Comparison of Umbrella Sampling and Steered Molecular Dynamics Methods for Computing Free Energy Profiles of Aromatic Substrates through Phospholipid Bilayers

2020 ◽  
Author(s):  
Sang Noh ◽  
Rebecca Notman

Understanding the permeation of molecules through lipid membranes is fundamental for predicting the cellular uptake of solutes and drug delivery mechanisms. In molecular simulations the usual approach is to compute the free energy (FE) profile of a molecule across a model lipid bilayer, which can then be used to estimate the permeability of the molecule. Umbrella sampling (US), which involves carrying out a series of biased simulations along a defined reaction coordinate (usually the bilayer normal direction), is a popular method for the computation of such FE profiles. However, US can be challenging to implement because the results are dependent on the strength of the biasing potential and the spacing of windows along the reaction coordinate, which, in practice, are usually optimized by an inefficient trial and error approach. The Steered Molecular Dynamics implementation of the Jarzynski Equality (JE-SMD) has been identified as an alternative to equilibrium sampling methods for measuring the FE change across a reaction coordinate. In the JE-SMD approach, equilibrium FE values are evaluated from the average of rapid non-equilibrium trajectories, thus avoiding the practical issues that come with US. Here, we use three different corrections of the JE-SMD method to calculate the FE change for the translocation of two aromatic substrates, phenylalanine and toluene, across a lipid bilayer, and compare the accuracy and computational efficiency of these approaches to the results obtained using US. We show evidence that when computing the free energy profile, the JE-SMD approach suffers from insufficient sampling convergence of the bilayer environment, and is dependent on the characteristic of the aromatic substrate itself. We deduce that, despite its drawbacks, US remains the more viable approach of the two for computing the FE profile.

2020 ◽  
Author(s):  
Sang Noh ◽  
Rebecca Notman

Understanding the permeation of molecules through lipid membranes is fundamental for predicting the cellular uptake of solutes and drug delivery mechanisms. In molecular simulations the usual approach is to compute the free energy (FE) profile of a molecule across a model lipid bilayer, which can then be used to estimate the permeability of the molecule. Umbrella sampling (US), which involves carrying out a series of biased simulations along a defined reaction coordinate (usually the bilayer normal direction), is a popular method for the computation of such FE profiles. However, US can be challenging to implement because the results are dependent on the strength of the biasing potential and the spacing of windows along the reaction coordinate, which, in practice, are usually optimized by an inefficient trial and error approach. The Steered Molecular Dynamics implementation of the Jarzynski Equality (JE-SMD) has been identified as an alternative to equilibrium sampling methods for measuring the FE change across a reaction coordinate. In the JE-SMD approach, equilibrium FE values are evaluated from the average of rapid non-equilibrium trajectories, thus avoiding the practical issues that come with US. Here, we use three different corrections of the JE-SMD method to calculate the FE change for the translocation of two aromatic substrates, phenylalanine and toluene, across a lipid bilayer, and compare the accuracy and computational efficiency of these approaches to the results obtained using US. We show evidence that when computing the free energy profile, the JE-SMD approach suffers from insufficient sampling convergence of the bilayer environment, and is dependent on the characteristic of the aromatic substrate itself. We deduce that, despite its drawbacks, US remains the more viable approach of the two for computing the FE profile.


2019 ◽  
Author(s):  
Sang Noh ◽  
Rebecca Notman

In this study, we use Molecular Dynamics (MD) to analyze three different corrections of the Steered Molecular Dynamics (SMD) implementation of Jarzynski's Equality (JE) to calculate the FE change for the translocation of a toluene molecule across a lipid bilayer, and compare the accuracy and computational efficiency of these approaches to the results obtained using Umbrella Sampling (US). We show that when computing the free energy profile of a small molecule across a model membrane, the SMD approach suffers from sampling issues that may be alleviated through the use of a slower pulling velocity, but at the cost of computational efficiency. We deduce that, despite its drawbacks, US remains the more viable approach of the two for computing the free energy (FE) profile.


2019 ◽  
Author(s):  
Sang Noh ◽  
Rebecca Notman

In this study, we use Molecular Dynamics (MD) to analyze three different corrections of the Steered Molecular Dynamics (SMD) implementation of Jarzynski's Equality (JE) to calculate the FE change for the translocation of a toluene molecule across a lipid bilayer, and compare the accuracy and computational efficiency of these approaches to the results obtained using Umbrella Sampling (US). We show that when computing the free energy profile of a small molecule across a model membrane, the SMD approach suffers from sampling issues that may be alleviated through the use of a slower pulling velocity, but at the cost of computational efficiency. We deduce that, despite its drawbacks, US remains the more viable approach of the two for computing the free energy (FE) profile.


2015 ◽  
Vol 17 (19) ◽  
pp. 12857-12869 ◽  
Author(s):  
Jia-Kai Zhou ◽  
Dah-Yen Yang ◽  
Sheh-Yi Sheu

The mechanical properties and kinetic pathways of the ligand BMVC unbinding from the G-quadruplex were investigated via the computation of free energy profiles.


2014 ◽  
Vol 54 (7) ◽  
pp. 2093-2104 ◽  
Author(s):  
Jan K. Marzinek ◽  
Peter J. Bond ◽  
Guoping Lian ◽  
Yanyan Zhao ◽  
Lujia Han ◽  
...  

2018 ◽  
Vol 47 (5) ◽  
pp. 1604-1613 ◽  
Author(s):  
Bo Li ◽  
Chad Priest ◽  
De-en Jiang

Classical molecular dynamics simulations coupled with umbrella sampling reveal the atomistic processes and free-energy profiles of the displacement of carbonate groups in the Ca2UO2(CO3)3 complex by amidoxime-based ligands in a 0.5 M NaCl solution.


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