:LQJHUW -XQH · Microsoft PowerPoint - Fall2016Presentation.pptx Author: bwing Created Date:...

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Bentley Wingert 7 June 2016

Transcript of :LQJHUW -XQH · Microsoft PowerPoint - Fall2016Presentation.pptx Author: bwing Created Date:...

Page 1: :LQJHUW -XQH · Microsoft PowerPoint - Fall2016Presentation.pptx Author: bwing Created Date: 9/19/2016 5:19:45 AM ...

Bentley Wingert7 June 2016

Page 2: :LQJHUW -XQH · Microsoft PowerPoint - Fall2016Presentation.pptx Author: bwing Created Date: 9/19/2016 5:19:45 AM ...

Outline

Background

Method

Results

Discussion

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Background

Free Energy Perturbation (FEP)

Measure difference in free energy between states by analyzing MD simulations

Replica Exchange with Solute Tempering (REST)

Enhanced sampling technique

Goal is to provide unified pipeline to allow more efficient lead compound analysis for drug design

Do this by developing better force field and parallelization (GPUs)

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Bernardi, Rafael C., Marcelo CR Melo, and Klaus Schulten. "Enhanced sampling techniques in molecular dynamics simulations of biological systems." Biochimica et Biophysica Acta (BBA)-General Subjects 1850.5 (2015): 872-877.

Zwanzig, Robert W. "High-temperature equation of state by a perturbation method. I. nonpolar gases." The Journal of Chemical Physics 22.8 (1954): 1420-1426.

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Improved Force Field (OPLS2.1)

Improve force field performance for small molecules

Built on previous OPLS force field

Automated generation of parameters for molecules not similar to training library

GPU implementation

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Method

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Method

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Results

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Results

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Correlation with experimental results

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Variety of Interactions Captured

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Prediction Accuracy

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Discussion

Results seem promising Only tested on small number of receptors, don’t know

how diverse actual test compounds were Applied method to eight active projects, only give

results from 1.5 Not much actually new, just put together previous work

in coherent package and mostly automated workflow Still slow, “four perturbations per day…eight graphics

cards”

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