Mashing Up Drug Discovery
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This document discusses how APIs are enabling new ways of accessing and mashing up drug discovery data from various sources. It provides examples of existing bio/chem/med APIs and case studies of companies that are using APIs in novel ways for tasks like patent chemistry searching and therapeutic intelligence analysis. The document advocates for making APIs more accessible to allow broader exploration of data that can uncover new use cases and insights, while also noting challenges around usability, data discovery, and security.
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?
- 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…
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- 10. Case Studies
- 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?
- 20. Slice & Dice With The API
- 22. Indication Opportunity Map Indications Organisations
- 23. Navigating Pharmacological Space 3. Open PHACTS
- 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