Biophysical Chemistry G4170
Charge Fitting
Using Ab Initio and Semi Empirical Methods
To Derive Partial Atomic Charges
Overview
Review the Molecular
Mechanics lecture supplement.
Objective
- This week we will use ab initio and semi
empirical molecular orbital calculations to obtain partial atomic charges
for amino acids; for the most part we will use N-methyl acetamide (NMA)
as a model. The electrostatic terms are quite significant in the calculation
of the Ramachandran plot for a short peptide in water. The selection of solvation
model and of dielectric constants is quite important, and fraught with subtlety.
Equally important is the selection of "partial atomic charges" which are
lumped charges describing the effect of the charges of the nucleus and electrons
associated with each atom; this lumped partial charge is located at the nucleus.
Methods: Orbital Calculations
- Partial atomic charges are often derived
from quantum mechanical calculations; these calculations can be done at a
variety of levels of accuracy. You will set up calculations through the Maestro
interface at a "Semi-Empirical" level. You can also try to calculate these
values at an ab initio level with Jaguar. The ab initio calculations
take much longer than semi-empirical methods and are capable of giving more
reliable answers for a much broader range of compounds. We will discuss the
differences in these two methods in this excercise. The semi-empirical approach
that you will use, (AM1), is capable of giving reasonable results
for amides in a variety of results, and can run very quickly on these workstations.
Using the semi-empirical approach you will look at trends in the resulting
charges as a function of the structure: for example you will study the effects
of solvation, hydrogen bonding, side chain, and conformation on the partial
charges.
Methods: Charge Fitting
- We will use two methods for obtaining
partial charges from the molecular orbitals. The first method, Mulliken charges,
is a kind of "bookeeping" in which the electrons from each orbital are distributed
between the parent atoms. In the second method, electrostatic fitting, the
collection of charges that best reproduces the external field profile of
the molecule is calculated. There is often a big discrepancy between the
two kinds of charges. The electrostatic method is more consistent with force
field calculations, and should be used here. When Kollman et al develop charges
for use in the AMBER force field, a restraint is used that minimizes
the charges (yet produces a good agreement with the external field). For
a discussion of these fitting methods see Kollman's page on amber
and RESP . In this excercise we will develop charges that fit the field
as well as possible, without any restraint, and compare their performance
in the force field with the default charges developed with RESP.
Testing the Charges: Using the Charges in Force Fields
- The partial charges are a model for the
charge distribution that is rather loosely associated with reality and cannot
be measured experimentally. Nonetheless there are some important comparisons
with experiment: the force field including these charges can be used to predict
optimized geometry of the molecule (especially covalent bond lengths and
bond angles) and the net electostatic dipole of the molecule. If you were
developing force fields, you would also want to successfully predict solubilities,
dimerization energies and other thermodynamic properties. Our criterion in
this excersize will be the ability of the total force field to reproduce
conformational preferences of the molecule-- especially the backbone dihedral
or torsional preference of the protein structure.
Conformational data on these capped peptides
in solution is of interest but in general is not available, mainly due to
the fact that the conformation in solution is highly fluxional. We can compare
with the ab initio conformational preferences and we can also compare with
the experimental data on conformational preferences of the backbone residues
in folded proteins, in structured pepetides and in solid state amides.
Of course the force fields have other parameterized
physical attributes of the molecule as well, for example the equilibrium bond
lengths and angles and the stretching and bending vibrational frequencies;
which you could compare directly to experimental diffraction and vibrational
data.
Comparing Force Field and Quantum Chemical
Calculations of Relative Potential Energy
- You could in principle do a detailed comparison
of the Ramachandran plot as computed with QM and MM methods. Using AM1 calculations
we will evaluate just the single point energies for the capped alanine at
a few interesting locations on the Ramachandran plot and compare with single
point energies obtained from the molecular mechanics/amber94 calculations:
for example we will compare the helical and sheet regions and the region
characteristic for a gamma turn. This comparison can be made for both the
gas phase species and the water solvated species.
Calculating Properties of Capped Amino-acids
Force Field Calculations
Build the amino-acid structure (using
a clean workspace) using the build function (Edit -> Build or Alt-B) in
maestro.
- Calculating Geometries
Optionally, you can minimize the structure
and change the conformation using Macromodel.
Using the ECalc function in Macromodel (Current Energy), you can output some
basic information and parameters for the force-field being used. Set the
force-field to OPLS-AA and use Ecalc with minimal energy listing. Once the
job has completed, open the output file (with mmo extension) and look at
the atomic charges. Also take note of the other features of the MM force-field.
You can map the charges and coordinates of these charges to their respective
atoms using the Display -> Atom labels function.
- Effects of Solvation
Repeat the above calculation ( without geometry
optimization) for the amino-acid in solvent. Summarize the charges (using
the jot editor or the emacs editor) and the molecular geometry as you proceed,
so that you can make a comparison to the default charges in the force fields.
In the molecular geometry the two most important
parameters are the N-C and the C-O bond lengths, which are good measures
of the hybridization of the amide.
- Effects of Hydrogen Bonding
Build a dimer of your amino-acid with a linear
hydrogen bonding geometry (that is the N-H...O angle and the N...O-C angle
are 180 degrees, with the two amides nearly co-planar, and with a typical
N...O distance of 2.9 A. To do this, bring two molecules to the screen at
the same time, and position the molecule as best you can by hand. You select
one molecule at one time by clicking the Advanced button under the Rotate
and Translate buttons on the Maestro panel. Select pick to add the the cursor
should change to an 'm' with a square to select the molecule. Once selected
rotate/translate as you normally would. Deselect by clicking 'clear' in the
advanced window.
Once the two molecules are fairly close together, conduct an constrained
energy minimization. Under Macromodel -> Minimization, add the distance
constraints mentioned above as well as the angle restraints. Conduct a progressive
gradient minimization (using the OPLSAA FF) to get the final structure.
On the other hand, the structural coordinates
of an isolated dimer from a naturally occuring beta sheet would be more accurate.
Compare the bond lengths and the charges for your dimer to the monomeric
structure using ECalc. Compare the total energy for the dimer to the energy
of a monomer to obtain an estimate of the hydrogen bond energy in the gas
phase.
- Effects of the Non-planar
Amide
Next build an amino-acid with a non-planar
amide bond: one with a 45 degrees out-of-plane C-N rotation and one that
is 90 degrees out-of-plane. Compare the charges, bond lengths and energies
to those for the planar structures. If you minimize the structures after
rotating them, make sure that you fix this degree of freedom..... it is far
from a local minimum.
Calculating Charges for Capped Amino Acids
and Peptide
Re-calculate these charges for a set of three
capped amino acids in a beta sheet conformation.
Rotate the chi1 to observe the effects of
charges on the capped Tyrosine. Chi1 has three stable conformations:
trans, g+, and g-. For more of a discussion on chi1, please see the
Birkbeck Course on Protein Structure.
Tabulate the energies, geometries and charges
to compare them to molecular modelling results next week.
Discussion of More Advanced Calculations:
Ab Initio
You will use Jaguar to calculate
point charges for these molecules repeat these exercises for all molecules,
if time permits. Open Jaguar under the application menu item in Maestro.
The nine buttons at the bottom are used in specifying the jobs to be calculated.
You can use the geometry cleanup function to roughly minimize the structure
- do not do this for the dimer because the constraints are not included in
the minimzation.
First, select your electronic basis set under the basis set button and select
the 6-31G** basis set.
Next we will set the electrostatic fitting parameters (ESP). Fit the potential
to the atom centers and constrain the total charge. Use spherical grids and
include the Mulliken charges. Now name your job and calculate the potentials.
Once the job has completed, open the output file (.out extension) and read
the point atomic charges from the electrostatic fit.
Compare and Discuss your Results
Summarize your results and discuss
trends. Feel free to include calculations from structures of actual proteins
- try to limit the number of atoms to ~20 in the QM calculations.
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