Accurate and Rigorous Prediction of the Changes in Protein Free Energies in a Large-Scale Mutation Scan

被引:106
作者
Gapsys, Vytautas [1 ]
Michielssens, Servaas [1 ]
Seeliger, Daniel [2 ]
de Groot, Bert L. [1 ]
机构
[1] Max Planck Inst Biophys Chem, Computat Biomol Dynam Grp, Fassberg 11, D-37077 Gottingen, Germany
[2] Boehringer Ingelheim Pharma GmbH & Co KG, Identificat & Optimizat Support, Birkendorfer Str 65, D-88397 Biberach, Germany
关键词
force field; free-energy calculations; proteins; thermostability; NEUROTENSIN RECEPTOR; DIRECTED EVOLUTION;
D O I
10.1002/anie.201510054
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The prediction of mutation-induced free-energy changes in protein thermostability or protein-protein binding is of particular interest in the fields of protein design, biotechnology, and bioengineering. Herein, we achieve remarkable accuracy in a scan of 762 mutations estimating changes in protein thermostability based on the first principles of statistical mechanics. The remaining error in the free-energy estimates appears to be due to three sources in approximately equal parts, namely sampling, force-field inaccuracies, and experimental uncertainty. We propose a consensus force-field approach, which, together with an increased sampling time, leads to a free-energy prediction accuracy that matches those reached in experiments. This versatile approach enables accurate free-energy estimates for diverse proteins, including the prediction of changes in the melting temperature of the membrane protein neurotensin receptor 1.
引用
收藏
页码:7364 / 7368
页数:5
相关论文
共 46 条
  • [31] Locally weighted histogram analysis and stochastic solution for large-scale multi-state free energy estimation
    Tan, Zhiqiang
    Xia, Junchao
    Zhang, Bin W.
    Levy, Ronald M.
    [J]. JOURNAL OF CHEMICAL PHYSICS, 2016, 144 (03)
  • [32] Modeling of Protein Structural Flexibility and Large-Scale Dynamics: Coarse-Grained Simulations and Elastic Network Models
    Kmiecik, Sebastian
    Kouza, Maksim
    Badaczewska-Dawid, Aleksandra E.
    Kloczkowski, Andrzej
    Kolinski, Andrzej
    [J]. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2018, 19 (11)
  • [33] Block Design with Common Reference Samples Enables Robust Large-Scale Label-Free Quantitative Proteome Profiling
    Zhang, Tong
    Gaffrey, Matthew J.
    Monroe, Matthew E.
    Thomas, Dennis G.
    Weitz, Karl K.
    Piehowski, Paul D.
    Petyuk, Vladislav A.
    Moore, Ronald J.
    Thrall, Brian D.
    Qian, Wei-Jun
    [J]. JOURNAL OF PROTEOME RESEARCH, 2020, 19 (07) : 2863 - 2872
  • [34] PON-Tm: A Sequence-Based Method for Prediction of Missense Mutation Effects on Protein Thermal Stability Changes
    Kuang, Jiahao
    Zhao, Zhihong
    Yang, Yang
    Yan, Wenying
    [J]. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2024, 25 (15)
  • [35] Extended-ensemble docking to probe dynamic variation of ligand binding sites during large-scale structural changes of proteins
    Kapoor, Karan
    Thangapandian, Sundar
    Tajkhorshid, Emad
    [J]. CHEMICAL SCIENCE, 2022, 13 (14) : 4150 - 4169
  • [36] Blue Light Exposure Caused Large-Scale Transcriptional Changes in the Abdomen and Reduced the Reproductive Fitness of the Fall Armyworm Spodoptera frugiperda
    Liu, Yu
    Tao, Yi-Dong
    Zhang, Li-Bao
    Wang, Fen
    Xu, Jin
    Zhang, Jun-Zhong
    Fu, Da-Ying
    [J]. INSECTS, 2024, 15 (01)
  • [37] Strigolactone induces D14-dependent large-scale changes in gene expression requiring SWI/SNF chromatin remodellers
    Humphreys, Jazmine L.
    Beveridge, Christine A.
    Tanurdzic, Milos
    [J]. PLANT JOURNAL, 2024, 119 (03) : 1526 - 1542
  • [38] RBscore&NBench: a high-level web server for nucleic acid binding residues prediction with a large-scale benchmarking database
    Miao, Zhichao
    Westhof, Eric
    [J]. NUCLEIC ACIDS RESEARCH, 2016, 44 (W1) : W562 - W567
  • [39] Large-scale insertional mutagenesis of Chlamydomonas supports phylogenomic functional prediction of photosynthetic genes and analysis of classical acetate-requiring mutants
    Dent, Rachel M.
    Sharifi, Marina N.
    Malnoe, Alizee
    Haglund, Cat
    Calderon, Robert H.
    Wakao, Setsuko
    Niyogi, Krishna K.
    [J]. PLANT JOURNAL, 2015, 82 (02) : 337 - 351
  • [40] Large-scale, dynamin-like motions of the human guanylate binding protein 1 revealed by multi-resolution simulations
    Barz, Bogdan
    Loschwitz, Jennifer
    Strodel, Birgit
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2019, 15 (10)