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Biological Sciences faculty
Biophysics Department
OSPREY: Open-Source Protein REdesign for You
Presented By
Alireza Doustmohammadi
Graduate Student in Bioinformatics
May 2020
OSPREY Tarbiat Modares University 1 of 15
Contents
Introduction
OSPREY Pipeline
2 of 15OSPREY Tarbiat Modares University
OSPREY3 vs OSPREY 2
Accuracy Benchmarks
Introduction
3 of 15
OSPREY:
[https://users.cs.duke.edu/]
a suite of programs for
computational structure-based
protein design.
OSPREY Tarbiat Modares University
Introduction
4 of 15
OSPREY:
Open Source Software
OSPREY Tarbiat Modares University
PipelineInput Structure
How OSPREY work
OSPREY
5 of 15
Energy Parameters
OSPREY Tarbiat Modares University
Input
Structure
Rotamer
Libraries
Energy
Function
Configurations
Energy Minimization
OSPREY can run on GPU
import osprey
osprey.start()
FlexibilityComputation
PipelineInput Structure
OSPREY Input Structure
OSPREY
6 of 15OSPREY Tarbiat Modares University
• Add All Hydrogens
• Swap Heteroatom
• Remove extra atoms
Energy ParametersFlexibilityComputation
[http://molprobity.biochem.duke.edu/] [http://www.yasara.org/]
PipelineInput Structure
Choose Force field
OSPREY
7 of 15OSPREY Tarbiat Modares University
Energy Parameters
• AMBER
• CHARMM22
• CHARMM19NEUTRAL
• CHARMM19
ffparams = osprey.ForcefieldParams(osprey.Forcefield.AMBER)
We can use Custom Template Library
FlexibilityComputation
PipelineInput Structure
Protein Flexibility
OSPREY
8 of 15OSPREY Tarbiat Modares University
Energy ParametersFlexibilityComputation
PipelineInput Structure
Complex Protein Flexibility
OSPREY
9 of 15OSPREY Tarbiat Modares University
Energy ParametersFlexibilityComputation
PipelineInput Structure
Compute Energy
OSPREY
10 of 15OSPREY Tarbiat Modares University
Energy ParametersFlexibilityComputation
PipelineInput Structure
Parallel Compute Energy
OSPREY
11 of 15OSPREY Tarbiat Modares University
Energy ParametersFlexibilityComputation
parallelism = osprey.Parallelism(cpuCores=2, gpus=1, streamsPerGpu=1)
PipelineInput Structure
Parallel Compute Energy
OSPREY
12 of 15OSPREY Tarbiat Modares University
Energy ParametersFlexibilityComputation
parallelism = osprey.Parallelism(cpuCores=2, gpus=1, streamsPerGpu=1)
OSPREY3 vs OSPREY 2
13 of 15OSPREY Tarbiat Modares University
[Hallen, M. A., Martin, J. W., Ojewole, A., Jou, J. D., Lowegard, A. U., Frenkel, M. S., Gainza, P., Nisonoff, H. M., Mukund, A.,
Wang, S., Holt, G. T., Zhou, D., Dowd, E., Donald, B. R.. J. Comput. Chem. 2018, 39, 2494– 2507. 10.1002/jcc.25522]
OSPREY3 vs OSPREY 2
14 of 15OSPREY Tarbiat Modares University
[Hallen, M. A., Martin, J. W., Ojewole, A., Jou, J. D., Lowegard, A. U., Frenkel, M. S., Gainza, P., Nisonoff, H. M., Mukund, A.,
Wang, S., Holt, G. T., Zhou, D., Dowd, E., Donald, B. R.. J. Comput. Chem. 2018, 39, 2494– 2507. 10.1002/jcc.25522]
Accuracy Benchmarks
15 of 15OSPREY Tarbiat Modares University
[Hallen, M. A., Martin, J. W., Ojewole, A., Jou, J. D., Lowegard, A. U., Frenkel, M. S., Gainza, P., Nisonoff, H. M., Mukund, A.,
Wang, S., Holt, G. T., Zhou, D., Dowd, E., Donald, B. R.. J. Comput. Chem. 2018, 39, 2494– 2507. 10.1002/jcc.25522]

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OSPREY 3.0: Open-Source Protein Redesign for You

  • 1. Biological Sciences faculty Biophysics Department OSPREY: Open-Source Protein REdesign for You Presented By Alireza Doustmohammadi Graduate Student in Bioinformatics May 2020 OSPREY Tarbiat Modares University 1 of 15
  • 2. Contents Introduction OSPREY Pipeline 2 of 15OSPREY Tarbiat Modares University OSPREY3 vs OSPREY 2 Accuracy Benchmarks
  • 3. Introduction 3 of 15 OSPREY: [https://users.cs.duke.edu/] a suite of programs for computational structure-based protein design. OSPREY Tarbiat Modares University
  • 4. Introduction 4 of 15 OSPREY: Open Source Software OSPREY Tarbiat Modares University
  • 5. PipelineInput Structure How OSPREY work OSPREY 5 of 15 Energy Parameters OSPREY Tarbiat Modares University Input Structure Rotamer Libraries Energy Function Configurations Energy Minimization OSPREY can run on GPU import osprey osprey.start() FlexibilityComputation
  • 6. PipelineInput Structure OSPREY Input Structure OSPREY 6 of 15OSPREY Tarbiat Modares University • Add All Hydrogens • Swap Heteroatom • Remove extra atoms Energy ParametersFlexibilityComputation [http://molprobity.biochem.duke.edu/] [http://www.yasara.org/]
  • 7. PipelineInput Structure Choose Force field OSPREY 7 of 15OSPREY Tarbiat Modares University Energy Parameters • AMBER • CHARMM22 • CHARMM19NEUTRAL • CHARMM19 ffparams = osprey.ForcefieldParams(osprey.Forcefield.AMBER) We can use Custom Template Library FlexibilityComputation
  • 8. PipelineInput Structure Protein Flexibility OSPREY 8 of 15OSPREY Tarbiat Modares University Energy ParametersFlexibilityComputation
  • 9. PipelineInput Structure Complex Protein Flexibility OSPREY 9 of 15OSPREY Tarbiat Modares University Energy ParametersFlexibilityComputation
  • 10. PipelineInput Structure Compute Energy OSPREY 10 of 15OSPREY Tarbiat Modares University Energy ParametersFlexibilityComputation
  • 11. PipelineInput Structure Parallel Compute Energy OSPREY 11 of 15OSPREY Tarbiat Modares University Energy ParametersFlexibilityComputation parallelism = osprey.Parallelism(cpuCores=2, gpus=1, streamsPerGpu=1)
  • 12. PipelineInput Structure Parallel Compute Energy OSPREY 12 of 15OSPREY Tarbiat Modares University Energy ParametersFlexibilityComputation parallelism = osprey.Parallelism(cpuCores=2, gpus=1, streamsPerGpu=1)
  • 13. OSPREY3 vs OSPREY 2 13 of 15OSPREY Tarbiat Modares University [Hallen, M. A., Martin, J. W., Ojewole, A., Jou, J. D., Lowegard, A. U., Frenkel, M. S., Gainza, P., Nisonoff, H. M., Mukund, A., Wang, S., Holt, G. T., Zhou, D., Dowd, E., Donald, B. R.. J. Comput. Chem. 2018, 39, 2494– 2507. 10.1002/jcc.25522]
  • 14. OSPREY3 vs OSPREY 2 14 of 15OSPREY Tarbiat Modares University [Hallen, M. A., Martin, J. W., Ojewole, A., Jou, J. D., Lowegard, A. U., Frenkel, M. S., Gainza, P., Nisonoff, H. M., Mukund, A., Wang, S., Holt, G. T., Zhou, D., Dowd, E., Donald, B. R.. J. Comput. Chem. 2018, 39, 2494– 2507. 10.1002/jcc.25522]
  • 15. Accuracy Benchmarks 15 of 15OSPREY Tarbiat Modares University [Hallen, M. A., Martin, J. W., Ojewole, A., Jou, J. D., Lowegard, A. U., Frenkel, M. S., Gainza, P., Nisonoff, H. M., Mukund, A., Wang, S., Holt, G. T., Zhou, D., Dowd, E., Donald, B. R.. J. Comput. Chem. 2018, 39, 2494– 2507. 10.1002/jcc.25522]