Computations based on atomistic models play an increasingly important role in understanding biomolecular systems as well as in drug development. Improvements in these models involve extensions of the underlying functional form of the potential energy as well as additional optimization targeting a wider range of experimental and quantum mechanical data. During the last funding period we made significant advances in the development of empirical force fields (FF) for proteins and lipids, with improvements to the CHARMM additive models and the production of polarizable models for proteins, lipids and ions based on the classical Drude oscillator model. The Drude FF has already been implemented in CHARMM, NAMD, ChemShell QM/MM and the OpenMM GPU suite, and is currently usable for MD simulations on the order of one microsecond as well as with Temperature and Hamiltonian Replica-Exchange sampling methodologies. In the proposed study we will investigate how the explicit treatment of electronic polarization contributes to the structure, dynamics and biological functions of proteins, lipids and ligand binding.
In Aim 1 we will apply the polarizable FF to investigate the physical forces driving the folding and conformational properties of peptides and proteins as well as evaluate and further optimize the protein model targeting a range of properties. These will include quantum mechanical data, NMR observables, pKa shifts and aqueous solution data on ionic and polar neutral species representative of biomolecules, including osmotic pressure and density experimental data measured as part of this study. Membrane and protein-membrane complexes will be studied in Aim 2 using the polarizable FF with emphasis on the permeation of small species, translocation of cell penetrating peptides, and interpretation of experimental data from solution and solid state NMR, scattering, voltage-sensitive membrane-bound chromophores and 2D-IR spectroscopy. Information from these calculations will allow for additional optimization of the lipid FF and its extension to unsaturated and anionic lipids, cholesterol and sphingomyelin.
Aim 3 will investigate protein-ligand interactions including the forces driving the binding of ions and drug-like molecules. The impact of electronic polarization on these interactions will be investigated with the goal of achieving a more accurate representation of ligand binding. The energy function will be extended to account for charge transfer in the case of ion binding if it is deemed necessary. Additional efforts will include development of an automated parameter optimization utility for drug-like molecules. Upon completion of the proposed study we will have an improved understanding of the physical forces driving protein and membrane structure and dynamics based on a highly optimized state-of-the-art polarizable empirical FF that will be available to the computational chemistry community, including the capability to apply the polarizable model in drug discovery.

Public Health Relevance

The goal of this research project is to understand the physical forces dictating the structure and dynamics of proteins, membranes, protein-membrane complexes and ligand-protein complexes. Studies will be based on a potential function (a force field) accounting explicitly for induced polarization that represents an improved model of the physical forces, permitting more realistic computer simulations of a wide range of molecular systems of biomedical importance. These types of computer simulations play a critical role in drug discovery and development.

Agency
National Institute of Health (NIH)
Institute
National Institute of General Medical Sciences (NIGMS)
Type
Research Project (R01)
Project #
5R01GM072558-12
Application #
9276698
Study Section
Macromolecular Structure and Function D Study Section (MSFD)
Program Officer
Ainsztein, Alexandra M
Project Start
2005-02-01
Project End
2019-05-31
Budget Start
2017-06-01
Budget End
2018-05-31
Support Year
12
Fiscal Year
2017
Total Cost
$331,678
Indirect Cost
$68,250
Name
University of Chicago
Department
Biochemistry
Type
Schools of Medicine
DUNS #
005421136
City
Chicago
State
IL
Country
United States
Zip Code
60637
Huang, Jing; Lemkul, Justin A; Eastman, Peter K et al. (2018) Molecular dynamics simulations using the drude polarizable force field on GPUs with OpenMM: Implementation, validation, and benchmarks. J Comput Chem 39:1682-1689
Villa, Francesco; MacKerell Jr, Alexander D; Roux, Benoît et al. (2018) Classical Drude Polarizable Force Field Model for Methyl Phosphate and Its Interactions with Mg2. J Phys Chem A 122:6147-6155
Aleksandrov, Alexey; Lin, Fang-Yu; Roux, Benoît et al. (2018) Combining the polarizable Drude force field with a continuum electrostatic Poisson-Boltzmann implicit solvation model. J Comput Chem 39:1707-1719
Khan, Hanif Muhammad; MacKerell, Alexander D; Reuter, Nathalie (2018) Cation-? interactions between methylated ammonium groups and tryptophan in the CHARMM36 additive force field. J Chem Theory Comput :
Lin, Fang-Yu; MacKerell Jr, Alexander D (2018) Improved Modeling of Halogenated Ligand-Protein Interactions Using the Drude Polarizable and CHARMM Additive Empirical Force Fields. J Chem Inf Model :
Lin, Fang-Yu; MacKerell Jr, Alexander D (2018) Polarizable Empirical Force Field for Halogen-Containing Compounds Based on the Classical Drude Oscillator. J Chem Theory Comput 14:1083-1098
Huang, Jing; MacKerell Jr, Alexander D (2018) Force field development and simulations of intrinsically disordered proteins. Curr Opin Struct Biol 48:40-48
Boulanger, Eliot; Huang, Lei; Rupakheti, Chetan et al. (2018) Optimized Lennard-Jones Parameters for Druglike Small Molecules. J Chem Theory Comput 14:3121-3131
Han, Kyungreem; Venable, Richard M; Bryant, Anne-Marie et al. (2018) Graph-Theoretic Analysis of Monomethyl Phosphate Clustering in Ionic Solutions. J Phys Chem B 122:1484-1494
Lin, Fang-Yu; Lopes, Pedro E M; Harder, Edward et al. (2018) Polarizable Force Field for Molecular Ions Based on the Classical Drude Oscillator. J Chem Inf Model 58:993-1004

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