Molecular Dynamics simulations
Bert de Groot Max Planck institute for biophysical chemistry Göttingen, Germany
Molecular Dynamics Simulations Schrödinger equation
Born-Oppenheimer approximation
Nucleic motion described classically
Empirical force field
Molecular Dynamics Simulations
Interatomic interactions
Molecular dynamics-(MD) simulations of Biopolymers d2 • Motions of nuclei are described classically, ( ∗ ) ma 2 Rα = −∇α Eel ( R1 ,..., RN ), α = 1,..., N . dt • Potential function Eel describes the electronic influence on motions of the nuclei and is approximated empirically „classical MD“:
E el ≈
∑
E ibond +
Bindungen i
∑E
Bindungs − winkel j
angle j
+
∑E
Dihedral − winkel k
Covalent bonds Eibond
exact ν0
. rep . vdW + ∑ ( EαCoul ,β + Eα ,β + Eα ,β ) + ...,
Non-bonded interactions
approximated
KBT {
dihe k
= R= |R|
„ForceField“
Molecular Dynamics Simulation Molecule: (classical) N-particle system Newtonian equations of motion:
with
d2 mi 2 ri = Fi ( r ) dt Fi (r ) = −∇ iV (r )
r = ( r1 ,..., rN )
Integrate numerically via the „leapfrog“ scheme: with Δt ≈ 1fs!
(equivalent to the Verlet algorithm)
BPTI: Molecular Dynamics (300K)
Computational task: Solve the Newtonian equations of motion:
Non-bonded interactions
Lennard-Jones potential
Coulomb potential
Use of constraints to increase the integration step
The „SHAKE“ algorithm Δt = 1fs --> 2 fs
Molecular dynamics is very expensive ... Example: F1-ATPase in water (183 674 atoms), 1 nanosecond: 106 integration steps 8.4 * 1011 flop per step [n(n-1)/2 interactions]
total:
8.4 * 1017 flop
on a 100 Mflop/s workstation:
ca 250 years
...but performance has been improved by use of: multiple time stepping
ca. 25 years
+ structure adapted multipole methods
ca.
6 years
+ FAMUSAMM
ca.
2 years
+ parallel computers
ca. 55 days
Limits of MD-Simulations • classical description: chemical reactions not described poor description of H-atoms (proton-transfer) poor description of low-T (quantum) effects simplified electrostatic model simplified force field • only small systems accessible (104 ... 106 atoms) • only short time spans accessible (ps ... μs)
MD-Experiments with Argon Gas
Role of environment - solvent explicit or implicit?
box or droplet?
Surface (tension) effects? periodic boundary conditions and the minimum image convention
Proteins jump between many, hierarchically ordered „conformational substates“
H. Frauenfelder et al., Science 229 (1985) 337
Reversible Folding Dynamics of a β-Peptide
X. Daura, B. Jaun, D. Seebach, W.F. van Gunsteren, A.E. Mark, J. Mol. Biol. 280 (1998) 925
MD Simulations • external coupling: temperature (potential truncation, integration errors) pressure (density equilibration) system translation/rotation • analysis energies (individual terms, pressure, temperature) coordinates (numerical analysis, visual inspection!) mechanisms