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Mashing Up Drug Discovery
There’s an API for that….
Lee Harland July 2013
Open PHACTS http://openphacts.org
SciBite http://scibite.com
ConnectedDiscovery http://connecteddiscovery.com
@Scibitely
What does an
Application Program
Interface look like?
http://traintimes.org.uk/map/tube/
Are There Any Bio/Chem/Med?
http://programmableweb.com/
Good Examples
NLM/NCBI/PubChem - http://www.ncbi.nlm.nih.gov/
EBI (inc ChEMBL,ChEBI etc) – http://ebi.ac.uk
NCI Cactus - http://cactus.nci.nih.gov/
ChemSpider - http://www.chemspider.com/
ChemAxon – e.g. Chemicalize
http://www.chemicalize.org/
OpenTox - http://www.opentox.org/dev/apis/api-
1.2/structure
Altmetric & ImpactStory
.. Many more web services out there…
vs
Case Studies
Patent Chemistry
1. SureChem
Free patent chemistry searching for all
Early access to newly published structures
Easy navigation through the relevant
chemistry in the full text of patent documents
Search, View, Print
Links to ChemSpider and RSC journals
A free viewer for SureChemDirect users
Secured by 128-bit encryption providing same level of security as
online banking and other proprietary chemistry searching tools!
SureChemOpen
SureChemDirect
 Direct access to chemistry & full
text patent data
 Data and search hosted on
SureChem AWS instance
 Dedicated AWS instances available
 Secure https line, 128-bit encryption
 Next day indexing of chemistry
 Integration with internal databases
and workflow tools (SharePoint,
Seurat, SpotFire etc)
 Rapid deployment using Pipeline
Pilot package
 Easy manipulation of large volumes
of patent chemistry
 Full support and documentation
 http://docs.surechem.com/direct/
 Direct access to chemistry &
patent metadata in csv
format
 Access via secure ftp
 Batch screening & analysis
behind your firewall
 Daily updates
API Data Feed
Drug Discovery, Right Now.
2. SciBite
Therapeutic Intelligence
I care about asthma.
What does the current
landscape of
(Drugs, Targets, Companies
, Trials, Collaborations…)
look like?
Where does TI come from?
Twitter-like Newsfeed
Slice & Dice With The API
Hot Target Barcodes
Indication Opportunity Map
Indications 
Organisations
Navigating Pharmacological Space
3. Open PHACTS
Open PHACTS Project Partners
Pfizer Limited – Coordinator
Universität Wien – Managing entity
Technical University of Denmark
University of Hamburg, Center for Bioinformatics
BioSolveIT GmBH
Consorci Mar Parc de Salut de Barcelona
Leiden University Medical Centre
Royal Society of Chemistry
Vrije Universiteit Amsterdam
Spanish National Cancer Research Centre
University of Manchester
Maastricht University
Aqnowledge
University of Santiago de Compostela
Rheinische Friedrich-Wilhelms-Universität Bonn
AstraZeneca
GlaxoSmithKline
Esteve
Novartis
Merck Serono
H. Lundbeck A/S
Eli Lilly
Netherlands Bioinformatics Centre
Swiss Institute of Bioinformatics
ConnectedDiscovery
EMBL-European Bioinformatics Institute
Janssen
OpenLink
pmu@openphacts.org
ChEMBL DrugBank
Gene
Ontology
Wikipathways
UniProt
ChemSpider
UMLS
ConceptWiki
ChEBI
TrialTrove
GVKBio
GeneGo
TR Integrity
“Find me compounds
that inhibit targets in
NFkB pathway assayed
in only functional assays
with a potency <1 μM”
“What is the
selectivity profile of
known p38 inhibitors?”
“Let me compare
MW, logP and PSA
for known
oxidoreductase
inhibitors”
It *Should* be easy to ask…
Number sum Nr of 1 Question
15 12 9 All oxidoreductase inhibitors active <100nM in both human and mouse
18 14 8
Given compound X, what is its predicted secondary pharmacology? What are the on and
off,target safety concerns for a compound? What is the evidence and how reliable is that
evidence (journal impact factor, KOL) for findings associated with a compound?
24 13 8
Given a target find me all actives against that target. Find/predict polypharmacology of actives.
Determine ADMET profile of actives.
32 13 8 For a given interaction profile, give me compounds similar to it.
37 13 8
The current Factor Xa lead series is characterised by substructure X. Retrieve all bioactivity data
in serine protease assays for molecules that contain substructure X.
38 13 8
Retrieve all experimental and clinical data for a given list of compounds defined by their chemical
structure (with options to match stereochemistry or not).
41 13 8
A project is considering Protein Kinase C Alpha (PRKCA) as a target. What are all the
compounds known to modulate the target directly? What are the compounds that may modulate
the target directly? i.e. return all cmpds active in assays where the resolution is at least at the
level of the target family (i.e. PKC) both from structured assay databases and the literature.
44 13 8 Give me all active compounds on a given target with the relevant assay data
46 13 8
Give me the compound(s) which hit most specifically the multiple targets in a given pathway
(disease)
59 14 8 Identify all known protein-protein interaction inhibitors
… paper coming very soon in DDT
Business Question Driven Approach
• Chemical Registration System
• Utilizes ChemSpider Validation and Standardization
platform including collapsing tautomers
• Utilizes FDA rule set as basis for standardization (GSK
lead)
• All molecules get a CVSP report – helps us biologists!
dev.openphacts.org
PharmaTrek
http://pharmatrek.org
The ChemBio Navigator
http://chembionavigator.org/
Utopia http://getutopia.org
Hacking The iPhone
http://www.youtube.com/watch?v=0aGB6YqtuQ0
Workflow Tools
+ Google Refine, Helium For Excel, Taverna
Anyone can now ask…
 Who’s working on what targets for what
indications?
 What chemical matter has been tested
against those targets?
 What does that chemical space look like?
 Whats been patented in that area?
 What other targets do those compounds
hit?
 Who’s working on those targets for what
indications…?
Security?
Is something wrong?
Nope
Are you sure?
Yeah. Why do you ask?
Security: Still A Concern For Some
 But more companies moving to cloud
externalisation
 Starting to see emergence of security
principles (Pistoia, Open PHACTS)
 VM’s (local, remote)
 Clever workflows
 Will opportunity overtake fear?
Conclusions
 Accessible API’s increasing
 Let people explore, they’ll find new use cases
 Can’t build a big interface on big data
 Usability, Discovery & Security key challenges
Acknowledgements
 SureChem Limited: http://surechem.com
 SciBite Limited: http://scibite.com
 Open PHACTS Consortium: http://openphacts.org |
http://dev.openphacts.org | http://explorer.openphacts.org

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Mashing Up Drug Discovery

  • 1. Mashing Up Drug Discovery There’s an API for that…. Lee Harland July 2013 Open PHACTS http://openphacts.org SciBite http://scibite.com ConnectedDiscovery http://connecteddiscovery.com @Scibitely
  • 2. What does an Application Program Interface look like?
  • 3.
  • 5.
  • 6.
  • 7. Are There Any Bio/Chem/Med? http://programmableweb.com/
  • 8. Good Examples NLM/NCBI/PubChem - http://www.ncbi.nlm.nih.gov/ EBI (inc ChEMBL,ChEBI etc) – http://ebi.ac.uk NCI Cactus - http://cactus.nci.nih.gov/ ChemSpider - http://www.chemspider.com/ ChemAxon – e.g. Chemicalize http://www.chemicalize.org/ OpenTox - http://www.opentox.org/dev/apis/api- 1.2/structure Altmetric & ImpactStory .. Many more web services out there…
  • 9. vs
  • 12.
  • 13. Free patent chemistry searching for all Early access to newly published structures Easy navigation through the relevant chemistry in the full text of patent documents Search, View, Print Links to ChemSpider and RSC journals A free viewer for SureChemDirect users Secured by 128-bit encryption providing same level of security as online banking and other proprietary chemistry searching tools! SureChemOpen
  • 14. SureChemDirect  Direct access to chemistry & full text patent data  Data and search hosted on SureChem AWS instance  Dedicated AWS instances available  Secure https line, 128-bit encryption  Next day indexing of chemistry  Integration with internal databases and workflow tools (SharePoint, Seurat, SpotFire etc)  Rapid deployment using Pipeline Pilot package  Easy manipulation of large volumes of patent chemistry  Full support and documentation  http://docs.surechem.com/direct/  Direct access to chemistry & patent metadata in csv format  Access via secure ftp  Batch screening & analysis behind your firewall  Daily updates API Data Feed
  • 15. Drug Discovery, Right Now. 2. SciBite
  • 16. Therapeutic Intelligence I care about asthma. What does the current landscape of (Drugs, Targets, Companies , Trials, Collaborations…) look like?
  • 17. Where does TI come from?
  • 19.
  • 20. Slice & Dice With The API
  • 24. Open PHACTS Project Partners Pfizer Limited – Coordinator Universität Wien – Managing entity Technical University of Denmark University of Hamburg, Center for Bioinformatics BioSolveIT GmBH Consorci Mar Parc de Salut de Barcelona Leiden University Medical Centre Royal Society of Chemistry Vrije Universiteit Amsterdam Spanish National Cancer Research Centre University of Manchester Maastricht University Aqnowledge University of Santiago de Compostela Rheinische Friedrich-Wilhelms-Universität Bonn AstraZeneca GlaxoSmithKline Esteve Novartis Merck Serono H. Lundbeck A/S Eli Lilly Netherlands Bioinformatics Centre Swiss Institute of Bioinformatics ConnectedDiscovery EMBL-European Bioinformatics Institute Janssen OpenLink pmu@openphacts.org
  • 25. ChEMBL DrugBank Gene Ontology Wikipathways UniProt ChemSpider UMLS ConceptWiki ChEBI TrialTrove GVKBio GeneGo TR Integrity “Find me compounds that inhibit targets in NFkB pathway assayed in only functional assays with a potency <1 μM” “What is the selectivity profile of known p38 inhibitors?” “Let me compare MW, logP and PSA for known oxidoreductase inhibitors” It *Should* be easy to ask…
  • 26. Number sum Nr of 1 Question 15 12 9 All oxidoreductase inhibitors active <100nM in both human and mouse 18 14 8 Given compound X, what is its predicted secondary pharmacology? What are the on and off,target safety concerns for a compound? What is the evidence and how reliable is that evidence (journal impact factor, KOL) for findings associated with a compound? 24 13 8 Given a target find me all actives against that target. Find/predict polypharmacology of actives. Determine ADMET profile of actives. 32 13 8 For a given interaction profile, give me compounds similar to it. 37 13 8 The current Factor Xa lead series is characterised by substructure X. Retrieve all bioactivity data in serine protease assays for molecules that contain substructure X. 38 13 8 Retrieve all experimental and clinical data for a given list of compounds defined by their chemical structure (with options to match stereochemistry or not). 41 13 8 A project is considering Protein Kinase C Alpha (PRKCA) as a target. What are all the compounds known to modulate the target directly? What are the compounds that may modulate the target directly? i.e. return all cmpds active in assays where the resolution is at least at the level of the target family (i.e. PKC) both from structured assay databases and the literature. 44 13 8 Give me all active compounds on a given target with the relevant assay data 46 13 8 Give me the compound(s) which hit most specifically the multiple targets in a given pathway (disease) 59 14 8 Identify all known protein-protein interaction inhibitors … paper coming very soon in DDT Business Question Driven Approach
  • 27. • Chemical Registration System • Utilizes ChemSpider Validation and Standardization platform including collapsing tautomers • Utilizes FDA rule set as basis for standardization (GSK lead) • All molecules get a CVSP report – helps us biologists!
  • 33. Workflow Tools + Google Refine, Helium For Excel, Taverna
  • 34. Anyone can now ask…  Who’s working on what targets for what indications?  What chemical matter has been tested against those targets?  What does that chemical space look like?  Whats been patented in that area?  What other targets do those compounds hit?  Who’s working on those targets for what indications…?
  • 35. Security? Is something wrong? Nope Are you sure? Yeah. Why do you ask?
  • 36. Security: Still A Concern For Some  But more companies moving to cloud externalisation  Starting to see emergence of security principles (Pistoia, Open PHACTS)  VM’s (local, remote)  Clever workflows  Will opportunity overtake fear?
  • 37. Conclusions  Accessible API’s increasing  Let people explore, they’ll find new use cases  Can’t build a big interface on big data  Usability, Discovery & Security key challenges Acknowledgements  SureChem Limited: http://surechem.com  SciBite Limited: http://scibite.com  Open PHACTS Consortium: http://openphacts.org | http://dev.openphacts.org | http://explorer.openphacts.org

Editor's Notes

  1. Search for Torsten and Syngenta
  2. Mx/psa, how calculated who did it?Mash up. With your data too,- top layer join together but need them allcommerical
  3. 10Can go get everythingOPS not a repo of the world, specific sources
  4. Big pharma will never go for it… lets see