High-Throughput Prediction of the Hydration Free Energies of Small
Molecules from a Classical Density Functional Theory
Yu Liu, Jia Fu, and Jianzhong Wu*
Departments of Chemical and Environmental Engineering and Mathematics, University of California, Riverside, California 92521,
United States
* S Supporting Information
ABSTRACT: The classical density functional theory (DFT) is proposed as an
efficient computational tool for high-throughput prediction of the solvation free
energies of small molecules in liquid water under the ambient condition. With the
solute molecules represented by the AMBER force field and the TIP3P model for
the solvent, the new theoretical method predicts the hydration free energies of 500
neutral molecules with average unsigned errors of 0.96 and 1.04 kcal/mol in
comparison with the experimental and simulation data, respectively. The DFT
predictions are orders of magnitude faster than conventional molecular dynamics
simulations, and the theoretical performance can be further improved by taking into
account the molecular flexibility of large solutes.
SECTION: Liquids; Chemical and Dynamical Processes in Solution
S
olvation free energy plays a key role in solution chemistry,
and its theoretical prediction often represents a bottleneck
in understanding important chemical and biological processes
in water including protein-ligand bindings.
1,2
The solvent-
solute interactions entail complex microscopic details that make
a reliable prediction of solvation properties a serious computa-
tional challenge. The conventional methods for solvation free-
energy calculations are based on either the solvent-implicit
models or the solvent-explicit models. The former are usually
constructed from knowledge-based macroscopic considerations,
while the latter often start with a semiempirical force field to
represent the solvent-solvent and solvent-solute interactions.
3
The continuous and solvent-explicit methods are complemen-
tary, and their choices for practical applications often reflect a
compromise of the computational cost and the precision in
microscopic details.
With the solvent molecules depicted as a dielectric
continuum, an implicit-solvent model describes the solvation-
free energy in terms of the geometric measures of the solute-
solvent boundary, such as the solvent-accessible surface (SAS),
and various energetic contributions due to the solute-solvent
electrostatic and van der Waals interactions.
4
A recent example
for the implicit-solvent approach was provided by Boyer and
Bryan.
5
who correlated the hydration free energy with the SAS
and the partial charges of the solute molecules. Impressive
fitting of experimental results was achieved with a mean
absolute error of 0.513 kcal/mol for the hydration free energies
of diverse chemical species. While application of a continuous
model drastically oversimplifies solvent-solute interactions and
thus reduces the computational cost for predicting the solvation
free energy and solvent-mediated interactions, it neglects the
local solvent inhomogeneity and the steric effects affiliated with
individual solvent molecules. Recently, Nakamura et al.
6
introduced an elegant procedure to account for the local
dielectric inhomogeneity near the solute using field-theoretic
techniques. The new theoretical method predicts ionic
solvation free energies in both single-component liquids and
binary liquid mixtures, in excellent agreement with the
experimental data. The general applicability of this method to
more complicated chemical systems is yet to be established.
The explicit-solvent models, which have been widely used in
molecular simulation and theoretical investigation of solvation,
provide a more realistic representation of the solute-solvent
interactions on the length scale pertinent to the solvent-solute
interactions. Recent years have witnessed rapid progresses in
the development of novel theoretical and simulation methods
for efficient predictions of solvation free energies with explicit
solvents. Analytical predictions of solvation free energies are
mostly based on the integral equation theories
7,8
or the classical
density functional methods.
9-15
In particular, the molecular
density functional theory (MDFT) of solvation recently
proposed by Borgis and coworkers offers an excellent platform
to study solvation and solvent-mediated interactions.
16-18
Like
the molecular Ornstein-Zernike (MOZ) equation, the MDFT
is mainly applicable to rigid molecules and involves multi-
dimensional density profiles that are numerically inconvenient.
There have been several reports on large-scale simulation of the
solvation free energies. One of the early examples was given by
Received: August 20, 2013
Accepted: October 16, 2013
Published: October 16, 2013
Letter
pubs.acs.org/JPCL
© 2013 American Chemical Society 3687 dx.doi.org/10.1021/jz401787p | J. Phys. Chem. Lett. 2013, 4, 3687-3691