Molecular origin of the differential stabilities of the protofilaments in different polymorphs: molecular dynamics simulation and deep learning.

IF 2.7 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Premananda Basak, Nibedita Ray Chaudhuri, Debadrita Basu, Debabani Ganguly, Shubhra Ghosh Dastidar
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引用次数: 0

Abstract

Fragments of α-synuclein, an intrinsically disordered protein, whose misfolding and aggregation are responsible for diseases like Parkinson's disease and others, can co-exist in different polymorphs like 'rod' and 'twister'. Their apparently stable structures have different degrees of tolerance to perturbations like point mutations. The molecular basis of this is investigated using molecular dynamics-based conformational sampling. A charge-swapping mutation, E46K, known to be a reason for the early onset of Parkinson's disease, has differential impact on two polymorphs, and its molecular reason has been probed by investigating the intra-fibril interaction network that is responsible for stabilizing the aggregates. Two different quaternary level arrangement of the peptides in two polymorphs, establishing two different types of interrelations between residues of the peptide monomers, form the basis of their differential stabilities; a Deep Neural Network (DNN)-based analysis has extracted different pairs of residues and their spatial proximities as features to distinguish the states of two polymorphs. It has revealed that difference in these molecular arrangements intrinsically assigns key roles to different sets of residues in two different forms, like a feedback loop from quaternary structure to sequence level; an important insight into the sequence-structure relationship in general. Such atomic level insights were substantiated with the proof of differences in the dynamic correlation between residue pairs, altered mobilities of the sidechains that affects packing and redistribution of the weightage of different principal modes of internal motions in different systems. The identification of key residues with altered significance in different polymorphs is likely to benefit the planned design of fibril breaking molecules.

不同多晶型原丝不同稳定性的分子起源:分子动力学模拟和深度学习。
α-突触核蛋白是一种内在无序的蛋白质,其错误折叠和聚集是帕金森病等疾病的罪魁祸首。它们看似稳定的结构对点突变等扰动的耐受程度各不相同。我们利用基于分子动力学的构象取样研究了这种情况的分子基础。众所周知,电荷置换突变 E46K 是帕金森病早期发病的原因之一,它对两种多态性的影响各不相同,通过研究负责稳定聚集体的纤维内相互作用网络,探究了其分子原因。两种多形态中肽的两种不同的四级排列,建立了肽单体残基之间的两种不同类型的相互关系,构成了它们不同稳定性的基础;基于深度神经网络(DNN)的分析提取了不同的残基对及其空间邻近性,作为区分两种多形态状态的特征。它揭示了这些分子排列的差异本质上赋予了两种不同形态中不同残基组的关键作用,就像从四元结构到序列水平的反馈回路;这是对一般序列-结构关系的重要见解。残基对之间动态相关性的差异、侧链流动性的改变(这会影响包装)以及不同体系中内部运动的不同主要模式权重的重新分配,都证明了这种原子层面的洞察力。确定在不同多晶型中具有改变意义的关键残基很可能有利于纤维断裂分子的计划设计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Biomolecular Structure & Dynamics
Journal of Biomolecular Structure & Dynamics 生物-生化与分子生物学
CiteScore
8.90
自引率
9.10%
发文量
597
审稿时长
2 months
期刊介绍: The Journal of Biomolecular Structure and Dynamics welcomes manuscripts on biological structure, dynamics, interactions and expression. The Journal is one of the leading publications in high end computational science, atomic structural biology, bioinformatics, virtual drug design, genomics and biological networks.
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