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Shining a light on chemical properties
     with Open Notebook Science
         and open strategies
      Open Notebook Science/Open
    Chemistry/Electronic Lab Notebook
             ACS Symposium
             Jean-Claude Bradley
           Associate Professor of Chemistry
                  Drexel University

                 August 20, 2012
Openness in Chemistry




      WHY?
Dibenzalacetone derivatives docking against
          tubulin (paclitaxel site)




                               (Andrew Lang)
“Simple” aldol condensation synthesis



                                Top Hit
                                (no reports
                                of synthesis)



                                In top ten
                                (a few reports
                                of synthesis)


                            (Andrew Lang)
What is the current standard for “sufficient
 information” in communicating organic
                chemistry?


       By definition, all peer-reviewed
       published documentation has
       been approved as sufficient by
       authors, editors and reviewers.
Searching for aldol condensations of acetone
     in the Reaction Attempts database




                                (Andrew Lang)
An example of a failed experiment in an Open
      Notebook with useful information
A failed experiment reveals the importance of aldehyde
                       solubility
An example of a successful experiment in an Open
                   Notebook
Using a Google Spreadsheet for reaction planning and
                     analysis
Calling Google App Scripts
Calling Google App Scripts




                   (Andrew Lang and Rich
                         Apodaca)
Converting Google Apps Scripts Results to Values




                             (Andrew Lang and Rich
                                   Apodaca)
Never having to leave the Google Spreadsheet
      dashboard for access to key info




                            (Andrew Lang and Rich
                                  Apodaca)
A click away from an interactive NMR display (using
         JCAMP-DX format and ChemDoodle)




                                    (Andrew Lang)
A click to all melting point sources contributing to the average
Chemistry Google App Scripts Resource page




                          (Andrew Lang and Rich
                                Apodaca)
Chemistry Google App Scripts description sheet




                            (Andrew Lang and Rich
                                  Apodaca)
Predicted solubilities (M) for reactant and product




                                      (Andrew Lang)
Information from the literature on the target synthesis
Information from the literature on the target synthesis
Information from the literature on the target synthesis
A successful synthesis by avoiding water, dramatically
      increasing NaOH and long reaction time
Open Chemical Property Matrix (OCPM)



Solubility (in 1-octanol          Solubility (in water
saturated water @25C)             saturated 1-octanol
                                  @25C)


                           logP
Open Chemical Property Matrix (OCPM)



Solubility (in 1-octanol          Solubility (in water
saturated water @25C)             saturated 1-octanol
                                  @25C)


Solubility (in water       logP
near 25C)                          Solubility (in 1-
                                   octanol near 25C)
Open Chemical Property Matrix (OCPM)
Boiling point         Vapor
                      pressure
                                        Flash point

     Abraham                     Melting point
     descriptors

                      logP
         Aqueous                       Octanol
         solubility                    solubility
Types of Open Matrix Elements

1. True measurements (from Open Data
collections e.g. Open melting point
dataset of 27,000)

2. Calculatable descriptors (from OSS
e.g. CDK, MOPAC7.1)

3. Predicted properties (from Open
models)
What is the solubility of benzoic acid in boiling
                   benzene?
Lack of provenance details generates noise in the
                    matrix



                                  What questions
                                  do these
                                  numbers
                                  answer?
Examples of OCPM relationships
Examples of OCPM flash point calculations
Examples of OCPM solubility calculations
Provenance of the experimental data points
Practical applications of the OCPM

1. The automatic open evaluation of models from the dark
literature to determine where they do and where they
don’t work in the chemical space

2. The development of new open models built upon the
population of new measurements, descriptors and
predictions

3. The identification of compounds with desired properties
from virtual libraries
Finding a good recrystallization solvent
1. Estimate or look up the solubility at boiling

2. Estimate or look up the solubility at a convenient lower
temperature (e.g. 25C or 0C)

3. Determine the predicted recovery yield

4. Lower the priority for solvents that boil too high (too
hard to dry precipitate)

5. Lower the priority where the solubility at boiling is too
low (wastes solvent and makes it harder to crystallize)
Translate these requirements to desired
                 properties
1. Look up the solvent boiling point

2. Look up the room temperature solubility or predict it via
Abraham descriptors predicted from a model using the
CDK

3. Look up the solute melting point or predict it via a
model using the CDK

4. Use the melting point and the solubility at room
temperature to predict the solubility at boiling

5. Calculate the predicted recrystallization yield
Implement as an App




                      (Andrew Lang)
What are good solvents to recrystallize benzoic acid?




                                       (Andrew Lang)
Click on the solvent to see temp curve
Deliver melting point data via App




                           (Andrew Lang)
Dibenzalacetone libraries are promising for connecting
          the OCPM with useful applications
Conclusions

More openness in chemistry can make science more efficient

Provide interfaces that make sense to the end users:
Open Data, Open Models and Open Source Software to modelers
Apps (smartphones, Google App Scripts, etc.) for chemists at the bench



                   Acknowledgements
   Andrew Lang (code, modeling)
   Bill Acree (modeling, solubility data contribution)
   Antony Williams (ChemSpider services, mp data curation)
   Matthew McBride and Rida Atif (recrystallization and synthesis)

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Bradley Open Notebook Science ACSfall2012

  • 1. Shining a light on chemical properties with Open Notebook Science and open strategies Open Notebook Science/Open Chemistry/Electronic Lab Notebook ACS Symposium Jean-Claude Bradley Associate Professor of Chemistry Drexel University August 20, 2012
  • 3. Dibenzalacetone derivatives docking against tubulin (paclitaxel site) (Andrew Lang)
  • 4. “Simple” aldol condensation synthesis Top Hit (no reports of synthesis) In top ten (a few reports of synthesis) (Andrew Lang)
  • 5. What is the current standard for “sufficient information” in communicating organic chemistry? By definition, all peer-reviewed published documentation has been approved as sufficient by authors, editors and reviewers.
  • 6. Searching for aldol condensations of acetone in the Reaction Attempts database (Andrew Lang)
  • 7. An example of a failed experiment in an Open Notebook with useful information
  • 8. A failed experiment reveals the importance of aldehyde solubility
  • 9. An example of a successful experiment in an Open Notebook
  • 10. Using a Google Spreadsheet for reaction planning and analysis
  • 12. Calling Google App Scripts (Andrew Lang and Rich Apodaca)
  • 13. Converting Google Apps Scripts Results to Values (Andrew Lang and Rich Apodaca)
  • 14. Never having to leave the Google Spreadsheet dashboard for access to key info (Andrew Lang and Rich Apodaca)
  • 15. A click away from an interactive NMR display (using JCAMP-DX format and ChemDoodle) (Andrew Lang)
  • 16. A click to all melting point sources contributing to the average
  • 17. Chemistry Google App Scripts Resource page (Andrew Lang and Rich Apodaca)
  • 18. Chemistry Google App Scripts description sheet (Andrew Lang and Rich Apodaca)
  • 19. Predicted solubilities (M) for reactant and product (Andrew Lang)
  • 20. Information from the literature on the target synthesis
  • 21. Information from the literature on the target synthesis
  • 22. Information from the literature on the target synthesis
  • 23. A successful synthesis by avoiding water, dramatically increasing NaOH and long reaction time
  • 24. Open Chemical Property Matrix (OCPM) Solubility (in 1-octanol Solubility (in water saturated water @25C) saturated 1-octanol @25C) logP
  • 25. Open Chemical Property Matrix (OCPM) Solubility (in 1-octanol Solubility (in water saturated water @25C) saturated 1-octanol @25C) Solubility (in water logP near 25C) Solubility (in 1- octanol near 25C)
  • 26. Open Chemical Property Matrix (OCPM) Boiling point Vapor pressure Flash point Abraham Melting point descriptors logP Aqueous Octanol solubility solubility
  • 27. Types of Open Matrix Elements 1. True measurements (from Open Data collections e.g. Open melting point dataset of 27,000) 2. Calculatable descriptors (from OSS e.g. CDK, MOPAC7.1) 3. Predicted properties (from Open models)
  • 28. What is the solubility of benzoic acid in boiling benzene?
  • 29. Lack of provenance details generates noise in the matrix What questions do these numbers answer?
  • 30. Examples of OCPM relationships
  • 31. Examples of OCPM flash point calculations
  • 32. Examples of OCPM solubility calculations
  • 33. Provenance of the experimental data points
  • 34. Practical applications of the OCPM 1. The automatic open evaluation of models from the dark literature to determine where they do and where they don’t work in the chemical space 2. The development of new open models built upon the population of new measurements, descriptors and predictions 3. The identification of compounds with desired properties from virtual libraries
  • 35. Finding a good recrystallization solvent 1. Estimate or look up the solubility at boiling 2. Estimate or look up the solubility at a convenient lower temperature (e.g. 25C or 0C) 3. Determine the predicted recovery yield 4. Lower the priority for solvents that boil too high (too hard to dry precipitate) 5. Lower the priority where the solubility at boiling is too low (wastes solvent and makes it harder to crystallize)
  • 36. Translate these requirements to desired properties 1. Look up the solvent boiling point 2. Look up the room temperature solubility or predict it via Abraham descriptors predicted from a model using the CDK 3. Look up the solute melting point or predict it via a model using the CDK 4. Use the melting point and the solubility at room temperature to predict the solubility at boiling 5. Calculate the predicted recrystallization yield
  • 37. Implement as an App (Andrew Lang)
  • 38. What are good solvents to recrystallize benzoic acid? (Andrew Lang)
  • 39. Click on the solvent to see temp curve
  • 40. Deliver melting point data via App (Andrew Lang)
  • 41. Dibenzalacetone libraries are promising for connecting the OCPM with useful applications
  • 42. Conclusions More openness in chemistry can make science more efficient Provide interfaces that make sense to the end users: Open Data, Open Models and Open Source Software to modelers Apps (smartphones, Google App Scripts, etc.) for chemists at the bench Acknowledgements Andrew Lang (code, modeling) Bill Acree (modeling, solubility data contribution) Antony Williams (ChemSpider services, mp data curation) Matthew McBride and Rida Atif (recrystallization and synthesis)