• 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

准确计算侧链堆积和自由能及其在蛋白质分子动力学中的应用。

Accurate calculation of side chain packing and free energy with applications to protein molecular dynamics.

机构信息

Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, Illinois, United States of America.

Department of Chemistry, and The James Franck Institute, University of Chicago, Chicago, Illinois, United States of America.

出版信息

PLoS Comput Biol. 2018 Dec 27;14(12):e1006342. doi: 10.1371/journal.pcbi.1006342. eCollection 2018 Dec.

DOI:10.1371/journal.pcbi.1006342
PMID:30589846
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6307715/
Abstract

To address the large gap between time scales that can be easily reached by molecular simulations and those required to understand protein dynamics, we present a rapid self-consistent approximation of the side chain free energy at every integration step. In analogy with the adiabatic Born-Oppenheimer approximation for electronic structure, the protein backbone dynamics are simulated as preceding according to the dictates of the free energy of an instantaneously-equilibrated side chain potential. The side chain free energy is computed on the fly, allowing the protein backbone dynamics to traverse a greatly smoothed energetic landscape. This computation results in extremely rapid equilibration and sampling of the Boltzmann distribution. Our method, termed Upside, employs a reduced model involving the three backbone atoms, along with the carbonyl oxygen and amide proton, and a single (oriented) side chain bead having multiple locations reflecting the conformational diversity of the side chain's rotameric states. We also introduce a novel, maximum-likelihood method to parameterize the side chain interactions using protein structures. We demonstrate state-of-the-art accuracy for predicting χ1 rotamer states while consuming only milliseconds of CPU time. Our method enables rapidly equilibrating coarse-grained simulations that can nonetheless contain significant molecular detail. We also show that the resulting free energies of the side chains are sufficiently accurate for de novo folding of some proteins.

摘要

为了解决分子模拟可以轻松达到的时间尺度与理解蛋白质动力学所需的时间尺度之间的巨大差距,我们提出了一种快速自洽的侧链自由能近似方法,可在每个积分步骤中使用。类似于电子结构的绝热 Born-Oppenheimer 近似,我们将模拟蛋白质主链动力学,使其根据瞬时平衡侧链势的自由能要求进行模拟。侧链自由能是实时计算的,这使得蛋白质主链动力学能够穿越一个大大平滑的能量景观。这种计算导致了玻尔兹曼分布的极快速平衡和采样。我们的方法称为 Upside,采用了一种涉及三个主链原子、羰基氧和酰胺质子以及一个带有多个位置的单(定向)侧链珠的简化模型,这些位置反映了侧链构象多样性的旋转异构体状态。我们还引入了一种新颖的、基于最大似然的方法,使用蛋白质结构来参数化侧链相互作用。我们展示了预测 χ1 旋转异构体状态的最先进的准确性,而只消耗几毫秒的 CPU 时间。我们的方法能够实现快速平衡的粗粒化模拟,但仍然包含重要的分子细节。我们还表明,侧链的自由能足够准确,可以从头折叠一些蛋白质。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/4a47450c440e/pcbi.1006342.g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/4578b55fb280/pcbi.1006342.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/0e7e5cdcd281/pcbi.1006342.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/7802080ed3bc/pcbi.1006342.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/d5ecc2b54252/pcbi.1006342.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/c9474e451868/pcbi.1006342.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/5f5c7ee82e56/pcbi.1006342.g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/a41317d27001/pcbi.1006342.g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/0bad563d0b4d/pcbi.1006342.g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/4a47450c440e/pcbi.1006342.g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/4578b55fb280/pcbi.1006342.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/0e7e5cdcd281/pcbi.1006342.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/7802080ed3bc/pcbi.1006342.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/d5ecc2b54252/pcbi.1006342.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/c9474e451868/pcbi.1006342.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/5f5c7ee82e56/pcbi.1006342.g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/a41317d27001/pcbi.1006342.g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/0bad563d0b4d/pcbi.1006342.g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df03/6307715/4a47450c440e/pcbi.1006342.g009.jpg

相似文献

1
Accurate calculation of side chain packing and free energy with applications to protein molecular dynamics.准确计算侧链堆积和自由能及其在蛋白质分子动力学中的应用。
PLoS Comput Biol. 2018 Dec 27;14(12):e1006342. doi: 10.1371/journal.pcbi.1006342. eCollection 2018 Dec.
2
Trajectory-based training enables protein simulations with accurate folding and Boltzmann ensembles in cpu-hours.基于轨迹的训练可实现在 CPU 时间内对具有准确折叠和玻尔兹曼系综的蛋白质进行模拟。
PLoS Comput Biol. 2018 Dec 27;14(12):e1006578. doi: 10.1371/journal.pcbi.1006578. eCollection 2018 Dec.
3
Free energies of amino acid side-chain rotamers in alpha-helices, beta-sheets and alpha-helix N-caps.α-螺旋、β-折叠和α-螺旋N端帽中氨基酸侧链旋转异构体的自由能
J Mol Biol. 1997 Sep 26;272(3):456-64. doi: 10.1006/jmbi.1997.1250.
4
Determination of side-chain-rotamer and side-chain and backbone virtual-bond-stretching potentials of mean force from AM1 energy surfaces of terminally-blocked amino-acid residues, for coarse-grained simulations of protein structure and folding. II. Results, comparison with statistical potentials, and implementation in the UNRES force field.从末端封闭的氨基酸残基的 AM1 能量表面确定侧链构象异构体和侧链及主链虚拟键拉伸势的平均力,用于蛋白质结构和折叠的粗粒模拟。 II. 结果,与统计势的比较,以及在 UNRES 力场中的实现。
J Comput Chem. 2010 Apr 30;31(6):1154-67. doi: 10.1002/jcc.21402.
5
Amino acid conformational preferences and solvation of polar backbone atoms in peptides and proteins.肽和蛋白质中氨基酸的构象偏好以及极性主链原子的溶剂化作用。
J Mol Biol. 2000 Jul 28;300(5):1335-59. doi: 10.1006/jmbi.2000.3901.
6
Hidden regularity and universal classification of fast side chain motions in proteins.蛋白质中快速侧链运动的隐藏规律和普遍分类。
J Am Chem Soc. 2014 Jun 18;136(24):8590-605. doi: 10.1021/ja5024783. Epub 2014 Jun 6.
7
Physics-based potentials for the coupling between backbone- and side-chain-local conformational states in the UNited RESidue (UNRES) force field for protein simulations.用于蛋白质模拟的联合残基(UNRES)力场中主链和侧链局部构象状态耦合的基于物理的势。
J Chem Theory Comput. 2015 Feb 10;11(2):817-31. doi: 10.1021/ct500736a.
8
Grow to Fit Molecular Dynamics (G2FMD): an ab initio method for protein side-chain assignment and refinement.生长适配分子动力学(G2FMD):一种用于蛋白质侧链分配和优化的从头算方法。
Protein Eng Des Sel. 2006 Feb;19(2):55-65. doi: 10.1093/protein/gzj001. Epub 2006 Jan 9.
9
A consistent set of statistical potentials for quantifying local side-chain and backbone interactions.用于量化局部侧链和主链相互作用的一组一致的统计势。
Proteins. 2005 Jul 1;60(1):90-6. doi: 10.1002/prot.20482.
10
Toward the Accuracy and Speed of Protein Side-Chain Packing: A Systematic Study on Rotamer Libraries.面向蛋白质侧链堆积的准确性和速度:构象文库的系统研究。
J Chem Inf Model. 2020 Jan 27;60(1):410-420. doi: 10.1021/acs.jcim.9b00812. Epub 2019 Dec 31.

引用本文的文献

1
PackPPI: An integrated framework for protein-protein complex side-chain packing and ΔΔG prediction based on diffusion model.PackPPI:一种基于扩散模型的蛋白质-蛋白质复合物侧链堆积和ΔΔG预测的集成框架。
Protein Sci. 2025 May;34(5):e70110. doi: 10.1002/pro.70110.
2
Temperature-dependent fold-switching mechanism of the circadian clock protein KaiB.生物钟蛋白KaiB的温度依赖性折叠转换机制
Proc Natl Acad Sci U S A. 2024 Dec 17;121(51):e2412327121. doi: 10.1073/pnas.2412327121. Epub 2024 Dec 13.
3
A curated rotamer library for common post-translational modifications of proteins.

本文引用的文献

1
The Theory of Ultra-Coarse-Graining. 1. General Principles.超粗粒化理论。1. 一般原理。
J Chem Theory Comput. 2013 May 14;9(5):2466-80. doi: 10.1021/ct4000444. Epub 2013 Apr 10.
2
Physics-based potentials for the coupling between backbone- and side-chain-local conformational states in the UNited RESidue (UNRES) force field for protein simulations.用于蛋白质模拟的联合残基(UNRES)力场中主链和侧链局部构象状态耦合的基于物理的势。
J Chem Theory Comput. 2015 Feb 10;11(2):817-31. doi: 10.1021/ct500736a.
3
Loss of conformational entropy in protein folding calculated using realistic ensembles and its implications for NMR-based calculations.
一个针对蛋白质常见翻译后修饰的精选旋转异构体文库。
Bioinformatics. 2024 Jul 1;40(7). doi: 10.1093/bioinformatics/btae444.
4
Invariant point message passing for protein side chain packing.不变点消息传递在蛋白质侧链堆积中的应用。
Proteins. 2024 Oct;92(10):1220-1233. doi: 10.1002/prot.26705. Epub 2024 May 24.
5
A Curated Rotamer Library for Common Post-Translational Modifications of Proteins.用于蛋白质常见翻译后修饰的精选旋转异构体文库。
ArXiv. 2024 May 6:arXiv:2405.03120v1.
6
How hydrophobicity, side chains, and salt affect the dimensions of disordered proteins.疏水性、侧链和盐如何影响无规蛋白的尺寸。
Protein Sci. 2024 May;33(5):e4986. doi: 10.1002/pro.4986.
7
HDX-MS finds that partial unfolding with sequential domain activation controls condensation of a cellular stress marker.HDX-MS 发现部分展开伴随着顺序结构域激活控制着细胞应激标志物的凝聚。
Proc Natl Acad Sci U S A. 2024 Mar 26;121(13):e2321606121. doi: 10.1073/pnas.2321606121. Epub 2024 Mar 21.
8
Cyclic peptides discriminate BCL-2 and its clinical mutants from BCL-X by engaging a single-residue discrepancy.环状肽通过与单个残基差异结合来区分 BCL-2 和其临床突变体与 BCL-X。
Nat Commun. 2024 Feb 17;15(1):1476. doi: 10.1038/s41467-024-45848-1.
9
Invariant point message passing for protein side chain packing.用于蛋白质侧链堆积的不变点消息传递
bioRxiv. 2023 Dec 21:2023.08.03.551328. doi: 10.1101/2023.08.03.551328.
10
Folding of prestin's anion-binding site and the mechanism of outer hair cell electromotility. prestin 阴离子结合位点的折叠和外毛细胞电运动的机制。
Elife. 2023 Dec 6;12:RP89635. doi: 10.7554/eLife.89635.
使用实际系综计算蛋白质折叠中构象熵的损失及其对基于核磁共振的计算的影响。
Proc Natl Acad Sci U S A. 2014 Oct 28;111(43):15396-401. doi: 10.1073/pnas.1407768111. Epub 2014 Oct 13.
4
Assessment of protein side-chain conformation prediction methods in different residue environments.不同残基环境下蛋白质侧链构象预测方法的评估
Proteins. 2014 Sep;82(9):1971-84. doi: 10.1002/prot.24552. Epub 2014 Mar 31.
5
RASP: rapid modeling of protein side chain conformations.RASP:蛋白质侧链构象的快速建模。
Bioinformatics. 2011 Nov 15;27(22):3117-22. doi: 10.1093/bioinformatics/btr538. Epub 2011 Sep 23.
6
Fast and accurate prediction of protein side-chain conformations.快速准确地预测蛋白质侧链构象。
Bioinformatics. 2011 Oct 15;27(20):2913-4. doi: 10.1093/bioinformatics/btr482. Epub 2011 Aug 27.
7
A smoothed backbone-dependent rotamer library for proteins derived from adaptive kernel density estimates and regressions.基于自适应核密度估计和回归的蛋白质平滑骨架相关构象文库。
Structure. 2011 Jun 8;19(6):844-58. doi: 10.1016/j.str.2011.03.019.
8
The dead-end elimination theorem and its use in protein side-chain positioning.无环淘汰定理及其在蛋白质侧链定位中的应用。
Nature. 1992 Apr 9;356(6369):539-42. doi: 10.1038/356539a0.
9
Protein side chain modeling with orientation-dependent atomic force fields derived by series expansions.利用级数展开推导的方向依赖原子力场进行蛋白质侧链建模。
J Comput Chem. 2011 Jun;32(8):1680-6. doi: 10.1002/jcc.21747. Epub 2011 Mar 4.
10
Potentials of mean force for protein structure prediction vindicated, formalized and generalized.平均力势能在蛋白质结构预测中的应用得到了证实、形式化和推广。
PLoS One. 2010 Nov 10;5(11):e13714. doi: 10.1371/journal.pone.0013714.