Calculating potentials of mean force and diffusion coefficients from nonequilibrium processes without Jarzynski's equality.

In general, the direct application of the Jarzynski equality (JE) to reconstruct potentials of mean force (PMFs) from a small number of nonequilibrium unidirectional steered molecular-dynamics (SMD) paths is hindered by the lack of sampling of extremely rare paths with negative dissipative work. Such trajectories that transiently violate the second law of thermodynamics are crucial for the validity of JE. As a solution to this daunting problem, we propose a simple and efficient method, referred to as the FR method, for calculating simultaneously both the PMF U(z) and the corresponding diffusion coefficient D(z) along a reaction coordinate z for a classical many-particle system by employing a small number of fast SMD pullings in both forward (F) and time reverse (R) directions, without invoking JE. By employing Crooks [Phys. Rev. E 61, 2361 (2000)] transient fluctuation theorem (that is more general than JE) and the stiff-spring approximation, we show that (i) the mean dissipative work W(d) in the F and R pullings is the same, (ii) both U(z) and W(d) can be expressed in terms of the easily calculable mean work of the F and R processes, and (iii) D(z) can be expressed in terms of the slope of W(d). To test its viability, the FR method is applied to determine U(z) and D(z) of single-file water molecules in single-walled carbon nanotubes (SWNTs). The obtained U(z) is found to be in very good agreement with the results from other PMF calculation methods, e.g., umbrella sampling. Finally, U(z) and D(z) are used as input in a stochastic model, based on the Fokker-Planck equation, for describing water transport through SWNTs on a mesoscopic time scale that in general is inaccessible to MD simulations.

[1]  C. Jarzynski Equilibrium free-energy differences from nonequilibrium measurements: A master-equation approach , 1997, cond-mat/9707325.

[2]  K. Schulten,et al.  Calculating potentials of mean force from steered molecular dynamics simulations. , 2004, The Journal of chemical physics.

[3]  Klaus Schulten,et al.  Empirical nanotube model for biological applications. , 2005, The journal of physical chemistry. B.

[4]  R. Swendsen,et al.  THE weighted histogram analysis method for free‐energy calculations on biomolecules. I. The method , 1992 .

[5]  Alexander D. MacKerell,et al.  Computational Biochemistry and Biophysics , 2001 .

[6]  Klaus Schulten,et al.  Water and proton conduction through carbon nanotubes as models for biological channels. , 2003, Biophysical journal.

[7]  Sean X. Sun Equilibrium free energies from path sampling of nonequilibrium trajectories , 2003 .

[8]  H. Risken The Fokker-Planck equation : methods of solution and applications , 1985 .

[9]  O. Becker Protein Folding: Computational Approaches , 2001 .

[10]  David A. Kofke,et al.  Appropriate methods to combine forward and reverse free-energy perturbation averages , 2003 .

[11]  Gerhard Hummer,et al.  Osmotic water transport through carbon nanotube membranes , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[12]  Nandou Lu,et al.  Overlap perturbation methods for computing alchemical free energy changes: variants, generalizations and evaluations , 2004 .

[13]  Thomas Simonson,et al.  Free energy simulations come of age: protein-ligand recognition. , 2002, Accounts of chemical research.

[14]  K. Schulten,et al.  Energetics of glycerol conduction through aquaglyceroporin GlpF , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[15]  K Schulten,et al.  VMD: visual molecular dynamics. , 1996, Journal of molecular graphics.

[16]  K. Schulten,et al.  Collective diffusion model for water permeation through microscopic channels. , 2004, Physical review letters.

[17]  F. Ritort,et al.  The nonequilibrium thermodynamics of small systems , 2005 .

[18]  Berend Smit,et al.  Understanding molecular simulation: from algorithms to applications , 1996 .

[19]  T. Darden,et al.  A smooth particle mesh Ewald method , 1995 .

[20]  I. Tinoco,et al.  Equilibrium Information from Nonequilibrium Measurements in an Experimental Test of Jarzynski's Equality , 2002, Science.

[21]  Thomas B Woolf,et al.  Theory of a systematic computational error in free energy differences. , 2002, Physical review letters.

[22]  Alexander D. MacKerell,et al.  All-atom empirical potential for molecular modeling and dynamics studies of proteins. , 1998, The journal of physical chemistry. B.

[23]  Sean X. Sun,et al.  Equilibrium free energy estimates based on nonequilibrium work relations and extended dynamics. , 2004, The Journal of chemical physics.

[24]  A. Maritan,et al.  Multiple Steering Molecular Dynamics Applied to Water Exchange at Alkali Ions , 2002 .

[25]  F. Ritort,et al.  A two-state kinetic model for the unfolding of single molecules by mechanical force , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[26]  Régis Pomès,et al.  Enhancing the accuracy, the efficiency and the scope of free energy simulations. , 2005, Current opinion in structural biology.

[27]  C. Jarzynski Nonequilibrium Equality for Free Energy Differences , 1996, cond-mat/9610209.

[28]  Debra J. Searles,et al.  The Fluctuation Theorem , 2002 .

[29]  Michael R. Shirts,et al.  Comparison of efficiency and bias of free energies computed by exponential averaging, the Bennett acceptance ratio, and thermodynamic integration. , 2005, The Journal of chemical physics.

[30]  Benoît Roux,et al.  Theoretical and computational models of ion channels. , 2002, Current opinion in structural biology.

[31]  G. Torrie,et al.  Nonphysical sampling distributions in Monte Carlo free-energy estimation: Umbrella sampling , 1977 .

[32]  Rommie E. Amaro,et al.  Developing an energy landscape for the novel function of a (β/α)8 barrel: Ammonia conduction through HisF , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[33]  K. Schulten,et al.  Steered molecular dynamics investigations of protein function. , 2001, Journal of molecular graphics & modelling.

[34]  Michele Cascella,et al.  Dynamics and energetics of water permeation through the aquaporin channel , 2004, Proteins.

[35]  Gerhard Hummer,et al.  Free energy surfaces from single-molecule force spectroscopy. , 2005, Accounts of chemical research.

[36]  C. Jarzynski,et al.  Verification of the Crooks fluctuation theorem and recovery of RNA folding free energies , 2005, Nature.

[37]  Electric field-controlled water permeation coupled to ion transport through a nanopore. , 2003, The Journal of chemical physics.

[38]  G. Hummer,et al.  Effect of flexibility on hydrophobic behavior of nanotube water channels. , 2005, The Journal of chemical physics.

[39]  Rommie E. Amaro,et al.  Molecular dynamics simulations of substrate channeling through an α–β barrel protein , 2004 .

[40]  R. Zwanzig Nonequilibrium statistical mechanics , 2001, Physics Subject Headings (PhySH).

[41]  Daniel M. Zuckerman,et al.  Overcoming finite-sampling errors in fast-switching free-energy estimates: extrapolative analysis of a molecular system , 2002 .

[42]  F. Ritort,et al.  Bias and error in estimates of equilibrium free-energy differences from nonequilibrium measurements , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[43]  G. Crooks Path-ensemble averages in systems driven far from equilibrium , 1999, cond-mat/9908420.

[44]  B. Roux The calculation of the potential of mean force using computer simulations , 1995 .

[45]  Laxmikant V. Kale,et al.  NAMD2: Greater Scalability for Parallel Molecular Dynamics , 1999 .

[46]  Debra J Searles,et al.  Experimental demonstration of violations of the second law of thermodynamics for small systems and short time scales. , 2002, Physical review letters.

[47]  C. Jarzynski,et al.  A “fast growth” method of computing free energy differences , 2001 .

[48]  H. Risken Fokker-Planck Equation , 1984 .

[49]  H. Risken Fokker-Planck Equation , 1996 .

[50]  K. Schulten,et al.  Free energy calculation from steered molecular dynamics simulations using Jarzynski's equality , 2003 .

[51]  G. Hummer,et al.  Free energy reconstruction from nonequilibrium single-molecule pulling experiments , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[52]  G. Hummer,et al.  Water conduction through the hydrophobic channel of a carbon nanotube , 2001, Nature.

[53]  A. Berezhkovskii,et al.  Single-file transport of water molecules through a carbon nanotube. , 2002, Physical review letters.

[54]  Michael R. Shirts,et al.  Equilibrium free energies from nonequilibrium measurements using maximum-likelihood methods. , 2003, Physical review letters.

[55]  G. Hummer,et al.  Filling and emptying kinetics of carbon nanotubes in water , 2002 .

[56]  Charles H. Bennett,et al.  Efficient estimation of free energy differences from Monte Carlo data , 1976 .

[57]  W. L. Jorgensen,et al.  Comparison of simple potential functions for simulating liquid water , 1983 .

[58]  A. Leach Molecular Modelling: Principles and Applications , 1996 .

[59]  G. Hummer Fast-growth thermodynamic integration: Error and efficiency analysis , 2001 .