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STALK

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Problem Molecular docking. Computational biology problem applied to ... free energy in molecular interactions ... visualization of molecular docking ... – PowerPoint PPT presentation

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Title: STALK


1
STALK An Interactive Virtual Molecular Docking
System
  • Authors Levine, Facello, Hallstrom, Reeder,
    Walenz, Stevens
  • (MCS Division at Argonne National Laboratory)
  • Presentation by Amruta Purandare

2
Problem Molecular docking
  • Computational biology problem applied to
    pharmaceutical industry
  • Study of protein drug interactions
  • Predicting existence and sites of interactions
  • Application developing new drugs
  • If a drug interacts with protein ?
  • Yes how fast

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5
Why Genetic Algorithms ?
  • Optimization problem
  • Goal Minimizing free energy in molecular
    interactions
  • 3 D molecules interacting through unidentified
    interfaces
  • Strings with 6 parameters
  • Search Space Possible conformations analyzed
    for energy

6
Solution
  • Protein molecule fixed
  • Decide parameters for a ligand using rigid body
    formulation
  • 3 Translational (x, y, z) 0, A
  • 3 Rotational along 3 axes -pi, pi
  • E

7
Why Parallelism ?
  • Overwhelming computational analyses
  • 3 D nature of Macromolecules
  • Large number of conformations
  • Evaluation is cost dominant O(n1,n2)
  • Degree of parallelism
  • speeds up execution
  • helps in trying large variations

8
Approach used by the authors
  • STALK system for visualization of molecular
    docking
  • http//www.fp.mcs.anl.gov/ccst/research/reports_p
    re1998/comp_bio/stalk/docking.html
  • Master/Slave, Message Passing using MPI, MIMD
    model
  • Subdivision of problem to a cubic cell

9
Interactive Model (Non-GA part of STALK)
  • Visualization of interactions
  • CAVE 10x10x9 feet VR environment
  • User Interactive wand, shutter glasses
  • Tracking system capture users position,
    orientation

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11
Experiments
  • Protein Ribonuclease S
  • Population size 1000
  • 100 Strings replaced in each iteration
  • Tournament selection
  • Uniform crossover (p0.9)
  • Mutation (p0.1 rate1/6)
  • add/subtract randomly from G µ0 s0.1

12
Results
Noproc Proc eval Time(hrs) Speedup
1 1 73.22 1
2 2 41.30 1.8
4 3 24.22 3
7 6 13 5.6
14 13 6.15 11.9
26 25 3.56 20.5
51 50 2 36.6
101 100 1.16 63
13
References
  • STALK
  • http//www.fp.mcs.anl.gov/ccst/research/reports_pr
    e1998/comp_bio/stalk/docking.html
  • PGAPack
  • http//www.fp.mcs.anl.gov/ccst/research/reports_pr
    e1998/comp_bio/stalk/pgapack.html
  • CAVE
  • http//cave.ncsa.uiuc.edu/
  • Protein Docking
  • http//abagyan.scripps.edu/lab/web/man/50.pdf
  • http//www.zbi.unisaarland.de/zbi/stud/lehrveranst
    altungen/ws01/bioinformatikI/materialien/PL-Dockin
    g.pdf
  • http//archive.ncsa.uiuc.edu/General/Training/SC95
    /GII.Apps3.html

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