Molecular dynamics ensemble refinement of the heterogeneous native state of NCBD using chemical shifts and NOEs

被引:14
作者
Papaleo, Elena [1 ,3 ]
Camilloni, Carlo [2 ,4 ]
Teilum, Kaare [1 ]
Vendruscolo, Michele [2 ]
Lindorff-Larsen, Kresten [1 ]
机构
[1] Univ Copenhagen, Linderstrom Lang Ctr Prot Sci, Dept Biol, Struct Biol & NMR Lab, Copenhagen, Denmark
[2] Univ Cambridge, Dept Chem, Cambridge, England
[3] Danish Canc Soc, Computat Biol Lab, Res Ctr, Copenhagen, Denmark
[4] Univ Milan, Dept Biosci, Milan, Italy
来源
PEERJ | 2018年 / 6卷
关键词
Protein structure; Protein dynamics; NMR; Molecular dynamics; Force field; Ensemble refinement; Maximum entropy; COACTIVATOR BINDING DOMAIN; PROTEIN-STRUCTURE GENERATION; FORCE-FIELD; DISORDERED PROTEINS; STRUCTURAL RESTRAINTS; FRAGMENT REPLACEMENT; FOLDING SIMULATIONS; PHYSICAL MODELS; NMR RELAXATION; COMPLEX;
D O I
10.7717/peerj.5125
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Many proteins display complex dynamical properties that are often intimately linked to their biological functions. As the native state of a protein is best described as an ensemble of conformations, it is important to be able to generate models of native state ensembles with high accuracy. Due to limitations in sampling efficiency and force field accuracy it is, however, challenging to obtain accurate ensembles of protein conformations by the use of molecular simulations alone. Here we show that dynamic ensemble refinement, which combines an accurate atomistic force field with commonly available nuclear magnetic resonance (NMR) chemical shifts and NOEs, can provide a detailed and accurate description of the conformational ensemble of the native state of a highly dynamic protein. As both NOEs and chemical shifts are averaged on timescales up to milliseconds, the resulting ensembles reflect the structural heterogeneity that goes beyond that probed, e.g., by NMR relaxation order parameters. We selected the small protein domain NCBD as object of our study since this protein, which has been characterized experimentally in substantial detail, displays a rich and complex dynamical behaviour. In particular, the protein has been described as having a molten-globule like structure, but with a relatively rigid core. Our approach allowed us to describe the conformational dynamics of NCBD in solution, and to probe the structural heterogeneity resulting from both short-and long-time scale dynamics by the calculation of order parameters on different time scales. These results illustrate the usefulness of our approach since they show that NCBD is rather rigid on the nanosecond timescale, but interconverts within a broader ensemble on longer timescales, thus enabling the derivation of a coherent set of conclusions from various NMR experiments on this protein, which could otherwise appear in contradiction with each other.
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页数:24
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共 88 条
[1]   ESSENTIAL DYNAMICS OF PROTEINS [J].
AMADEI, A ;
LINSSEN, ABM ;
BERENDSEN, HJC .
PROTEINS-STRUCTURE FUNCTION AND GENETICS, 1993, 17 (04) :412-425
[2]   Ensemble-Based Interpretations of NMR Structural Data to Describe Protein Internal Dynamics [J].
Angyan, Annamaria F. ;
Gaspari, Zoltan .
MOLECULES, 2013, 18 (09) :10548-10567
[3]   Computational and theoretical advances in studies of intrinsically disordered proteins [J].
Best, Robert B. .
CURRENT OPINION IN STRUCTURAL BIOLOGY, 2017, 42 :147-154
[4]   Balanced Protein-Water Interactions Improve Properties of Disordered Proteins and Non-Specific Protein Association [J].
Best, Robert B. ;
Zheng, Wenwei ;
Mittal, Jeetain .
JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2014, 10 (11) :5113-5124
[5]   Principles of protein structural ensemble determination [J].
Bonomi, Massimiliano ;
Heller, Gabriella T. ;
Camilloni, Carlo ;
Vendruscolo, Michele .
CURRENT OPINION IN STRUCTURAL BIOLOGY, 2017, 42 :106-116
[6]   Metadynamic metainference: Enhanced sampling of the metainference ensemble using metadynamics [J].
Bonomi, Massimiliano ;
Camilloni, Carlo ;
Vendruscolo, Michele .
SCIENTIFIC REPORTS, 2016, 6
[7]   PLUMED: A portable plugin for free-energy calculations with molecular dynamics [J].
Bonomi, Massimiliano ;
Branduardi, Davide ;
Bussi, Giovanni ;
Camilloni, Carlo ;
Provasi, Davide ;
Raiteri, Paolo ;
Donadio, Davide ;
Marinelli, Fabrizio ;
Pietrucci, Fabio ;
Broglia, Ricardo A. ;
Parrinello, Michele .
COMPUTER PHYSICS COMMUNICATIONS, 2009, 180 (10) :1961-1972
[8]   Equilibrium simulations of proteins using molecular fragment replacement and NMR chemical shifts [J].
Boomsma, Wouter ;
Tian, Pengfei ;
Frellsen, Jes ;
Ferkinghoff-Borg, Jesper ;
Hamelryck, Thomas ;
Lindorff-Larsen, Kresten ;
Vendruscolo, Michele .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2014, 111 (38) :13852-13857
[9]   Combining Experiments and Simulations Using the Maximum Entropy Principle [J].
Boomsma, Wouter ;
Ferkinghoff-Borg, Jesper ;
Lindorff-Larsen, Kresten .
PLOS COMPUTATIONAL BIOLOGY, 2014, 10 (02)
[10]   Conformational ensembles of RNA oligonucleotides from integrating NMR and molecular simulations [J].
Bottaro, Sandro ;
Bussi, Giovanni ;
Kennedy, Scott D. ;
Turner, Douglas H. ;
Lindorff-Larsen, Kresten .
SCIENCE ADVANCES, 2018, 4 (05)