Title: Kein Folientitel
1In order to predict binding constants ...
...all we have to do is to calculate ?G of the
protein-ligand complex formation!
2Enthalpic (?H) contributions to ?G
3Enthalpic (?H) contributions to ?G
Hydrogen bonds (? 5-10 kJ/mol)
Ionic interactions (? 40 kJ/mol)
Metal complexes
Hydrophobic interactions (? 3 kJ/mol)
Cation-? interactions
4How can we calculate these enthalpic
contributions?
- by Quantum Mechanics (QM)
- atomic forces are treated as wave functions
- approximation of the Schrödinger equation
- by Molecular Mechanics/Force field calculations
(MM) - atomic forces are treated as separate components
of an analytical function - bonded interactions are treated by Newton's laws
of classical mechanics
5Molecular Mechanics calculations
Etot (?H) Ebond Eangle Etorsion
Eout-of-plane Enon-covalent
6Enthalpic (?H) components to ?G
Etot (?H) Ebond Eangle Etorsion
Eout-of-plane Enon-covalent
7Enthalpic (?H) components to ?G
Etot (?H) Ebond Eangle Etorsion
Eout-of-plane Enon-covalent
- Non-covalent interactions
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9Energy function for a simple Molecular Mechanics
force field
10Example for bond stretching potential
Parameters for C-C bond b0 1.52 Å k 322
E k(b - b0)2
11Example for Lennard-Jones potential
Parameters for C-C bond Aij 1981049 Bij
1126
12Aim of Molecular Mechanics calculations
- Finding energetically favourable conformations
- of ligand
- of protein
- of protein-ligand complex
- Estimating (relative) interaction energies
(?H!!!)
Problems
- Many local energy minima
- Treatment of solvation (?S)
13Energy minimization calculations
14The local minima problem
- Optimization of energy function ("energy
minimization") moves towards "nearest" local
minimum - Energy barriers cannot be overcome by MM
calculations! - Conformational analysis is required
15Conformational analysis
- Goal of conformational analysis Determination of
physiologically possible energy minima - Under physiological conditions, many
conformations of a molecule can exist - Relative population of different conformations
can be calculated by Boltzmann distribution - Receptor-bound conformation in most cases is not
the global minimum conformation of free ligand!
16Boltzmann distribution
Ph Probability of existence for high-energy
conformation h Pl Probability of existence for
low-energy conformation l ? E Energy difference
of h and l k Boltzmann factor T Absolute
temperature
17Boltzmann distribution
18Conformational analysis methods
- Systematic search
- Monte-Carlo search (MC)
- Knowledge-based search
- Molecular Dynamics/Simulated Annealing (MD/SA)
19Conformational analysis methods
- Systematic search
- Systematically twist rotatable bonds by some
increment (e.g. by 10) gt about 300000 different
conformations! - Discard conformations with overlapping VDW radii
- Energy minimize remaining conformations
- Check for identical conformations
20Conformational analysis methods
- Monte-Carlo (MC) search
- Generate many random conformations
- Discard conformations with overlapping VDW radii
- Energy minimize remaining conformations
- Check for identical conformations
21Conformational analysis methods
- Knowledge-based search
- Generate only torsion angles which exist in
experimental structures (e.g. crystal structures) - Discard conformations with overlapping VDW radii
- Energy minimize remaining conformations
- Check for identical conformations
22Knowledge-based search
23Systematic Search
24Monte-Carlo Search
25Knowledge-based Search
26Molecular Dynamics (MD)
- Simulation of atomic motions over time
- Numerical solution of Newtons equation of
motion - F m a
- Initialize random velocities
- Calculate accelerations, using molecular
mechanics force field - Move atoms forward by a small amount of time
(typically 1 fs) - Calculate new accelerations
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28Molecular Dynamics
29Molecular Dynamics
30MD/Simulated Annealing
- Run MD simulation at high temperature(e.g.
1200K) to sample conformational space - Save high-temperature structures at fixed time
intervals - Slowly cool down high-temperature
structures(e.g. to 300K) - Minimize cooled structures to next local minimum
- Cluster resulting conformations
31MD/Simulated Annealing
32MD/Simulated Annealing
Conformational space (local minima) for Ketanserin
33MD/Simulated Annealing
Conformational space (local minima) for Meloxicam