amino acid residues. Clustering of the spatially close residues that were experiencing change points close in time, allowed us to map pathways of signal propagation in a protein at the atomic level of resolution. We propose a potential mechanism for the origin of the signal and its propagation that relies on the autonomic coherence resonance in atomic fluctuations. According to this mechanism, random synchronization of fluctuations of neighboring atoms results in a resonance, which increases amplitude of vibration of these atoms. This increase can be transmitted to the atoms colliding with the resonant atoms, leading to the propagating signal. The wavelet-based coherence analysis of the inter-atomic distances between carbon-alpha atoms and surrounding atoms for the residue pairs that belong to the same communication pathway allowed us to find time periods with temporarily locked phases, confirming the occurrence of conditions for resonance. Analysis of the mapped pathways demonstrated that they form a network that connects different regions of the protein.

摘要

我们提出使用分子动力学轨迹中原子位置的变化点作为蛋白质中传播信号的指标。我们将这些变化指定为信号,因为它们可以以“扰动波”的形式在分子内传播,在蛋白质的不同部分之间传递能量或信息,并作为别构信号。我们发现,尽管氨基酸残基的运动性不同,但变化点可以区分原子的热波动(噪声)和信号。时间上接近的经历变化点的空间上接近的残基的聚类,使我们能够在原子分辨率水平上绘制蛋白质中信号传播的途径。我们提出了一种信号起源及其传播的潜在机制,该机制依赖于原子波动的自主相干共振。根据该机制,相邻原子波动的随机同步导致共振,从而增加这些原子的振动幅度。这种增加可以传递到与共振原子碰撞的原子,从而产生传播信号。对属于同一通讯途径的残基对之间的碳-α原子和周围原子的原子间距离进行基于小波的相干性分析,我们找到了暂时锁定相位的时间段,证实了共振条件的发生。对映射途径的分析表明,它们形成了一个连接蛋白质不同区域的网络。

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引用本文的文献

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On the possible role of protein vibrations in information processing in the brain: three Russian dolls.关于蛋白质振动在大脑信息处理中的可能作用:三个俄罗斯套娃。
Front Mol Neurosci. 2015 Jul 23;8:38. doi: 10.3389/fnmol.2015.00038. eCollection 2015.