AlphaFold2 captures conformational transitions in the voltage-gated channel superfamily.

IF 3.1 3区 生物学 Q2 BIOPHYSICS
Elaine Tao, Ben Corry
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引用次数: 0

Abstract

Voltage-gated cation channels are crucial membrane proteins responsible for the electrical activity in excitable nerve, muscle, and cardiac tissue. These channels respond to changes in the membrane potential via conformational changes in their voltage-sensing domains (VSDs) that lead to the opening and closing of the ion conduction pore. Since alternative states of the VSDs are difficult to capture via experimental methods, we investigated the application of AlphaFold2 and subsampling of its multiple sequence alignment input to computationally predict structures across a range of intermediate and endpoint states. By generating 600 models for 32 members of the voltage-gated cation channel superfamily, we show that AlphaFold2 is capable of predicting diverse structures of the VSDs that could represent activated, deactivated, and intermediate conformations with more diversity seen for some VSD families compared with others. Modeling the full sequence of pseudo-tetrameric channels also produced a range of heterogeneous states in the pore and intracellular regions representative of local conformational changes and key secondary structural transitions. However, we observe that the global conformational coupling is limited across models, as different functional domains adopt physiologically incompatible states. Although short molecular dynamics simulations of a subset of the models suggest they are structurally plausible conformations, there are some incongruities between certain generated models and resolved cryo-EM structures. Further validation is required to confirm their structural and functional relevance.

AlphaFold2捕获电压门控通道超家族中的构象转变。
电压门控阳离子通道是负责兴奋性神经、肌肉和心脏组织电活动的重要膜蛋白。这些通道通过其电压感应域(VSDs)的构象变化来响应膜电位的变化,从而导致离子传导孔的打开和关闭。由于vsd的替代状态难以通过实验方法捕获,因此我们研究了AlphaFold2及其多序列比对输入的子采样的应用,以计算预测中间和端点状态范围内的结构。通过对电压门控阳离子通道超家族的32个成员生成600个模型,我们表明AlphaFold2能够预测VSD的不同结构,这些结构可以代表激活、失活和中间构象,并且与其他VSD家族相比,某些VSD家族的多样性更大。模拟伪四聚体通道的完整序列也在孔隙和细胞内区域产生了一系列异质状态,代表了局部构象变化和关键的次级结构转变。然而,我们观察到整体构象耦合在模型之间是有限的,因为不同的功能域采用生理不相容的状态。尽管部分模型的短分子动力学模拟表明它们在结构上是合理的构象,但某些生成的模型与解决的低温电镜结构之间存在一些不一致。需要进一步验证以确认其结构和功能相关性。
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
Biophysical journal
Biophysical journal 生物-生物物理
CiteScore
6.10
自引率
5.90%
发文量
3090
审稿时长
2 months
期刊介绍: BJ publishes original articles, letters, and perspectives on important problems in modern biophysics. The papers should be written so as to be of interest to a broad community of biophysicists. BJ welcomes experimental studies that employ quantitative physical approaches for the study of biological systems, including or spanning scales from molecule to whole organism. Experimental studies of a purely descriptive or phenomenological nature, with no theoretical or mechanistic underpinning, are not appropriate for publication in BJ. Theoretical studies should offer new insights into the understanding ofexperimental results or suggest new experimentally testable hypotheses. Articles reporting significant methodological or technological advances, which have potential to open new areas of biophysical investigation, are also suitable for publication in BJ. Papers describing improvements in accuracy or speed of existing methods or extra detail within methods described previously are not suitable for BJ.
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