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Rong Chen Boston University

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Presentation on theme: "Rong Chen Boston University"— Presentation transcript:

1 Rong Chen Boston University
Protein Docking Rong Chen Boston University

2 The Lowest Binding Free Energy DG
water L R L R R L R L L R

3 Protein Docking Using FFT
Fast Fourier Transform Complex Conjugate Discretize Correlation function Fast Fourier Transform L L Rotate L Discretize Surface Interior

4 Rotational Sampling Sampling Interval Number of angles 20° 1,800 15°
Evenly distributed Euler angles Sampling Interval Number of angles 20° 1,800 15° 3,600 12° 9,000 10° 14,400 27,000 54,000 180,000

5 Performance Evaluation
Success Rate: given the number of predictions(Np), success rate is the percentage of complexes in the benchmark for which at least one hit has been obtained. Hit Count: the average number of hits over all complexes at a particular Np.

6 Rotational Sampling Density

7 Rotational Sampling Density

8 Protein Docking Using FFT
Fast Fourier Transform Complex Conjugate Discretize Correlation function Fast Fourier Transform L L Rotate L Discretize Surface Interior

9 Protein Docking Using FFT
Increase the speed by 107 Y Translation Correlation X Translation L R IFFT Surface Interior Binding Site

10 An Effective Binding Free Energy Function
van der Waals energy; Shape complementarity Desolvation energy; Hydrophobicity Electrostatic interaction energy Translational, rotational and vibrational free energy changes Number of atom pairs of type i Desolvation energy for an atom pair of type i

11 Grid-based Shape Complementarity
1 RGSC LGSC

12 Pairwise Shape Complementarity
2 3 5 1 RPSC LPSC

13 PSC vs. GSC on Success Rate

14 PSC vs. GSC on Hit Count

15 Why PSC works better than GSC?

16 Why PSC works better than GSC?
D

17 A Receptor-Ligand Complex

18 An Effective Binding Free Energy Function
van der Waals energy; Shape complementarity Desolvation energy; Hydrophobicity Electrostatic interaction energy Translational, rotational and vibrational free energy changes Number of atom pairs of type i-j Desolvation energy for an atom pair of type i-j

19 Impact of Desolvation and Electrostatics

20 Impact of Desolvation and Electrostatics

21 Other available Docking Software
Fast Fourier Transform or FFT (Katchalski-Katzir, Sternberg, Vakser, Ten Eyck groups) Computer vision based method (Nussinov group, 1999) Boolean operations (Palma et al., 2000) Polar Fourier correlations (Ritchie & Kemp, 2000) Genetic algorithm (Gardiner, Burnett groups) Flexible docking (Abagyan, 2002)

22 3D-Dock Michael J.E. Sternberg, Imperial Cancer Research Fund, London, UK. FTDock: Grid-based shape complementarity, FFT. RPScore: empirical pair potential. MultiDock: refinement.

23 GRAMM Ilya A. Vakser, State University of New York at Stony Brook.
Geometric fit and hydrophobicity FFT Low resolution docking

24 DOT Lynn F. Ten Eyck, University of California, San Diego.
Grid-based shape complemetarity, elctrostatics FFT

25 ICM Ruben Abagyan, The Scripps Research Institute, La Jolla.
Pseudo-Brownian rigid-body docking Biased Probability Monte Carlo Minimization of the ligand interacting side-chains.

26 HEX Dave Ritchie, University of Aberdeen, Aberdeen, Scotland, UK
spherical polar Fourier correlations

27 Approach Overview PDB1 PDB2 PDB Processing Biological information
ZDOCK: Initial-stage Docking Biological information RDOCK: Refinement-stage Docking Clustering Final 10 predictions

28 Example: CAPRI Target 6: α-amylase / Camelid VHH domain


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