Molecular Dynamics Simulations
Yaoquan Tu
Division of Theoretical Chemistry and Biology, Royal Institute of Technology (KTH)
2011-06
Outline
I. Introduction
II. Molecular Mechanics Force Field
III. Molecular Dynamics Simulations
IV. Applications
I. Introduction
Evolution of molecular simulations
Pre-computer era Computer simulation
Molecular dynamics simulation
Molecular systems
Molecular dynamics simulations
Properties of the molecular
systems
Carried out on computers
Molecular Dynamics simulation
• Virtual experiment at atomistic scale
• Direct observation and manipulation of atoms and molecules
Molecular Modeling
Computer Simulation Statistical
Mechanics MD
& others
Molecular dynamics simulation
Inter-atomic interactions
MD
simulation program
output
How to describe them?
How does an MD program work?
Carried out on computer(s)
What can be obtained ?
II. Molecular Mechanical
Force Fields
Molecular dynamics simulation
Inter-atomic interactions
MD
simulation program
output
How to describe them?
Basic ideas
• If we want to study a protein, a piece of DNA, biological membranes, crystal lattice, nanomaterials, diffusion in liquids,… the number of electrons become impossible to handle even with present-day computers.
• Instead, we replace the nuclei and electrons, and their interactions, by
”classical” atoms and new potential functions.
• No cumbersome integrals to solve - Enables us to study very large
systems (100.000 atoms).
Molecular mechanics force fields
• Force fields use simplified functions (potential functions) to describe the interactions between atoms.
• Force fields are constructed by parameterising the potential functions using either experimental data (X- ray and electron diffraction, NMR and IR spectroscopy) or ab initio and semi-empirical quantum mechanical calculations.
• Despite classical nature, force fields can mimic the behaviour of atomistic systems with an accuracy which approaches the high level of quantum mechanical calculations in a fraction of the time.
Force Field Function Form
bond angle torsion improper vdW elec
VFF V V V V V V
Vbonded Vnon-bonded
angle bending i k
j bond stretching
i j
r
Bonded terms
van der Waals
electrostatic q+ q+q- proper
torsional angle
i j k
l
ϕ improper
torsional angle
d i
j
k l
Non-Bonded terms
Bonded terms
Widely Used Force Fields
OPLS/AA Force Field
Empirically fitted charges
Electrically neutral subunits
AMBER Force Field
AMBER94, AMBER99, AMBER03
Charges from RESP (restrained electrostatic potential) fitting
CHARMM Force Field
Charges based on the solute-water complexes
Urey-Bradley term accounting for 1-3 interaction
• TIP3P
• SPC/E
TIP4P
Water Models
+0.417e
+0.417e
−0.834e
104.52 0.9572 Å
+0.52e
+0.52e
−1.04e 104.52 0.9572 Å
+0.4238e
+0.4238e
−0.8476e
109.47 1.0 Å
III. Molecular Dynamics
Simulations
Molecular dynamics simulation
Inter-atomic interactions
MD
simulation program
output
How does an MD program work?
Carried out on computer(s)
Molecular dynamics simulation
How does an MD program work?
Inter-atomic interactions
Force acting on each atom
Acceleration on each atom
Changes of velocity and
position New velocity
and position
Next time step
Molecular dynamics simulations simulate the collisions between atoms !
Equation of Motion and Integrator
Newton’s Equation of Motion
i i
i m a
F
Calculated from inter-atomic
interactions
Making the
changes of velocity, position of atom i
Leap-frog Algorithm
Velocity-Verlet algorithm
Periodic Boundary Condition
Periodic boundary condition is used to simulate an infinite system
Minimum image convention
Recovery of the electrostatic interactions beyond cut-off:
Ewald summation & Particle mesh Ewald
Cut-off radius
Treatment of non-
bonded Interaction
Molecular dynamics simulation
Inter-atomic interactions
MD
simulation program
output
What can be obtained ?
What can be obtained from Molecular Dynamics simulation ?
MD
simulations
• Cooperative phenomena;
• Collective properties;
The effects from:
• temperature, pressure, …
• solvents, intermolecular interactions, … Structures:
• bulk materials, solutions, aggregates, …
• DNAs, proteins,clusters, molecules, … Dynamics properties:
• diffusion coefficients; relaxation times, …
IV. Applications
1. Protein adsorption onto TiO
2 Background
Titanium is a promising biocompatible material
TiO2 film exists on the titanium surface
Water molecules are known to dissociate on TiO2 surface
Question
What is the effect of water dissociation on the biocompatibility of TiO2?
Dental implant
Protein adsorption onto TiO
2 Snapshots on hydroxylated and non-hydroxylated surface
(kJ/mol)
Protein adsorption onto TiO
2 Vertical number densities of interfacial water and protein
Protein adsorption onto TiO
2 What do we obtain?
Protein adsorption onto TiO2 surface is strongly mediated by the interfacial
water molecules.
Protein affinity of the surface is enhanced by dissociated water molecules.
Biocompatibility can be manipulated
through appropriate surface modification.
2. O
2-induced
19F NMR Shift
Background
O2-induced 19F NMR shift can be used to determine the immersion depth of
transmembrane protein
O2 is inhomogeneously distributed in membrane
19F NMR shift is sensitive to O2 concentration
19F labels can be conveniently introduced into cysteine residue of protein
Question
How does O2 molecule reside around 19F label and affect the 19F NMR shift?
Hydrophilic
Hydrophobic
Hydrophilic
[O2]
O
2-induced
19F NMR Shift
Force fields
Fluorinated cysteine
General AMBER force field
RESP partial atomic charges
Water model
TIP4P
O2 model
Designed to reproduce the experimental quadrupole moment
Zasetsky, A. Y., et al. (2001) Chem.
Phys. Lett., Vol. 334, pp. 107−111.
− + − oxygen virtual oxygen
site
O
2-induced
19F NMR Shift
Shortest O-F distance: cutoff at 4.0 Å
Computational method
Pennanen, T. O., et al. (2008) Phys. Rev. Lett., Vol. 100, p. 133002.
7.6%
O
2-induced
19F NMR Shift
Results
O
2-induced
19F NMR Shift
What do we obtain?
The paramagnetic shift depends on both the shortest O-F distance and the corresponding F-O-O angle.
Positive spin density → downfield 19F shifts; negative spin density
→ upfield 19F shifts.
Downfield shift of 3.38 ± 0.60 ppm is comparable with the experimental data.