2002
DOI: 10.1038/nature01160
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Absolute comparison of simulated and experimental protein-folding dynamics

Abstract: Protein folding is difficult to simulate with classical molecular dynamics. Secondary structure motifs such as alpha-helices and beta-hairpins can form in 0.1-10 micros (ref. 1), whereas small proteins have been shown to fold completely in tens of microseconds. The longest folding simulation to date is a single 1- micro s simulation of the villin headpiece; however, such single runs may miss many features of the folding process as it is a heterogeneous reaction involving an ensemble of transition states. Here,… Show more

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Cited by 642 publications
(631 citation statements)
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“…[30][31][32][33][34] In a separate example, even the use of high resolution experimental techniques such as coupling of H/D exchange with 2D NMR only allows detection of intermediate states with almost native-like five-strand b-sheet conformation during the earliest stage of Ubiquitin folding. 35,36 Computer simulations of protein models at different resolutions, from simple lattice models (and off-lattice) [37][38][39] to continuum solvent models 38,40,41 to all-atom explicit solvent models, 42,43 have been used to supplement existing experimental techniques in understanding aspects of protein folding. 44,45 In principle, molecular dynamics (MD) simulations with an atomistic description of the protein and solvent molecules should provide the most realistic description of the protein folding landscapes.…”
Section: Introductionmentioning
confidence: 99%
See 1 more Smart Citation
“…[30][31][32][33][34] In a separate example, even the use of high resolution experimental techniques such as coupling of H/D exchange with 2D NMR only allows detection of intermediate states with almost native-like five-strand b-sheet conformation during the earliest stage of Ubiquitin folding. 35,36 Computer simulations of protein models at different resolutions, from simple lattice models (and off-lattice) [37][38][39] to continuum solvent models 38,40,41 to all-atom explicit solvent models, 42,43 have been used to supplement existing experimental techniques in understanding aspects of protein folding. 44,45 In principle, molecular dynamics (MD) simulations with an atomistic description of the protein and solvent molecules should provide the most realistic description of the protein folding landscapes.…”
Section: Introductionmentioning
confidence: 99%
“…44,45 In principle, molecular dynamics (MD) simulations with an atomistic description of the protein and solvent molecules should provide the most realistic description of the protein folding landscapes. However, such folding simulations starting from fully extended states are often limited to small peptides, 42,43 as the sampling of the huge conformational space of a typical protein is currently inaccessible even with the fastest supercomputers. In this endeavor, unfolding simulations, performed in either chemical denaturing or thermal denaturing conditions, have been widely used to shed light onto the folding scenario.…”
Section: Introductionmentioning
confidence: 99%
“…Activated and long-time processes can also be studied by using high-temperature simulations, 9 aggregate dynamics, 10 enhanced sampling by MC/MD, [11][12][13][14] replica dynamics, 15,16 free-energy calculations, 17-19 path sampling [20][21][22] or the stochastic path approach. 23 All these methodologies are based on different approximations and address varied problems (see, for example, ref 24).…”
Section: Introductionmentioning
confidence: 99%
“…In addition, world-wide parallel computing (e.g. Folding@Home [31]) and generalized ensemble sampling techniques that involve parallel simulations of molecular systems coupled with a Monte Carlo (MC) protocol [32,33] have been successfully applied to protein folding [25,[34][35][36].…”
Section: Studying Protein Foldingmentioning
confidence: 99%
“…Rate predictions have been likewise performed using molecular dynamics simulations using explicit water models such as the TIP3P [131] and SPC [132] to gain additional insight into folding kinetics. Examples of MD simulations using explicit solvent which yielded experimentally consistent rates were performed by Pande et al, who observed helix-coil transitions [133] and protein folding [34]. However, a potential drawback in the use of water models is that they are parameterized to a single temperature (~298 K), and thus may bias the dynamics in non-native temperature simulations.…”
Section: Protein Folding Kineticsmentioning
confidence: 99%