Difference between revisions of "2018 Workshop on Free Energy Methods, Kinetics and Markov State Models in Drug Design"

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* Michael Shirts, U. of Colorado
 
* Michael Shirts, U. of Colorado
 
* Thomas Simonson, Ecole Polytechnique
 
* Thomas Simonson, Ecole Polytechnique
* Pratush Tiwary, U. of Maryland
+
* Pratush Tiwary, U. of Maryland: "Designing dynamical maps for biomolecules with statistical mechanics & predictive artificial intelligence."
  
 
== Kinetics and MSM Speakers ==
 
== Kinetics and MSM Speakers ==

Revision as of 15:33, 5 March 2018

Dates and Locations

Monday, May 14th to Friday, May 18th, 2018

The Venue for Monday Night, May 14th
A reception will be held on Monday night at Silicon Therapeutics, 451 D Street, Boston MA, 02210
http://www.silicontx.com

The Venue for Tuesday, May 15th through Friday, May 18th
The remainder of the meeting will be hosted at The Novartis Institutes for Biomedical Research, Auditorium, 250 Massachusetts Ave, Cambridge, MA, 02139
https://www.novartis.com

On street metered parking is usually limited to two hours. There are public lots around the area. You can check public parking location and rates at http://en.parkopedia.com/parking/cambridge.
If you're coming via public transportation, take the subway red line to Kendall Square.

Introduction

This first three days of the this workshop focus on free energy techniques—the latest innovations and use cases, force field parameterization as it touches these techniques, and sampling practices, among other things. The last two days focus on the study of the kinetics of biomolecular processes at the atomistic and systems scales, via in-silico approaches such as Markov State Models and other suitable techniques.

We as organizers believe that these techniques are even closer than before to making an impact in appropriate drug discovery applications, by allowing physics-based prediction of physical properties such as binding affinity, selectivity, solubility, and membrane permeability. However, a number of challenges still remain. This workshop provides a unique opportunity to assess where we are today and what challenges must be tackled next to bring the potential of free energy techniques to bear on real-world applications. We also seek to identify particular problems in drug discovery where these methods can have an impact.

Our goal in this workshop is to bring together experts from pharma and supporting industries, as well as academia, in an intense and focused workshop to identify challenges and help chart the path forward. We are particularly interested in hearing about use cases, pitfalls and their solutions, and so on. We also firmly believe we can learn a great deal from failure, so we hope participants will go beyond just highlighting success stories to provide more detailed insight into successes and failures.

Registration

2/20/18 Update: Registration for the Free Energy portion of the meeting is now closed, except for speakers and meeting sponsors, due to capacity limits. Please contact Mike Schnieders (michael-schnieders@uiowa.edu) or another meeting organizer if you missed the registration window and would like consideration. Registration for the Kinetics and MSM portion of the meeting remains open.

Please register to attend either the entire meeting (Monday - Friday for $100), the Free Energy centric days (Monday - Wednesday for $65), or the MSM centric days (Thursday and Friday for $65) by following this link.

Once you register, if you plan to present a poster and/or would like to be considered for an oral presentation, please submit an abstract by following this link.

Sponsors and Social Media

We would like to thank the following sponsors:

www.acellera.com www.astrazeneca.com
www.bikitech.com www.cresset-group.com
www.entasistx.com www.schrodinger.com
www.vrtx.com

Twitter hashtags: #drugalchemy #drugmsm; add #discuss if you have a discussion topic suggestion
Slack: https://alchemistry.slack.com

Workshop Format

There will be a number of talks spaced over four days, with ample time for discussion. We hope to draw talks on several main themes that include:

  • Applications of Free Energy Methods in Drug Discovery
    • Multiple Examples of Lead Optimization for Different Biomolecular Targets
    • New Commercial Simulation Algorithms
  • Free Energy Simulations: What Didn't Work and Why
    • Sampling and Convergence
    • Force Field Functional Form (i.e. to polarize or not to polarize) and Parameterization Quality
    • (Bio)chemical Effects: Protonation States, Tautomers, Salt Effects, Biological Unit, etc.
    • Simulation Set-up and Parameter Sensitivity
  • Extending the domain of applicability of free energy calculations
    • Handling metals (would double the number of systems we can apply free energy calculations to)
    • Dealing with chemical effects (constant-pH, tautomers, counterions)
    • Force field parameterization for more exotic chemistries
    • Multiple binding sites / weak binders
  • ADME-Tox and Physical Property Prediction
    • Solubilities, Membrane Permeability and Partition coefficients
    • HSA binding, hERG inhibition
    • Cytochromes P450 Metabolism
  • Kinetics and Markov State Modeling
    • Optimization of Binding Kinetics
    • Handling Large Conformational Changes
    • New MSM Methodology for Drug Design
    • Discovery of Allosteric Binding Sites

Talks should be focused on addressing these or related aims. As in our previous workshop, participants should feel free to discuss work that highlights problems or limitations, present ideas on how these limitations may be overcome, and discuss new developments that are underway.

Speakers and Organizers

Speaking slots will be for 30 minutes (25 minute for the presentation, followed by 5 minutes for questions and discussion).

Free Energy Speakers

  • Matteo Aldeghi, Max Plank
  • Sathesh Bhat, Schrödinger
  • Charlie Brooks, U. of Michigan
  • Chris Chipot, U. of Illinois: "Influence of the membrane composition on its permeability to drugs."
  • Guanglei Cui, GSK
  • Lucie Delmotte, KTH Teoretisk fysik
  • JC Gumbart, Georgia Tech
  • Germano Heinzelmann, U. Federal de Santa Catarina: "APRprotein: Attach-pull-release calculations applied to bromodomains as a pose refinement and ligand ranking tool."
  • Dave Huggins, Tri-Institutional Therapeutics Discovery Institute: "Estimating Atomic Contributions To Small-Molecule Hydration And Protein-Ligand Binding Using Free-Energy Perturbation."
  • Léa El Khoury, UC Irvine: "Absolute Binding Free Energy Predictions for Heat Shock Protein 90 (HSP90) Complexes."
  • David Ryan Koes, U. of Pittsburgh
  • Marie Laury, Washington U. in St. Louis
  • Katharina Meier, Bayer
  • David Minh, IIT
  • Aysegyl Ozen, Pfizer: "Lessons from retrospective FEP on NAMPT."
  • Jean-Philip Piquemal, UPMC
  • Greg Ross, Memorial Sloan Kettering: "Biomolecular simulations under realistic macroscopic salt conditions."
  • Christina Schindler, Merck
  • Jana Shen, U. of Maryland: "How to incorporate pH in protein-ligand binding free energy calculations."
  • Woody Sherman, Silicon Therapeutics
  • Michael Shirts, U. of Colorado
  • Thomas Simonson, Ecole Polytechnique
  • Pratush Tiwary, U. of Maryland: "Designing dynamical maps for biomolecules with statistical mechanics & predictive artificial intelligence."

Kinetics and MSM Speakers

  • Rommie Amaro, UCSD
  • Rob Arbon, Pfizer
  • Greg Bowman, Washington U. in St. Louis
  • Chia-En Chang, UC Riverside
  • Cecilia Clementi, Rice
  • John Chodera, Memorial Sloan Kettering
  • Purushottam Dixit, Columbia
  • Gianni de Fabritiis, University Pompeu Fabra
  • Marta Filizola, Mount Sinai
  • Sonya Hanson, Memorial Sloan Kettering
  • Xuhui Huang, HKUST
  • Bettina Keller, FU Berlin
  • Michelle Lamb, Astra Zeneca
  • Antonia Mey, University of Edinburgh
  • Frank Noe, Max Planck
  • Simon Olsson, FU Berlin
  • Fabian Paul, Freie Universität Berlin
  • Justin Porter, Washington U. in St. Louis
  • Benoît Roux, U. of Chicago
  • Muneeb Sultan, Stanford
  • Vince Voelz, Temple U.
  • Rebecca Wade, Heidelberge
  • Maxwell Zimmerman, Washington U. in St. Louis

Organizers

  • John Chodera, Memorial-Sloan Kettering Cancer Center (john.chodera@choderalab.org)
  • Greg Bowman, Washington University in St. Louis (bowman@biochem.wustl.edu)
  • Callum Dickson, Novartis (callum.dickson@novartis.com)
  • Jose Duca, Novartis (jose.duca@novartis.com)
  • Viktor Hornak, Novartis (viktor.hornak@novartis.com)
  • John Manchester, Novartis (john.manchester@novartis.com)
  • Antonia Mey, University of Edinburgh (antonia.mey@ed.ac.uk)
  • David Mobley, University of California at Irvine (dmobley@uci.edu)
  • Michael Schnieders, The University of Iowa (michael-schnieders@uiowa.edu)
  • Jana Shen, The University of Maryland (Jana.Shen@rx.umaryland.edu)
  • Woody Sherman, Silicon Therapeutics (woody@silicontx.com)

We also thank current advisors and previous organizers:

  • Brian McClain, Vertex (brian_mcclain@vrtx.com)
  • Vijay Pande, Stanford University (pande@stanford.edu)
  • Michael Shirts, University of Colorado Boulder (michael.shirts@colorado.edu)
  • Camilo Velez-Vega, Entasis Therapeutics (camilo.velez@entasistx.com)