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Kein Folientitel

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Dr. Hans Briem Introduction to Drug Discovery - Summer Semester 2002 ... MD/Simulated Annealing. Conformational space (local minima) for Meloxicam ... – PowerPoint PPT presentation

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Title: Kein Folientitel


1
In order to predict binding constants ...
...all we have to do is to calculate ?G of the
protein-ligand complex formation!
2
Enthalpic (?H) contributions to ?G
  • Bonded interactions

3
Enthalpic (?H) contributions to ?G
  • Non-bonded interactions

Hydrogen bonds (? 5-10 kJ/mol)
Ionic interactions (? 40 kJ/mol)
Metal complexes
Hydrophobic interactions (? 3 kJ/mol)
Cation-? interactions
4
How 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

5
Molecular Mechanics calculations
Etot (?H) Ebond Eangle Etorsion
Eout-of-plane Enon-covalent
6
Enthalpic (?H) components to ?G
Etot (?H) Ebond Eangle Etorsion
Eout-of-plane Enon-covalent
  • Bonded interactions

7
Enthalpic (?H) components to ?G
Etot (?H) Ebond Eangle Etorsion
Eout-of-plane Enon-covalent
  • Non-covalent interactions

8
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9
Energy function for a simple Molecular Mechanics
force field
10
Example for bond stretching potential
Parameters for C-C bond b0 1.52 Å k 322
E k(b - b0)2
11
Example for Lennard-Jones potential
Parameters for C-C bond Aij 1981049 Bij
1126
12
Aim 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)

13
Energy minimization calculations
14
The 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

15
Conformational 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!

16
Boltzmann 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
17
Boltzmann distribution
18
Conformational analysis methods
  • Systematic search
  • Monte-Carlo search (MC)
  • Knowledge-based search
  • Molecular Dynamics/Simulated Annealing (MD/SA)

19
Conformational 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

20
Conformational analysis methods
  • Monte-Carlo (MC) search
  • Generate many random conformations
  • Discard conformations with overlapping VDW radii
  • Energy minimize remaining conformations
  • Check for identical conformations

21
Conformational 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

22
Knowledge-based search
23
Systematic Search
24
Monte-Carlo Search
25
Knowledge-based Search
26
Molecular 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

27
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28
Molecular Dynamics
29
Molecular Dynamics
30
MD/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

31
MD/Simulated Annealing
32
MD/Simulated Annealing
Conformational space (local minima) for Ketanserin
33
MD/Simulated Annealing
Conformational space (local minima) for Meloxicam
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