SlideShare una empresa de Scribd logo
1 de 42
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)

Más contenido relacionado

La actualidad más candente

Hawari 1985 JAmChemSoc
Hawari 1985 JAmChemSocHawari 1985 JAmChemSoc
Hawari 1985 JAmChemSocJalal Hawari
 
Chemical reduction technique for the synthesis of nickel nanoparticles
Chemical reduction technique for the synthesis of nickel nanoparticlesChemical reduction technique for the synthesis of nickel nanoparticles
Chemical reduction technique for the synthesis of nickel nanoparticlesIJERA Editor
 
Saponification in a batch reactor
Saponification in a batch reactorSaponification in a batch reactor
Saponification in a batch reactorsumitnp369
 
Reaction mechanisms
Reaction mechanismsReaction mechanisms
Reaction mechanismsdaj198
 
Factors affecting rate of chemical reactions
Factors affecting rate of chemical reactionsFactors affecting rate of chemical reactions
Factors affecting rate of chemical reactionsAbigail Sapico
 
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...Jean-Claude Bradley
 
White House Open Notebook Science Poster
White House Open Notebook Science PosterWhite House Open Notebook Science Poster
White House Open Notebook Science PosterJean-Claude Bradley
 
CHM023L - B06 Final Report Group 3 Experiment 2 (Chemical Kinetics: Factors A...
CHM023L - B06 Final Report Group 3 Experiment 2 (Chemical Kinetics: Factors A...CHM023L - B06 Final Report Group 3 Experiment 2 (Chemical Kinetics: Factors A...
CHM023L - B06 Final Report Group 3 Experiment 2 (Chemical Kinetics: Factors A...Chino Chino
 
Reformatsky Reaction& Recent Advancements
Reformatsky Reaction& Recent AdvancementsReformatsky Reaction& Recent Advancements
Reformatsky Reaction& Recent AdvancementsNARESH KASHYAP
 
CINF 2012 talk Recrystallization App
CINF 2012 talk Recrystallization AppCINF 2012 talk Recrystallization App
CINF 2012 talk Recrystallization AppJean-Claude Bradley
 
3.2 changesinmatter
3.2 changesinmatter3.2 changesinmatter
3.2 changesinmatterawaldfogle
 
New chm 152 unit 5 power points sp13
New chm 152 unit 5 power points sp13New chm 152 unit 5 power points sp13
New chm 152 unit 5 power points sp13caneman1
 
Bio partnering 2006_final
Bio partnering 2006_finalBio partnering 2006_final
Bio partnering 2006_finalAVIVE, INC.
 

La actualidad más candente (20)

Hawari 1985 JAmChemSoc
Hawari 1985 JAmChemSocHawari 1985 JAmChemSoc
Hawari 1985 JAmChemSoc
 
Chemical reduction technique for the synthesis of nickel nanoparticles
Chemical reduction technique for the synthesis of nickel nanoparticlesChemical reduction technique for the synthesis of nickel nanoparticles
Chemical reduction technique for the synthesis of nickel nanoparticles
 
Saponification in a batch reactor
Saponification in a batch reactorSaponification in a batch reactor
Saponification in a batch reactor
 
Reaction mechanisms
Reaction mechanismsReaction mechanisms
Reaction mechanisms
 
Water 11-00325
Water 11-00325Water 11-00325
Water 11-00325
 
Factors affecting rate of chemical reactions
Factors affecting rate of chemical reactionsFactors affecting rate of chemical reactions
Factors affecting rate of chemical reactions
 
Diplomarbeit imprimir_kurtz
Diplomarbeit imprimir_kurtzDiplomarbeit imprimir_kurtz
Diplomarbeit imprimir_kurtz
 
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
 
Organometalic
Organometalic Organometalic
Organometalic
 
White House Open Notebook Science Poster
White House Open Notebook Science PosterWhite House Open Notebook Science Poster
White House Open Notebook Science Poster
 
Le chatelier equilibrium
Le chatelier equilibriumLe chatelier equilibrium
Le chatelier equilibrium
 
CHM023L - B06 Final Report Group 3 Experiment 2 (Chemical Kinetics: Factors A...
CHM023L - B06 Final Report Group 3 Experiment 2 (Chemical Kinetics: Factors A...CHM023L - B06 Final Report Group 3 Experiment 2 (Chemical Kinetics: Factors A...
CHM023L - B06 Final Report Group 3 Experiment 2 (Chemical Kinetics: Factors A...
 
Application of GLC
Application of GLCApplication of GLC
Application of GLC
 
Research paper
Research paperResearch paper
Research paper
 
Reformatsky Reaction& Recent Advancements
Reformatsky Reaction& Recent AdvancementsReformatsky Reaction& Recent Advancements
Reformatsky Reaction& Recent Advancements
 
CINF 2012 talk Recrystallization App
CINF 2012 talk Recrystallization AppCINF 2012 talk Recrystallization App
CINF 2012 talk Recrystallization App
 
3.2 changesinmatter
3.2 changesinmatter3.2 changesinmatter
3.2 changesinmatter
 
Chemistry tesst 22
Chemistry tesst 22Chemistry tesst 22
Chemistry tesst 22
 
New chm 152 unit 5 power points sp13
New chm 152 unit 5 power points sp13New chm 152 unit 5 power points sp13
New chm 152 unit 5 power points sp13
 
Bio partnering 2006_final
Bio partnering 2006_finalBio partnering 2006_final
Bio partnering 2006_final
 

Similar a Bradley Open Notebook Science ACSfall2012

Chemical Information Retrieval Class 1
Chemical Information Retrieval Class 1Chemical Information Retrieval Class 1
Chemical Information Retrieval Class 1Jean-Claude Bradley
 
Open Notebook Science talk at the 2012 ACS
Open Notebook Science talk at the 2012 ACS Open Notebook Science talk at the 2012 ACS
Open Notebook Science talk at the 2012 ACS mcbridemj
 
Virtual Reaction Service Using Chem Axon Reactor July06
Virtual Reaction Service Using Chem Axon Reactor July06Virtual Reaction Service Using Chem Axon Reactor July06
Virtual Reaction Service Using Chem Axon Reactor July06DanielSButler
 
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...Jean-Claude Bradley
 
Manchester Open Notebook Science Talk
Manchester Open Notebook Science TalkManchester Open Notebook Science Talk
Manchester Open Notebook Science TalkJean-Claude Bradley
 
Open Notebook Science HUBzero 2011
Open Notebook Science HUBzero 2011Open Notebook Science HUBzero 2011
Open Notebook Science HUBzero 2011Jean-Claude Bradley
 
IGERT Drexel Open Notebook Science Talk
IGERT Drexel Open Notebook Science TalkIGERT Drexel Open Notebook Science Talk
IGERT Drexel Open Notebook Science TalkJean-Claude Bradley
 
Cad introduction 2019 30 min
Cad introduction 2019 30 minCad introduction 2019 30 min
Cad introduction 2019 30 minOskari Aro
 
The Role of Trust in Science at SLA 2011
The Role of Trust in Science at SLA 2011The Role of Trust in Science at SLA 2011
The Role of Trust in Science at SLA 2011Jean-Claude Bradley
 
GRDS International ICRST proceedings,October 2016,Hongkong
GRDS International ICRST proceedings,October 2016,HongkongGRDS International ICRST proceedings,October 2016,Hongkong
GRDS International ICRST proceedings,October 2016,HongkongGlobal R & D Services
 
modeling melting points
modeling melting pointsmodeling melting points
modeling melting pointsAndrew Lang
 
Optimization of the Ugi reaction using parallel synthesis and automated liqui...
Optimization of the Ugi reaction using parallel synthesis and automated liqui...Optimization of the Ugi reaction using parallel synthesis and automated liqui...
Optimization of the Ugi reaction using parallel synthesis and automated liqui...Jean-Claude Bradley
 

Similar a Bradley Open Notebook Science ACSfall2012 (20)

Chemical Information Retrieval Class 1
Chemical Information Retrieval Class 1Chemical Information Retrieval Class 1
Chemical Information Retrieval Class 1
 
Open Notebook Science talk at the 2012 ACS
Open Notebook Science talk at the 2012 ACS Open Notebook Science talk at the 2012 ACS
Open Notebook Science talk at the 2012 ACS
 
MiniSymp2011 Bradley
MiniSymp2011 BradleyMiniSymp2011 Bradley
MiniSymp2011 Bradley
 
ChemInfo 2011 class1
ChemInfo 2011 class1ChemInfo 2011 class1
ChemInfo 2011 class1
 
Virtual Reaction Service Using Chem Axon Reactor July06
Virtual Reaction Service Using Chem Axon Reactor July06Virtual Reaction Service Using Chem Axon Reactor July06
Virtual Reaction Service Using Chem Axon Reactor July06
 
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
 
NBCC Open Notebook Science Talk
NBCC Open Notebook Science TalkNBCC Open Notebook Science Talk
NBCC Open Notebook Science Talk
 
NASA Open Notebook Science Talk
NASA Open Notebook Science TalkNASA Open Notebook Science Talk
NASA Open Notebook Science Talk
 
Manchester Open Notebook Science Talk
Manchester Open Notebook Science TalkManchester Open Notebook Science Talk
Manchester Open Notebook Science Talk
 
UPennONS
UPennONSUPennONS
UPennONS
 
OpenSciNY Open Notebook Science
OpenSciNY Open Notebook ScienceOpenSciNY Open Notebook Science
OpenSciNY Open Notebook Science
 
Open Notebook Science HUBzero 2011
Open Notebook Science HUBzero 2011Open Notebook Science HUBzero 2011
Open Notebook Science HUBzero 2011
 
IGERT Drexel Open Notebook Science Talk
IGERT Drexel Open Notebook Science TalkIGERT Drexel Open Notebook Science Talk
IGERT Drexel Open Notebook Science Talk
 
Cad introduction 2019 30 min
Cad introduction 2019 30 minCad introduction 2019 30 min
Cad introduction 2019 30 min
 
The Role of Trust in Science at SLA 2011
The Role of Trust in Science at SLA 2011The Role of Trust in Science at SLA 2011
The Role of Trust in Science at SLA 2011
 
ACRL Open Notebook Science talk
ACRL Open Notebook Science talkACRL Open Notebook Science talk
ACRL Open Notebook Science talk
 
GRDS International ICRST proceedings,October 2016,Hongkong
GRDS International ICRST proceedings,October 2016,HongkongGRDS International ICRST proceedings,October 2016,Hongkong
GRDS International ICRST proceedings,October 2016,Hongkong
 
modeling melting points
modeling melting pointsmodeling melting points
modeling melting points
 
Chemistry homework help
Chemistry homework helpChemistry homework help
Chemistry homework help
 
Optimization of the Ugi reaction using parallel synthesis and automated liqui...
Optimization of the Ugi reaction using parallel synthesis and automated liqui...Optimization of the Ugi reaction using parallel synthesis and automated liqui...
Optimization of the Ugi reaction using parallel synthesis and automated liqui...
 

Más de Jean-Claude Bradley

Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley Jean-Claude Bradley
 
The collection, curation and modeling of Open Melting Point measurements
The collection, curation and modeling of Open Melting Point measurementsThe collection, curation and modeling of Open Melting Point measurements
The collection, curation and modeling of Open Melting Point measurementsJean-Claude Bradley
 
Souder Trust in Science SLA 2011
Souder Trust in Science SLA 2011Souder Trust in Science SLA 2011
Souder Trust in Science SLA 2011Jean-Claude Bradley
 
Bradley SLA Talk on Open Melting Point Collections
Bradley SLA Talk on Open Melting Point CollectionsBradley SLA Talk on Open Melting Point Collections
Bradley SLA Talk on Open Melting Point CollectionsJean-Claude Bradley
 
La Science par Cahier de Laboratoire Ouvert
La Science par Cahier de Laboratoire OuvertLa Science par Cahier de Laboratoire Ouvert
La Science par Cahier de Laboratoire OuvertJean-Claude Bradley
 
The use of non-aqueous solubility to control reaction outcomes
The use of non-aqueous solubility to control reaction outcomesThe use of non-aqueous solubility to control reaction outcomes
The use of non-aqueous solubility to control reaction outcomesJean-Claude Bradley
 
Open Notebook Science Web Services - ACS Spring 2011
Open Notebook Science Web Services - ACS Spring 2011Open Notebook Science Web Services - ACS Spring 2011
Open Notebook Science Web Services - ACS Spring 2011Jean-Claude Bradley
 
Mirza PhD defense on the Ugi reaction for anti-malarial screening
Mirza PhD defense on the Ugi reaction for anti-malarial screeningMirza PhD defense on the Ugi reaction for anti-malarial screening
Mirza PhD defense on the Ugi reaction for anti-malarial screeningJean-Claude Bradley
 
Vanderwall cheminformatics Drexel Part 1
Vanderwall cheminformatics Drexel Part 1Vanderwall cheminformatics Drexel Part 1
Vanderwall cheminformatics Drexel Part 1Jean-Claude Bradley
 
Smartphones wikis and games for education
Smartphones wikis and games for educationSmartphones wikis and games for education
Smartphones wikis and games for educationJean-Claude Bradley
 
Nanoinformatics 2010 SMIRP-ONS Talk
Nanoinformatics 2010 SMIRP-ONS TalkNanoinformatics 2010 SMIRP-ONS Talk
Nanoinformatics 2010 SMIRP-ONS TalkJean-Claude Bradley
 

Más de Jean-Claude Bradley (18)

Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
 
Bradley Opal 2011
Bradley Opal 2011Bradley Opal 2011
Bradley Opal 2011
 
ChemInfo Retrieval Exam 2010
ChemInfo Retrieval Exam 2010ChemInfo Retrieval Exam 2010
ChemInfo Retrieval Exam 2010
 
The collection, curation and modeling of Open Melting Point measurements
The collection, curation and modeling of Open Melting Point measurementsThe collection, curation and modeling of Open Melting Point measurements
The collection, curation and modeling of Open Melting Point measurements
 
Hagen NTIS SLA 2011
Hagen NTIS SLA 2011Hagen NTIS SLA 2011
Hagen NTIS SLA 2011
 
Souder Trust in Science SLA 2011
Souder Trust in Science SLA 2011Souder Trust in Science SLA 2011
Souder Trust in Science SLA 2011
 
Bradley SLA Talk on Open Melting Point Collections
Bradley SLA Talk on Open Melting Point CollectionsBradley SLA Talk on Open Melting Point Collections
Bradley SLA Talk on Open Melting Point Collections
 
La Science par Cahier de Laboratoire Ouvert
La Science par Cahier de Laboratoire OuvertLa Science par Cahier de Laboratoire Ouvert
La Science par Cahier de Laboratoire Ouvert
 
The use of non-aqueous solubility to control reaction outcomes
The use of non-aqueous solubility to control reaction outcomesThe use of non-aqueous solubility to control reaction outcomes
The use of non-aqueous solubility to control reaction outcomes
 
ACRL Trust in Science Talk
ACRL Trust in Science TalkACRL Trust in Science Talk
ACRL Trust in Science Talk
 
Open Notebook Science Web Services - ACS Spring 2011
Open Notebook Science Web Services - ACS Spring 2011Open Notebook Science Web Services - ACS Spring 2011
Open Notebook Science Web Services - ACS Spring 2011
 
Cyclic alkynes
Cyclic alkynesCyclic alkynes
Cyclic alkynes
 
Science Online 2011 ONS session
Science Online 2011 ONS sessionScience Online 2011 ONS session
Science Online 2011 ONS session
 
Philadelphia U Sciences 2011
Philadelphia U Sciences 2011Philadelphia U Sciences 2011
Philadelphia U Sciences 2011
 
Mirza PhD defense on the Ugi reaction for anti-malarial screening
Mirza PhD defense on the Ugi reaction for anti-malarial screeningMirza PhD defense on the Ugi reaction for anti-malarial screening
Mirza PhD defense on the Ugi reaction for anti-malarial screening
 
Vanderwall cheminformatics Drexel Part 1
Vanderwall cheminformatics Drexel Part 1Vanderwall cheminformatics Drexel Part 1
Vanderwall cheminformatics Drexel Part 1
 
Smartphones wikis and games for education
Smartphones wikis and games for educationSmartphones wikis and games for education
Smartphones wikis and games for education
 
Nanoinformatics 2010 SMIRP-ONS Talk
Nanoinformatics 2010 SMIRP-ONS TalkNanoinformatics 2010 SMIRP-ONS Talk
Nanoinformatics 2010 SMIRP-ONS Talk
 

Último

"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clashcharlottematthew16
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 

Último (20)

"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clash
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 

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)