• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

利用酶催化中的构象动力学来实现类似自然的催化效率:用于计算酶重新设计的最短路径图工具。

Harnessing conformational dynamics in enzyme catalysis to achieve nature-like catalytic efficiencies: the shortest path map tool for computational enzyme redesign.

机构信息

Departament de Química, Institut de Química Computacional i Catàlisi, Universitat de Girona, c/Maria Aurèlia Capmany 69, 17003, Girona, Spain.

ICREA, Pg. Lluís Companys 23, 08010, Barcelona, Spain.

出版信息

Faraday Discuss. 2024 Sep 11;252(0):306-322. doi: 10.1039/d3fd00156c.

DOI:10.1039/d3fd00156c
PMID:38910409
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11389851/
Abstract

Enzymes exhibit diverse conformations, as represented in the free energy landscape (FEL). Such conformational diversity provides enzymes with the ability to evolve towards novel functions. The challenge lies in identifying mutations that enhance specific conformational changes, especially if located in distal sites from the active site cavity. The shortest path map (SPM) method, which we developed to address this challenge, constructs a graph based on the distances and correlated motions of residues observed in nanosecond timescale molecular dynamics (MD) simulations. We recently introduced a template based AlphaFold2 (tAF2) approach coupled with 10 nanosecond MD simulations to quickly estimate the conformational landscape of enzymes and assess how the FEL is shifted after mutation. In this study, we evaluate the potential of SPM when coupled with tAF2-MD in estimating conformational heterogeneity and identifying key conformationally-relevant positions. The selected model system is the beta subunit of tryptophan synthase (TrpB). We compare how the SPM pathways differ when integrating tAF2 with different MD simulation lengths from as short as 10 ns until 50 ns and considering two distinct Amber forcefield and water models (ff14SB/TIP3P ff19SB/OPC). The new methodology can more effectively capture the distal mutations found in laboratory evolution, thus showcasing the efficacy of tAF2-MD-SPM in rapidly estimating enzyme dynamics and identifying the key conformationally relevant hotspots for computational enzyme engineering.

摘要

酶表现出多种构象,如在自由能景观(FEL)中所示。这种构象多样性使酶能够进化出新颖的功能。挑战在于识别增强特定构象变化的突变,特别是如果位于活性位点腔的远端位置。我们开发的最短路径图(SPM)方法解决了这一挑战,该方法基于纳秒时间尺度分子动力学(MD)模拟中观察到的残基距离和相关运动构建图。我们最近引入了一种基于模板的 AlphaFold2(tAF2)方法,并结合 10 纳秒 MD 模拟,快速估计酶的构象景观,并评估突变后 FEL 如何移动。在这项研究中,我们评估了 SPM 与 tAF2-MD 结合在估计构象异质性和识别关键构象相关位置方面的潜力。选择的模型系统是色氨酸合酶(TrpB)的β亚基。我们比较了当整合 tAF2 时,SPM 途径如何因与不同 MD 模拟长度(从 10 纳秒到 50 纳秒)相关而有所不同,并考虑了两种不同的 Amber 力场和水模型(ff14SB/TIP3P 和 ff19SB/OPC)。新方法可以更有效地捕获实验室进化中发现的远端突变,从而展示了 tAF2-MD-SPM 在快速估计酶动力学和识别计算酶工程中关键构象相关热点方面的有效性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/44310e23c3ca/d3fd00156c-f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/b4e16bf31342/d3fd00156c-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/f9e822b01402/d3fd00156c-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/a90731040008/d3fd00156c-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/5333ee404181/d3fd00156c-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/312211e7062b/d3fd00156c-f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/d57cf4288394/d3fd00156c-f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/44310e23c3ca/d3fd00156c-f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/b4e16bf31342/d3fd00156c-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/f9e822b01402/d3fd00156c-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/a90731040008/d3fd00156c-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/5333ee404181/d3fd00156c-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/312211e7062b/d3fd00156c-f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/d57cf4288394/d3fd00156c-f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a7/11389851/44310e23c3ca/d3fd00156c-f7.jpg

相似文献

1
Harnessing conformational dynamics in enzyme catalysis to achieve nature-like catalytic efficiencies: the shortest path map tool for computational enzyme redesign.利用酶催化中的构象动力学来实现类似自然的催化效率:用于计算酶重新设计的最短路径图工具。
Faraday Discuss. 2024 Sep 11;252(0):306-322. doi: 10.1039/d3fd00156c.
2
Estimating conformational heterogeneity of tryptophan synthase with a template-based Alphafold2 approach.基于模板的 Alphafold2 方法估算色氨酸合酶的构象异质性。
Protein Sci. 2022 Oct;31(10):e4426. doi: 10.1002/pro.4426.
3
Molecular dynamics explorations of active site structure in designed and evolved enzymes.设计酶和进化酶中活性位点结构的分子动力学探索。
Acc Chem Res. 2015 Apr 21;48(4):1080-9. doi: 10.1021/ar500452q. Epub 2015 Mar 4.
4
Role of conformational dynamics in the evolution of novel enzyme function.构象动力学在新酶功能进化中的作用。
Chem Commun (Camb). 2018 Jun 19;54(50):6622-6634. doi: 10.1039/c8cc02426j.
5
A Molecular Dynamics Simulation Study of the Effects of βGln114 Mutation on the Dynamic Behavior of the Catalytic Site of the Tryptophan Synthase.βGln114突变对色氨酸合酶催化位点动态行为影响的分子动力学模拟研究
J Chem Inf Model. 2024 Feb 12;64(3):983-1003. doi: 10.1021/acs.jcim.3c01966. Epub 2024 Jan 30.
6
Deciphering the Allosterically Driven Conformational Ensemble in Tryptophan Synthase Evolution.解析色氨酸合成酶进化中的变构驱动构象组合。
J Am Chem Soc. 2019 Aug 21;141(33):13049-13056. doi: 10.1021/jacs.9b03646. Epub 2019 Aug 9.
7
Catalytically impaired TrpA subunit of tryptophan synthase from Chlamydia trachomatis is an allosteric regulator of TrpB.沙眼衣原体色氨酸合酶催化功能缺陷的色氨酸受体亚基是色氨酸受体 B 的别构调节剂。
Protein Sci. 2021 Sep;30(9):1904-1918. doi: 10.1002/pro.4143. Epub 2021 Jun 16.
8
Directed Evolution Mimics Allosteric Activation by Stepwise Tuning of the Conformational Ensemble.定向进化通过逐步调整构象集合来模拟变构激活。
J Am Chem Soc. 2018 Jun 13;140(23):7256-7266. doi: 10.1021/jacs.8b03490. Epub 2018 May 17.
9
The shortest path method (SPM) webserver for computational enzyme design.最短路径方法 (SPM) 计算酶设计网络服务器。
Protein Eng Des Sel. 2024 Jan 29;37. doi: 10.1093/protein/gzae005.
10
Protonation states and catalysis: Molecular dynamics studies of intermediates in tryptophan synthase.质子化状态与催化作用:色氨酸合酶中间体的分子动力学研究
Protein Sci. 2016 Jan;25(1):166-83. doi: 10.1002/pro.2709. Epub 2015 Sep 22.

引用本文的文献

1
Physics-based modeling in the new era of enzyme engineering.酶工程新时代基于物理学的建模
Nat Comput Sci. 2025 Apr;5(4):279-291. doi: 10.1038/s43588-025-00788-8. Epub 2025 Apr 24.
2
Deciphering opening mechanisms of 14-3-3 proteins.解析14-3-3蛋白的开放机制。
Protein Sci. 2025 Apr;34(4):e70108. doi: 10.1002/pro.70108.
3
Identification and understanding of allostery hotspots in proteins: Integration of deep mutational scanning and multi-faceted computational analyses.蛋白质中变构热点的识别与理解:深度突变扫描与多方面计算分析的整合。

本文引用的文献

1
The shortest path method (SPM) webserver for computational enzyme design.最短路径方法 (SPM) 计算酶设计网络服务器。
Protein Eng Des Sel. 2024 Jan 29;37. doi: 10.1093/protein/gzae005.
2
Predicting multiple conformations via sequence clustering and AlphaFold2.通过序列聚类和AlphaFold2预测多种构象
Nature. 2024 Jan;625(7996):832-839. doi: 10.1038/s41586-023-06832-9. Epub 2023 Nov 13.
3
AlphaFold2 and Deep Learning for Elucidating Enzyme Conformational Flexibility and Its Application for Design.利用AlphaFold2和深度学习阐明酶的构象灵活性及其在设计中的应用
J Mol Biol. 2025 Feb 12:168998. doi: 10.1016/j.jmb.2025.168998.
JACS Au. 2023 Jun 6;3(6):1554-1562. doi: 10.1021/jacsau.3c00188. eCollection 2023 Jun 26.
4
Estimating conformational heterogeneity of tryptophan synthase with a template-based Alphafold2 approach.基于模板的 Alphafold2 方法估算色氨酸合酶的构象异质性。
Protein Sci. 2022 Oct;31(10):e4426. doi: 10.1002/pro.4426.
5
SPEACH_AF: Sampling protein ensembles and conformational heterogeneity with Alphafold2.用 Alphafold2 对蛋白质组合和构象异质性进行采样。
PLoS Comput Biol. 2022 Aug 22;18(8):e1010483. doi: 10.1371/journal.pcbi.1010483. eCollection 2022 Aug.
6
Time Evolution of the Millisecond Allosteric Activation of Imidazole Glycerol Phosphate Synthase.咪唑甘油磷酸合酶的毫微微秒变构激活的时间演变。
J Am Chem Soc. 2022 Apr 27;144(16):7146-7159. doi: 10.1021/jacs.1c12629. Epub 2022 Apr 12.
7
Sampling alternative conformational states of transporters and receptors with AlphaFold2.使用 AlphaFold2 采样转运体和受体的替代构象状态。
Elife. 2022 Mar 3;11:e75751. doi: 10.7554/eLife.75751.
8
Structural biology is solved - now what?结构生物学问题已解决——接下来呢?
Nat Methods. 2022 Jan;19(1):24-26. doi: 10.1038/s41592-021-01357-3.
9
Gaussian accelerated molecular dynamics (GaMD): principles and applications.高斯加速分子动力学(GaMD):原理与应用
Wiley Interdiscip Rev Comput Mol Sci. 2021 Sep-Oct;11(5). doi: 10.1002/wcms.1521. Epub 2021 Mar 1.
10
Identification and Experimental Validation of Distal Activity-Enhancing Mutations in Tryptophan Synthase.色氨酸合成酶远端活性增强突变的鉴定与实验验证
ACS Catal. 2021 Nov 5;11(21):13733-13743. doi: 10.1021/acscatal.1c03950. Epub 2021 Oct 28.