The Movable
Type Method Applied to Protein–Ligand
Binding
Posted on 2013-12-10 - 00:00
Accurately computing the free energy
for biological processes like
protein folding or protein–ligand association remains a challenging
problem. Both describing the complex intermolecular forces involved
and sampling the requisite configuration space make understanding
these processes innately difficult. Herein, we address the sampling
problem using a novel methodology we term “movable type”
(MT). Conceptually it can be understood by analogy with the evolution
of printing and, hence, the name movable type. For example, a common
approach to the study of protein–ligand complexation involves
taking a database of intact drug-like molecules and exhaustively docking
them into a binding pocket. This is reminiscent of early woodblock
printing where each page had to be laboriously created prior to printing
a book. However, printing evolved to an approach where a database
of symbols (letters, numerals, etc.) was created and then assembled
using a MT system, which allowed for the creation of all possible
combinations of symbols on a given page, thereby, revolutionizing
the dissemination of knowledge. Our MT method involves identifying
all of the atom pairs seen in protein–ligand complexes and
then creating two databases: one with their associated pairwise distant
dependent energies and another associated with the probability of
how these pairs can combine in terms of bonds, angles, dihedrals,
and nonbonded interactions. Combining these two databases coupled
with the principles of statistical mechanics allows us to accurately
estimate binding free energies as well as the pose of a ligand in
a receptor. This method, by its mathematical construction, samples
all of the configuration space of a selected region (the protein active
site here) in one shot without resorting to brute force sampling schemes
involving Monte Carlo, genetic algorithms, or molecular dynamics simulations
making the methodology extremely efficient. Importantly, this method
explores the free energy surface eliminating the need to estimate
the enthalpy and entropy components individually. Finally, low free
energy structures can be obtained via a free energy minimization procedure
yielding all low free energy poses on a given free energy surface.
Besides revolutionizing the protein–ligand docking and scoring
problem, this approach can be utilized in a wide range of applications
in computational biology which involve the computation of free energies
for systems with extensive phase spaces including protein folding,
protein–protein docking, and protein design.
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Zheng, Zheng; Ucisik, Melek N.; Merz, Kenneth M. (2016). The Movable
Type Method Applied to Protein–Ligand
Binding. ACS Publications. Collection. https://doi.org/10.1021/ct4005992