Suppr超能文献

通过人工智能引导的过渡路径采样捕获的STIM1跨膜螺旋二聚化

STIM1 transmembrane helix dimerization captured by AI-guided transition path sampling.

作者信息

Horvath Ferdinand, Jung Hendrik, Grabmayr Herwig, Fahrner Marc, Romanin Christoph, Hummer Gerhard

机构信息

Institute of Theoretical Physics, Johannes Kepler University Linz, 4040 Linz, Austria.

Department of Theoretical Biophysics, Max Planck Institute of Biophysics, 60438 Frankfurt am Main, Germany.

出版信息

Proc Natl Acad Sci U S A. 2025 Sep 2;122(35):e2506516122. doi: 10.1073/pnas.2506516122. Epub 2025 Aug 26.

Abstract

Stromal interaction molecule 1 (STIM1) is a Ca-sensing protein in the endoplasmic reticulum (ER) membrane. The depletion of ER Ca stores induces a large conformational transition of the cytosolic STIM1 C-terminus, initiated by the dimerization of the transmembrane (TM) domain. We use the AI-guided transition path sampling algorithm aimmd to extensively sample the dimerization of STIM1-TM helices in an ER-mimicking lipid bilayer. In nearly 0.5 ms of all-atom molecular dynamics simulations without bias potentials, we harvest over 170 transition paths, each about 1.2 μs long on average. We find that STIM1 dimerizes into three distinct and coexisting configurations, which reconciles conflicting results from earlier crosslinking studies. The dominant X-shaped bound state centers around contacts supported by the SxxxG TM interfacial motif. Mutating residues in this contact interface allows us to tune the STIM1-dimerization propensity in fluorescence experiments. From the trained model of the committor probability of dimerization, we identify the transition state ensemble for TM-helix dimerization. At the transition state, interhelical contacts in the luminal halves of the two monomers dominate, which likely enables the luminal Ca-sensing domain in STIM1 to condition the dimerization of the TM helices. Our work demonstrates the unique power of AI-guided simulations to sample rare and slow molecular transitions and to produce detailed atomistic insight into the mechanism of STIM1 TM-helix dimerization as a key step in ER Ca-sensing.

摘要

基质相互作用分子1(STIM1)是内质网(ER)膜中的一种钙传感蛋白。内质网钙储存的耗尽会诱导胞质STIM1 C末端发生大的构象转变,这一转变由跨膜(TM)结构域的二聚化引发。我们使用人工智能引导的过渡路径采样算法aimmd,在模拟内质网的脂质双层中广泛采样STIM1-TM螺旋的二聚化过程。在近0.5毫秒的无偏置势全原子分子动力学模拟中,我们获得了170多条过渡路径,每条路径平均长度约为1.2微秒。我们发现STIM1二聚形成三种不同且共存的构型,这调和了早期交联研究中相互矛盾的结果。占主导地位的X形结合态以由SxxxG TM界面基序支持的接触为中心。通过突变该接触界面中的残基,我们能够在荧光实验中调节STIM1的二聚化倾向。从训练得到的二聚化的反应坐标概率模型中,我们确定了TM螺旋二聚化的过渡态系综。在过渡态,两个单体腔侧半段的螺旋间接触占主导,这可能使STIM1中的腔侧钙传感结构域能够调节TM螺旋的二聚化。我们的工作展示了人工智能引导模拟在采样罕见和缓慢分子转变以及深入了解STIM1 TM螺旋二聚化机制(作为内质网钙传感的关键步骤)方面的独特能力。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验