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Delivering Curated Chemistry to the
World via Crowdsourced Deposition
    and Annotation on ChemSpider

                                    Antony Williams
          University of Illinois in Chicago, January 27th 2012
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
   Contributing Open Source code to projects
We Have …Too Much Data!!!
e-Science and Primary Data
 How much data generated in a lab, that COULD
  go public, is lost forever?
TotallySynthetic.com
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
PubChem
ChEMBL
Collaborative Knowledge Management
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
Available Information…
 Linked to vendors, safety data, toxicity, metabolism
Available Information….
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
Spectra
Data on the Web
Chemistry Data online is messy
 We have inherited errors
 All public compound databases, including ours,
  have errors
 “Incorrect” structures – assertions, timelines etc
 “Incorrect” names associated with structures
 Properties
 Links
 Publications
 ENORMOUS CHALLENGE
The Structure of Vitamin K?
MeSH
 A lipid cofactor that is required for normal blood
  clotting. Several forms of vitamin K have been
  identified: VITAMIN K 1 (phytomenadione)
  derived from plants, VITAMIN K 2 (menaquinone)
  from bacteria, and synthetic naphthoquinone
  provitamins, VITAMIN K 3 (menadione). Vitamin K 3
  provitamins, after being alkylated in vivo, exhibit the
  antifibrinolytic activity of vitamin K. Green leafy
  vegetables, liver, cheese, butter, and egg yolk are
  good sources of vitamin K
The Structure of Vitamin K1?
What is the Structure of Vitamin K1?
CAS’s Common Chemistry
Wikipedia
ChEBI – Manual Curation
“2-methyl-3-(3,7,11,15-tetramethylhexadec-2-
    enyl)naphthalene-1,4-dione”
 Variants of systematic names on PubChem

   2-methyl-3-[(E,7R,11R)-3,7,11,15-tetramethyl
   2-methyl-3-[(E,7S,11R)-3,7,11,15-tetramethyl
   2-methyl-3-[(E,7R,11S)-3,7,11,15-tetramethyl
   2-methyl-3-[(E,7S,11S)-3,7,11,15-tetramethyl
   2-methyl-3-[(E,11S)-3,7,11,15-tetramethyl
   2-methyl-3-[(E)-3,7,11,15-tetramethyl
   2-methyl-3-(3,7,11,15-tetramethyl
   2-methyl-3-[(E)-3,7,11,15-tetramethyl
Question Everything online: www.dhmo.org
It’s all on Wikipedia…
Chemistry on The Internet Is Messy
It’s Methane…
What’s Methane?
What’s Methane?
What ELSE is Methane???
EPA’s DailyMed
EPA’s DailyMed
EPA’s DailyMed
PHYSPROP Database
The freely downloadable
database under the EPI
Suite prediction software

Very Basic filters suggest
data quality issues
The Stereochemistry challenge.
12500 chemicals with “missed” stereo
With Great Fanfare…
NPC Browser http://tripod.nih.gov/npc/
NPC Browser http://tripod.nih.gov/npc/
Openness and Quality Issues
Williams and Ekins, DDT, 16: 747-750 (2011)

              Science Translational Medicine 2011
Public Domain Databases
 Our databases are a mess…
 Non-curated databases are proliferating errors

 We source and deposit data between databases

 Original sources of errors hard to determine

 Curation is time-consuming and challenging
Stop Whining – Fix it
Crowdsourced Curation
  Crowd-sourced curation: identify/tag errors, edit
   names, synonyms, identify records to deprecate
Search “Vitamin H”
“Curate” Identifiers
“Curate” Identifiers
“Curate” Identifiers
Standards : Structure Standardization
Standards : Structure Standardization
Standards : Structure Standardization
What needs to happen?
 Standards
   Standardization of structures
      ChEBI/PubChem sharing
      InChI adoption
The InChI Identifier
Multiple Layers
InChIStrings Hash to InChIKeys
Vancomycin – Search the Internet
Vancomycin




Search Molecular   Search Full Molecule
  SKELETON
Full Skeleton Search: 104 Hits
Full Molecule Search: 4 Hits
Crowdsourcing Works
 >130 people have deposited data and
  participated in data curation

 Different level curators check each other

 More curators and depositors are
  encouraged!
What needs to happen?
 Standards
   Standardization of structures
      ChEBI/PubChem sharing
      InChI adoption

 Collaboration
   Stop reinventing the wheel
   Share data, share efforts and speed the process
Antony Williams vs Identifiers


                             Passport ID
     Dad, Tony, others

5 email addresses
                         License
ChemSpiderman (blog,                       SSN
Twitter account,
Facebook, Friendfeed)
OpenID
….
                          Green Card
Aspirin names and synonyms

            • Text searches depend on
              correct association

            • 335 suggested identifiers for
              Aspirin just on PubChem!

            • Disambiguation dictionaries
              are necessary, not just for
              authors!
The Final Search Strategy
All Those Names, One Structure
Ambiguity in Identifiers
Curated Dictionaries Matter
Success Depends on Dictionaries
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”




                        If all algorithms work then
                        everything on the page is
                        correct by default except the
                        name-structure relationship!
Vincristine: Identifiers and Properties
Vincristine: Vendors and Sources
Linked by Structure
Vincristine: Patents
Linked by Name
Vincristine: Articles
Linked by Name
Challenges of Complex Molecules
Yohimbine
Originally 15 compounds “called” Yohimbine
54 Skeletons for Yohimbine
Pharma Information Tombs
   Internal and external content
   Built to meet primary use-case
   Tailored indexes and GUIs
   Internal unique language & metadata
   Poor interoperability/integration
   Powerpoint, Documents, Excel
   Many suppliers of systems and content in
    a single workflow




    In vivo   Pipeline Literature Patents   News   SAR   CSRs   Safety   Etc
What could create change?
 Harvard Business Review (2010)

“One change would make a substantial
difference [to drug R&D]: the creation of
   agreed-upon standards for digitally
       representing drug assets.”
It is so difficult to navigate…
                                                        IP?
                                What’s the
                                structure?
                                                    Are they in
                                                     our file?
                                  What’s
                                 similar?
                                                    What’s the
                              Pharmacology           target?
                                  data?

                                             Known
                                            Pathways?
                             Competitors?
                                                    Working On
                              Connections             Now?
                              to disease?
                                              Expressed in
                                             right cell type?
Open PHACTS Project
 Develop a set of robust standards…
 Implement the standards in a semantic integration hub
 Deliver services to support drug discovery programs in
  pharma and public domain
 22 partners, 8 pharmaceutical companies, 3 biotechs
 36 months project

  Guiding principle is open access, open usage, open source
                - Key to standards adoption -
ChemSpider Resources for Chemistry
The Future
                      Internet Data




 Small organic molecules              Commercial Software
 Undefined materials                  Pre-competitive Data
 Organometallics                            Open Science
 Nanomaterials                                 Open Data
 Polymers                                      Publishers
 Minerals                                      Educators
 Particle bound                           Open Databases
 Links to Biologicals                   Chemical Vendors
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
 Public-Private databases can be linked
 Open Data proliferate
 The “Semantic Web” in action
Acknowledgments
 The ChemSpider team

 Our data providers, depositors, collaborators and
  curators

 Software providers – OpenEye, ChemDoodle,
  ACD/Labs, GGA Software, Open Source (Jmol,
  JSpecView, OpenBabel)

 Sean Ekins @collabchem
Thank you

Email: williamsa@rsc.org
Twitter: ChemConnector
Blog: www.chemspider.com/blog
Personal Blog: www.chemconnector.com
SLIDES: www.slideshare.net/AntonyWilliams

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Delivering Curated Chemistry to the World via Crowdsourced Deposition and Annotation on ChemSpider