Potential energy functions
We have briefly reviewed the variety of interactions
which are important in protein interactions and seen suitable simple mathematical
forms for their representation. These are drawn together to form a potential
energy function:
This function can be used to calculate a value for the potential energy
(PEF(R)) for any conformation of a given protein - defined by the
(normally Cartesian) coordinate vector R. A number of important
points can be made:
-
We called the function a "potential" energy function as it does not contain
contributions made to the total energy made by the motions of the atoms
involved. It is possible to calculate these using molecular
dynamics methods.
-
The function aims to give reasonable values for the difference in "microstate"
energies between two different conformations. The absolute value for the
energy given does not mean anything (certainly NOT the free energy of formation).
Only differences have meaning. The above equation also does not allow the
examination of any process which involves the change in chemical bonding,
e.g., one cannot simulate chemical reactions in an enzyme active site with
it.
-
This kind of function is normally of little use in estimating whether a
protein adopts a particular fold - much more useful is the approach set
out by Sippl which uses an empirically based approach to identify mis-folds.
(See Sippl, M.J. (1990) Calculation of conformational ensembles from potentials
of mean force - an approach to the knowledge-based prediction of local
structures in globular-proteins, J. Mol. Biol. 213:859-883).
-
To be able to calculate the potential energy of a protein using the above
equation involves a large number of parameters (equilibrium bond lengths
beq, bond stretching constants Kb ...).
The process of finding these is arduous and in there are only around four
potential energy functions in common usage for proteins (CHARMm, AMBER,
GROMOS and ECEPP).
-
Although results obtained with current potential energy functions are only
approximate they have one great advantage - they are computationally cheap.
This allows the introduction of realistic representation of environment
- such as having large numbers of explicitly modelled water molecules surrounding
a protein. It also allows the calculation of the potential energy for many
different conformations of the same molecule. This facilitates the use
of techniques such as molecular dynamics which allows
the thermal motions of a system to be explored. This can be contrasted
with quantum chemical methods which even for small systems are so expensive
that only a limited number of calculations can be made but produce very
accurate energies.
Simulation methods
This section provides a very brief introduction into
what the uses of potential energy functions are in protein
studies.
Energy minimization
This is in many ways the simplest simulation procedure. The basic idea
is that starting from some structure (R we find its potential energy
using the potential energy function given as equation (1) above. The coordinate
vector R is then varied using an
optimization
procedure so as to minimize the potential energy PEF(R).
Very often these methods are used if a distorted structure is produced
- e.g. a homology based model. Energy minimization can then relieve short
interatomic distances while maintaining important structural features.
Energy minimization can be used to help to solve experimental structures:
Extensive notes on optimization procedures are
available
from the
M.Sc.
Molecular Modelling and Bioinformatics at Birkbeck.
Molecular Dynamics
In molecular dynamics studies the motion of a molecule is simulated as
a function of time. A simple description is that Newton's second law of
motion:

is solved to find how the position for each atom of the system
xi
varies with t. To find the forces on each atom (Fi)
the derivative vector (or gradient) of equation 1 is calculated. Factors
such as the temperature and pressure of the system can be included in the
treatment.
Molecular dynamics simulation procedures are very popular in the protein
field. They have the advantage that they can treat systems where motion
is essentially diffusive in character - important because of the role of
water in protein structure. The procedures can be used to calculate "ensemble
average" properties - recent advances have included the ability to calculate
free energy differences between (slightly) different ligands or conformations
of a protein. A disadvantage of conventional molecular dynamics procedures
is that they can only tackle motions with a relatively short time scale
- one nanosecond is the approximate upper limit with current computers.
Other methods
Very many other methods use potential energy functions for the study of
proteins conformation and dynamics. An example of this is the
Path
Energy Minimization procedure - which aims to find routes for large
scale conformational transitions of proteins (developed by the author of
this section of the course).
Bibliography
Useful sources of information to start to learn more about this topic:
-
S.J. Weiner, P.A. Kollman, D.A. Case, U.C. Singh, G.
Alagona, S. Profeta Jr. and P. Weiner. "A new force field for the molecular
mechanical simulation of nucleic acids and proteins". J. Am. Chem. Soc.
, 106:765-784 (1984).
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The original paper describing the AMBER potential energy function. An interesting
if slightly heavy going paper describing the process of developing an energy
function, source of parameters etc.. For further details of the AMBER program
and energy function then why not look at the AMBER
home page at the University of Calfornia, San Francisco.
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Oliver Smart
© O.S.
Smart 1996, all rights reserved
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