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基于深度马尔可夫状态模型的内在无序蛋白的结合诱导折叠途径

Folding-upon-binding pathways of an intrinsically disordered protein from a deep Markov state model.

作者信息

Sisk Thomas, Robustelli Paul

机构信息

Dartmouth College, Department of Chemistry, Hanover, NH, 03755.

出版信息

bioRxiv. 2023 Jul 25:2023.07.21.550103. doi: 10.1101/2023.07.21.550103.

Abstract

A central challenge in the study of intrinsically disordered proteins is the characterization of the mechanisms by which they bind their physiological interaction partners. Here, we utilize a deep learning based Markov state modeling approach to characterize the folding-upon-binding pathways observed in a long-time scale molecular dynamics simulation of a disordered region of the measles virus nucleoprotein N reversibly binding the X domain of the measles virus phosphoprotein complex. We find that folding-upon-binding predominantly occurs via two distinct encounter complexes that are differentiated by the binding orientation, helical content, and conformational heterogeneity of N. We do not, however, find evidence for the existence of canonical conformational selection or induced fit binding pathways. We observe four kinetically separated native-like bound states that interconvert on time scales of eighty to five hundred nanoseconds. These bound states share a core set of native intermolecular contacts and stable N helices and are differentiated by a sequential formation of native and non-native contacts and additional helical turns. Our analyses provide an atomic resolution structural description of intermediate states in a folding-upon-binding pathway and elucidate the nature of the kinetic barriers between metastable states in a dynamic and heterogenous, or "fuzzy", protein complex.

摘要

对内在无序蛋白质进行研究的一个核心挑战是表征它们与生理相互作用伴侣结合的机制。在此,我们利用基于深度学习的马尔可夫状态建模方法,来表征在麻疹病毒核蛋白N的无序区域与麻疹病毒磷蛋白复合物的X结构域可逆结合的长时间尺度分子动力学模拟中观察到的结合时折叠途径。我们发现,结合时折叠主要通过两种不同的相遇复合物发生,这两种复合物通过N的结合方向、螺旋含量和构象异质性来区分。然而,我们没有找到存在典型的构象选择或诱导契合结合途径的证据。我们观察到四个在动力学上分离的类似天然态的结合态,它们在80到500纳秒的时间尺度上相互转化。这些结合态共享一组核心的天然分子间接触和稳定的N螺旋,并通过天然和非天然接触以及额外螺旋圈的顺序形成来区分。我们的分析提供了结合时折叠途径中中间态的原子分辨率结构描述,并阐明了动态异质或“模糊”蛋白质复合物中亚稳态之间动力学障碍的性质。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f64f/10401938/43a4750ae4f7/nihpp-2023.07.21.550103v1-f0001.jpg

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