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eScience at the Royal Society of
Chemistry: Current Initiatives
Antony Williams
Cornell University, May 14th
2013
We Have …Too Much Data!!!
The World of Online Chemistry
• Property databases
• Compound aggregators
• Screening assay results
• Scientific publications
• Encyclopedic articles (Wikipedia)
• Metabolic pathway databases
• ADME/Tox data – eTOX for example
• Blogs/Wikis and Open Notebook Science
e-Science and Primary Data
• How much data generated in a lab, that COULD go public, is
lost forever?
e-Science and Primary Data
• How much data generated in a lab, that COULD go public, is
lost forever?
• Public Domain reference databases of value?
– Syntheses
– Properties
– Spectra
– CIFs
– Images
e-Science and Primary Data
• How much data generated in a lab, that COULD go public, is
lost forever?
• Public Domain reference databases of value?
– Syntheses
– Properties
– Spectra
– CIFs
– Images
• Much of chemistry is chemical structure-based – where and
how could we host these data?
RSC’s ChemSpider
ChemSpider
• >28.5 million unique chemicals from >400
data sources
• Focus on improving data quality, enhancing
functionality, integrating and enabling
Crowdsourced “Annotations”
• Users can add
– Descriptions/Syntheses/Commentaries
– Links to PubMed articles
– Links to articles via DOIs
– Add spectral data
– Add Crystallographic Information Files
– Add photos
– Add MP3 files
– Add Videos
Spectra
Chemistry Data online are messy
• We have inherited errors
• All public compound databases have errors
• “Incorrect” structures – assertions, timelines etc
• “Incorrect” names associated with structures
• Properties
• Links
• Publications
• ENORMOUS CHALLENGE
Crowdsourced Curation
• Crowd-sourced curation: identify/tag errors,
edit names, synonyms, identify records to
deprecate
Search “Vitamin H”
“Curate” Identifiers
“Curate” Identifiers
“Curate” Identifiers
Validated Name-Structure Dictionaries
• Chemical name dictionaries are used for:
• Text-mining (publications, patents)
– Used to index PubMed and link to Google Patents
• Linking to other databases – think Biology!
– When structures are not available drug names link
• Searching the web
– Names link to structures link to InChIs
I want to know about “Vincristine”
Vincristine: Identifiers and
Properties
Vincristine: Vendors and Sources
Linked by Structure
Vincristine: Patents
Linked by Name
Vincristine: Articles
Linked by Name
Semantic Mark-up of Articles
Linking Names to Structures
The InChI Identifier
InChIStrings Hash to InChIKeys
Vancomycin – Search the Internet
Vancomycin
Search Molecular
SKELETON
Search Full Molecule
Full Skeleton Search: 104 Hits
Full Molecule Search: 4 Hits
ChemSpider Resources for Chemistry
Some usage statistics
• ca. 200 visitors at any one time, ~30,000 visits per day
• Mar 4-Apr 3, 2013
– Visits = 731,656
– Unique Visitors = 527,008
• Independent servers to support other projects
Access ChemSpider
• APIs
– Programmatic access used by Mobile Apps, Funded
Consortia projects, many Academic groups
• Widgets
– UI components for embedding in other websites
• Data
– Data access, downloads, reuse, licensing
Flexible ChemSpider API
http://www.chemspider.com/google/
Flexible ChemSpider API
Publications - a summary of work
• Scientific publications are a summary of work
– Is all work reported?
– How much science is lost to pruning?
– What of value sits in notebooks and is lost?
• How much data is lost?
– How many compounds never reported?
– How many syntheses fail or succeed?
– How many characterization measurements?
Micropublishing Syntheses
ChemSpider SyntheticPages
Olympicene
So you Want a Profile???
Interactive Data
Integrate to instruments and software
• Integration to analytical instrumentation vendors
already in place
– Agilent, Bruker, Thermo, Waters
• Also, Cheminformatics vendors link to ChemSpider
– Accelrys, ACD/Labs, ChemAxon, iChemLabs, and…
PharmaSea
• Dereplication via ChemSpider
• Segregation of natural products datasets
• Analytical data algorithms & integration
– Mass spec searching – predicted fragmentation
– NMR feature searching – NMR prediction
– Computer-assisted structure elucidation
It is so difficult to navigate…
What’s the
structure?
What’s the
structure?
Are they in
our file?
Are they in
our file?
What’s
similar?
What’s
similar?
What’s the
target?
What’s the
target?Pharmacology
data?
Pharmacology
data?
Known
Pathways?
Known
Pathways?
Working On
Now?
Working On
Now?Connections to
disease?
Connections to
disease?
Expressed in
right cell type?
Expressed in
right cell type?
Competitors?Competitors?
IP?IP?
• 3-year Innovative Medicines Initiative project
• Integrating chemistry and biology data using semantic
web technologies
• Open source code, open data and open standards
• Academics, Pharma companies, Publishers….
ChemSpider Contributions
• The host of the chemistry services
– Supplier of “standardized” chemical data files
– Chemistry searching (structure, substructure etc)
– Curator and data quality checking
• Now building the Open PHACTS chemical
registration system
Natural Products Updates
• Names hard, Structures
“Obvious”
• New content based on
monthly updates of the
database
• Click through to the Natural
Products Updates entry
National Chemical Database Service
Chemical Database
Service
• National Chemical Database Service
for UK Academics
• Integrating Commercial Databases
and Services
• Chemicals, analytical data,
prediction algorithms
• Development of data repository
Community Repository for Data
• Funding agencies encourage sharing of data
• Increasing availability of “Open Data”
• Institutional repositories no specific domain
support
• Develop a community repository for chemistry
data – private, public, embargoed
• Provides data to develop models/algorithms
Community Repository for Data
• Automated depositions of data
• DOI’ed data objects for citation purposes
• A database of reference data, but validated by
the community
• National services feeding the repository –
crystallography, mass spectrometry
• Integrate to blogging tools for chemistry
• Integrate to Electronic Lab Notebooks as feeds
Model Building with Community Data
• Community data as a basis of model building
– Consume data from available databases, community
data, new publications and build predictive
algorithms for the community
– How many algorithms are reported and lost? How
much repeat work is done in the domain of
algorithmic development?
Support for Chemical Reactions
• Integrating mined reaction data from patents
• Will also incorporate and integrate RSC
Databases: Methods of Organic Synthesis,
Catalysts and Catalyzed Reactions and…
Inside our Publication Archive
• How much data is in the archive, in the
publications and in the supplementary info?
– How many compounds for ChemSpider?
– How many syntheses for ChemSpider reactions?
– How many characterization measurements?
• Property Data
• Spectral Data
• Graphs and charts to be used for modeling?
What if we could capture it all?
Digitally Enhancing the RSC Archive
Start with data in publications
Data Validation and Curation Required
Encouraging Participation with
Rewards and RECOGNITION
Manual Curation
• Integrated commenting, curating and validation
platform across ALL eScience and publishing
platforms
• All integrated to a central RSC profile and
feeding the AltMetrics tools
Structure Review
Future Recognition in AltMetrics?
ChemSpider
Internet Data
The Future
Commercial Software
Pre-competitive Data
Open Science
Open Data
Publishers
Educators
Open Databases
Chemical Vendors
Small organic molecules
Undefined materials
Organometallics
Nanomaterials
Polymers
Minerals
Particle bound
Links to Biologicals
The Future of Chemistry on the Web?
• Public compound databases federate & build a
linked environment of validated data!
• Data validation needs are not ignored
• Publishers layer on information to make
publications discoverable
• Open Data proliferate
• The “Semantic Web” will continue to develop…
Thank you
Email: williamsa@rsc.org
Twitter: @ChemConnector
Personal Blog: www.chemconnector.com
SLIDES: www.slideshare.net/AntonyWilliams

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eScience at the Royal Society of Chemistry and our current initiatives

  • 1. eScience at the Royal Society of Chemistry: Current Initiatives Antony Williams Cornell University, May 14th 2013
  • 2. We Have …Too Much Data!!!
  • 3. The World of Online Chemistry • Property databases • Compound aggregators • Screening assay results • Scientific publications • Encyclopedic articles (Wikipedia) • Metabolic pathway databases • ADME/Tox data – eTOX for example • Blogs/Wikis and Open Notebook Science
  • 4. e-Science and Primary Data • How much data generated in a lab, that COULD go public, is lost forever?
  • 5. e-Science and Primary Data • How much data generated in a lab, that COULD go public, is lost forever? • Public Domain reference databases of value? – Syntheses – Properties – Spectra – CIFs – Images
  • 6. e-Science and Primary Data • How much data generated in a lab, that COULD go public, is lost forever? • Public Domain reference databases of value? – Syntheses – Properties – Spectra – CIFs – Images • Much of chemistry is chemical structure-based – where and how could we host these data?
  • 8. ChemSpider • >28.5 million unique chemicals from >400 data sources • Focus on improving data quality, enhancing functionality, integrating and enabling
  • 9. Crowdsourced “Annotations” • Users can add – Descriptions/Syntheses/Commentaries – Links to PubMed articles – Links to articles via DOIs – Add spectral data – Add Crystallographic Information Files – Add photos – Add MP3 files – Add Videos
  • 10.
  • 12. Chemistry Data online are messy • We have inherited errors • All public compound databases have errors • “Incorrect” structures – assertions, timelines etc • “Incorrect” names associated with structures • Properties • Links • Publications • ENORMOUS CHALLENGE
  • 13. Crowdsourced Curation • Crowd-sourced curation: identify/tag errors, edit names, synonyms, identify records to deprecate
  • 18. Validated Name-Structure Dictionaries • Chemical name dictionaries are used for: • Text-mining (publications, patents) – Used to index PubMed and link to Google Patents • Linking to other databases – think Biology! – When structures are not available drug names link • Searching the web – Names link to structures link to InChIs
  • 19. I want to know about “Vincristine”
  • 21. Vincristine: Vendors and Sources Linked by Structure
  • 25. Linking Names to Structures
  • 27. InChIStrings Hash to InChIKeys
  • 28. Vancomycin – Search the Internet
  • 33. Some usage statistics • ca. 200 visitors at any one time, ~30,000 visits per day • Mar 4-Apr 3, 2013 – Visits = 731,656 – Unique Visitors = 527,008 • Independent servers to support other projects
  • 34. Access ChemSpider • APIs – Programmatic access used by Mobile Apps, Funded Consortia projects, many Academic groups • Widgets – UI components for embedding in other websites • Data – Data access, downloads, reuse, licensing
  • 37. Publications - a summary of work • Scientific publications are a summary of work – Is all work reported? – How much science is lost to pruning? – What of value sits in notebooks and is lost? • How much data is lost? – How many compounds never reported? – How many syntheses fail or succeed? – How many characterization measurements?
  • 41. So you Want a Profile???
  • 42.
  • 43.
  • 45. Integrate to instruments and software • Integration to analytical instrumentation vendors already in place – Agilent, Bruker, Thermo, Waters • Also, Cheminformatics vendors link to ChemSpider – Accelrys, ACD/Labs, ChemAxon, iChemLabs, and…
  • 46.
  • 47. PharmaSea • Dereplication via ChemSpider • Segregation of natural products datasets • Analytical data algorithms & integration – Mass spec searching – predicted fragmentation – NMR feature searching – NMR prediction – Computer-assisted structure elucidation
  • 48. It is so difficult to navigate… What’s the structure? What’s the structure? Are they in our file? Are they in our file? What’s similar? What’s similar? What’s the target? What’s the target?Pharmacology data? Pharmacology data? Known Pathways? Known Pathways? Working On Now? Working On Now?Connections to disease? Connections to disease? Expressed in right cell type? Expressed in right cell type? Competitors?Competitors? IP?IP?
  • 49. • 3-year Innovative Medicines Initiative project • Integrating chemistry and biology data using semantic web technologies • Open source code, open data and open standards • Academics, Pharma companies, Publishers….
  • 50. ChemSpider Contributions • The host of the chemistry services – Supplier of “standardized” chemical data files – Chemistry searching (structure, substructure etc) – Curator and data quality checking • Now building the Open PHACTS chemical registration system
  • 51. Natural Products Updates • Names hard, Structures “Obvious” • New content based on monthly updates of the database • Click through to the Natural Products Updates entry
  • 53. Chemical Database Service • National Chemical Database Service for UK Academics • Integrating Commercial Databases and Services • Chemicals, analytical data, prediction algorithms • Development of data repository
  • 54. Community Repository for Data • Funding agencies encourage sharing of data • Increasing availability of “Open Data” • Institutional repositories no specific domain support • Develop a community repository for chemistry data – private, public, embargoed • Provides data to develop models/algorithms
  • 55. Community Repository for Data • Automated depositions of data • DOI’ed data objects for citation purposes • A database of reference data, but validated by the community • National services feeding the repository – crystallography, mass spectrometry • Integrate to blogging tools for chemistry • Integrate to Electronic Lab Notebooks as feeds
  • 56. Model Building with Community Data • Community data as a basis of model building – Consume data from available databases, community data, new publications and build predictive algorithms for the community – How many algorithms are reported and lost? How much repeat work is done in the domain of algorithmic development?
  • 57. Support for Chemical Reactions • Integrating mined reaction data from patents • Will also incorporate and integrate RSC Databases: Methods of Organic Synthesis, Catalysts and Catalyzed Reactions and…
  • 58. Inside our Publication Archive • How much data is in the archive, in the publications and in the supplementary info? – How many compounds for ChemSpider? – How many syntheses for ChemSpider reactions? – How many characterization measurements? • Property Data • Spectral Data • Graphs and charts to be used for modeling?
  • 59. What if we could capture it all? Digitally Enhancing the RSC Archive
  • 60. Start with data in publications
  • 61. Data Validation and Curation Required Encouraging Participation with Rewards and RECOGNITION
  • 62. Manual Curation • Integrated commenting, curating and validation platform across ALL eScience and publishing platforms • All integrated to a central RSC profile and feeding the AltMetrics tools
  • 64. Future Recognition in AltMetrics? ChemSpider
  • 65. Internet Data The Future Commercial Software Pre-competitive Data Open Science Open Data Publishers Educators Open Databases Chemical Vendors Small organic molecules Undefined materials Organometallics Nanomaterials Polymers Minerals Particle bound Links to Biologicals
  • 66. The Future of Chemistry on the Web? • Public compound databases federate & build a linked environment of validated data! • Data validation needs are not ignored • Publishers layer on information to make publications discoverable • Open Data proliferate • The “Semantic Web” will continue to develop…
  • 67. Thank you Email: williamsa@rsc.org Twitter: @ChemConnector Personal Blog: www.chemconnector.com SLIDES: www.slideshare.net/AntonyWilliams