alex clark : nettab 2013
TRANSCRIPT
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Cheminformaticsworkflows using themobile + cloud platform
Dr. Alex M. Clark
October 2013
© 2013 Molecular Materials Informatics, Inc. http://molmatinf.com
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MOLECULAR MATERIALS INFORMATICS
Overview2
• Chemical structures• Mobile apps• Cloud computing
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MOLECULAR MATERIALS INFORMATICS
3rd Revolution
• The mobile platform is revolutionary: a clean break
- entirely new user interface- no backward compatibility- highly constrained resources- applicable to entirely new situations
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mainframesminicomputers
personal computersportable laptops
mobile tabletssmartphones
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MOLECULAR MATERIALS INFORMATICS
Two platform stacks4
desktop/laptop
file/databaseserver
computecluster
phone/tablet
webservices
cloudresources
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MOLECULAR MATERIALS INFORMATICS
Delivery5
• User experience
• Cached data
• Light calculations
• Sharing
• Web API
• Heavy calculations
• Large data
• Centralised storage
Apps Cloud
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MOLECULAR MATERIALS INFORMATICS
Challenges• Mobile user interfaces are completely
different to desktop products
• Expectations: functionality, extreme simplicity
• Complex interfaces much harder: drawing chemical structures requires redesign
• Visualisation is more difficult: screen size
• Storage limitations: big data is a problem
• Calculations split mobile vs. cloud
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MOLECULAR MATERIALS INFORMATICS 7
Mobile MolecularDataSheet (MMDS) MolSync SAR Table MolPrime+ MolPrime
Green Solvents Lab Solvents Approved Drugs Reaction101 Yield101
Living Molecules TB Mobile ChemSpider SPRESImobile Open DrugDiscovery Teams
App Catalog
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MOLECULAR MATERIALS INFORMATICS
Drawing Structures• Cheminformatics requires a user
interface for drawing structures
• Interface needs to be:
- capable for complex structures- publication quality- fast to use- phone-size form factor
• Traditional interface paradigm on touchscreen: unusable...
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MOLECULAR MATERIALS INFORMATICS
Drawing Reactions
• Components: reuse sketcher, iPhone friendly• Higher level of markup useful for lab notebooks• Used by MMDS, Reaction101, Yield101
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MOLECULAR MATERIALS INFORMATICS
Assembling DataSheets
• MMDS: molecular datasheet unit
- molecular structures- reaction schemes- scalar data (text, numbers)
• Table-like structure, roughly equivalent to SDfile/RDfile
• Operate on individual rows or whole datasheets
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MOLECULAR MATERIALS INFORMATICS
Scaffolds & Substituents
• Scaffold-centric model useful to drug discovery
• SAR Table app: optimised for data entry
• And: analysis, visualisation and calculation
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MOLECULAR MATERIALS INFORMATICS
Searching
• App interfaces for structure searching
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MOLECULAR MATERIALS INFORMATICS
Calculation
• Structures used to calculate properties
• Single molecules, or whole datasheets
• Simple calculations: done by app
• Difficult calculations: use webservice
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MOLECULAR MATERIALS INFORMATICS
Importing
• Receive recognised filetypes
- clipboard- email- web- other apps (IPC)- webservices- remote filesystems
• Documented formats, e.g. SketchEl, MDL, ChemDraw, CML
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MOLECULAR MATERIALS INFORMATICS
Exporting• Apps are only as good as their
ability to use the data
• Export actual data using cheminformatics formats
- clipboard- email- web sharing- twitter- webservices- remote filesystems
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MOLECULAR MATERIALS INFORMATICS
Graphics16
• Prepare bitmapped graphics for:
- clipboard- photo roll- email
• Can incorporate into other apps on the device (e.g. Keynote)
• Vector graphics: SVG, EPS, Microsoft Word & Excel
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MOLECULAR MATERIALS INFORMATICS
Sharing17
• Share data publicly or privately
• Upload to a webservice
- store raw data- dynamically render- hosted by molsync.com
• Tweet directly from the app: share the link
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Real world workflow: searching for new Tuberculosis drugs
Dr. Alex M. Clark
October 2013
© 2013 Molecular Materials Informatics, Inc. http://molmatinf.com
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MOLECULAR MATERIALS INFORMATICS
Outline• Workflow is representative of lead discovery
• Searching for new Mycobacterium tuberculosis drugs
• Open data, open science, collaborating with experimentalists
• Workflow involves:
- mobile apps- cloud-based webservices- traditional software
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http://molmatinf.com/venice.html
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MOLECULAR MATERIALS INFORMATICS
TB Mobile• Curated data for
tuberculosis drugs
• iOS & Android
• CDD, NIAID grant, Sean Ekins
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• App presents a browseable list of structures
• Can filter by target, sort by structural similarity
• Visual data exportable....
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MOLECULAR MATERIALS INFORMATICS
A Good Scaffold• Objective: use the data from TB Mobile to
find a scaffold, then use to infer gene target from a larger collection of SAR data
• What makes a good scaffold?
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MOLECULAR MATERIALS INFORMATICS
Methodology• Preliminary work done with desktop software: com.mmi
• Fragment TB Mobile structures, scaffold-like
• Perform scaffold-substructure vs. 7000 in vitro
• Derive R-groups, tidy, present graphically, browse...
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http://molmatinf.com/venice.html
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MOLECULAR MATERIALS INFORMATICS
Source Materials
• Scaffold:
• Scaffold origin: inhibitor of Glf target
• 87 molecules with in vitro activity (yes/no)
• Scaffold seems to elicit an activity pattern
• Next step: load it into the app ecosystem...
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MOLECULAR MATERIALS INFORMATICS
Importing
• Email attachment to self: open in SAR Table
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MOLECULAR MATERIALS INFORMATICS
Raw DataSheet
• Just Molecule and Activity...
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MOLECULAR MATERIALS INFORMATICS
Draw Scaffold
• Select first row
• Use built in sketcher to draw scaffold
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MOLECULAR MATERIALS INFORMATICS
Draw Scaffold
• Select first row
• Use built in sketcher to draw scaffold
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MOLECULAR MATERIALS INFORMATICS
Substituent Fields
• R-group labels: offer to create fields
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MOLECULAR MATERIALS INFORMATICS
Scaffold & Molecule
• Need to assign substituents: automatically
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MOLECULAR MATERIALS INFORMATICS
Scaffold Matching
• Perform single scaffold:molecule match
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MOLECULAR MATERIALS INFORMATICS
Scaffold Matching
• Perform single scaffold:molecule match
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MOLECULAR MATERIALS INFORMATICS
Scaffold Matching
• Perform single scaffold:molecule match
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MOLECULAR MATERIALS INFORMATICS
Bulk Matching
• Duplicate scaffold, match to all molecules
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MOLECULAR MATERIALS INFORMATICS
Bulk Results
• Only unambiguous results are provided
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MOLECULAR MATERIALS INFORMATICS
Bulk Results
• Only unambiguous results are provided
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MOLECULAR MATERIALS INFORMATICS
Symmetry/Degeneracy
• Two possible results: note degeneracy R4,R6
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MOLECULAR MATERIALS INFORMATICS
Symmetry/Degeneracy
• Two possible results: note degeneracy R4,R6
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MOLECULAR MATERIALS INFORMATICS
Finishing Assignment
• Single & bulk scaffold matching: semi-automated assignment, human tiebreakers
• Have 87 compounds, 21 active against TB
• Based on scaffold from a binder of Glf enzyme (essential for mycobacterial growth)
• What next?
• Look for other compounds: same scaffold
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MOLECULAR MATERIALS INFORMATICS
Searching
• Search public databases using template
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MOLECULAR MATERIALS INFORMATICS
Searching
• Search public databases using template
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MOLECULAR MATERIALS INFORMATICS
Search Results
• Results come back with scaffolds assigned
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MOLECULAR MATERIALS INFORMATICS
Sources
• Data from ChemSpider, PubChem, ChEBI• Includes database links and vendor information
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MOLECULAR MATERIALS INFORMATICS
Importing
• Search results imported in marked-up form
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MOLECULAR MATERIALS INFORMATICS
Model Building
• Use known activities to build a SAR model
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MOLECULAR MATERIALS INFORMATICS
Model Application
• Predicted activities shown as coloured wedges
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MOLECULAR MATERIALS INFORMATICS
Selected Candidates
• Compile a list: predicted activity > 0.8• Open in Mobile Molecular DataSheet (MMDS) app
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MOLECULAR MATERIALS INFORMATICS
Selected Candidates
• Compile a list: predicted activity > 0.8• Open in Mobile Molecular DataSheet (MMDS) app
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MOLECULAR MATERIALS INFORMATICS
Sharing by Email
• Very easy to share using email attachments• Recipient can open on any device, including mobile
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MOLECULAR MATERIALS INFORMATICS
Sharing by Email
• Very easy to share using email attachments• Recipient can open on any device, including mobile
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MOLECULAR MATERIALS INFORMATICS
Sharing by Email
• Very easy to share using email attachments• Recipient can open on any device, including mobile
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MOLECULAR MATERIALS INFORMATICS
Sharing via Dropbox
• MMDS can interact with MolSync app• DataSheets are uploaded & synchronised in Dropbox
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MOLECULAR MATERIALS INFORMATICS
MolSync & Dropbox
• MolSync app is a chemistry-aware file browser• Can make use of Dropbox's collaboration features
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MOLECULAR MATERIALS INFORMATICS
Lookup FDA Reference
• Open With the Approved Drugs app
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MOLECULAR MATERIALS INFORMATICS
Approved Drugs
• 1300 structures for FDA-approved drugs• Reference search by structural similarity
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MOLECULAR MATERIALS INFORMATICS
Matrix View
• Plot structures in a grid: R1 vs R5
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MOLECULAR MATERIALS INFORMATICS
Matrix View
• Plot structures in a grid: R1 vs R5
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MOLECULAR MATERIALS INFORMATICS
Matrix + Predictions
• Compounds with unknown activity predicted shown using wedge style
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MOLECULAR MATERIALS INFORMATICS
Matrix + Hypotheticals
• Empty squares: propose compounds & predict
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MOLECULAR MATERIALS INFORMATICS
Matrix + Hypotheticals
• Empty squares: propose compounds & predict
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MOLECULAR MATERIALS INFORMATICS
Proposing Compounds
• Tap on a square: prompt to create partially defined entry, defining R1 and R5
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MOLECULAR MATERIALS INFORMATICS
Hypothetical Compound
• New compound added: partial definition• R2, R3, R4 and R6 unspecified
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MOLECULAR MATERIALS INFORMATICS
Lookup in SPRESI
• Use SPRESImobile app to find similar compounds: looking for a synthesis...
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MOLECULAR MATERIALS INFORMATICS
Similar Backbone
• Found a compound with similar core, possible synthesis template: consult literature
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MOLECULAR MATERIALS INFORMATICS
Find Reactions
• Lookup synthetic routes: amide condensation• Open the reaction data in Yield101
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MOLECULAR MATERIALS INFORMATICS
Find Reactions
• Lookup synthetic routes: amide condensation• Open the reaction data in Yield101
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MOLECULAR MATERIALS INFORMATICS
Find Reactions
• Lookup synthetic routes: amide condensation• Open the reaction data in Yield101
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MOLECULAR MATERIALS INFORMATICS
Yield101
• Prototype synthetic chemistry lab notebook• Reaction components imported
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MOLECULAR MATERIALS INFORMATICS
Reaction Scheme
• Tidyup structures, add in reagent
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MOLECULAR MATERIALS INFORMATICS
Lookup Starting Material
• Use Mobile Reagents integration to find commercial source for starting material
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MOLECULAR MATERIALS INFORMATICS
Lookup in ChemSpider
• Paste into ChemSpider Mobile app to do structure search
• Open matching ChemSpider compound information page
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MOLECULAR MATERIALS INFORMATICS
Lookup in ChemSpider
• Paste into ChemSpider Mobile app to do structure search
• Open matching ChemSpider compound information page
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MOLECULAR MATERIALS INFORMATICS
Quantitative Details
• Enter starting quantity, density: preliminary estimate of amounts used in synthesis
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MOLECULAR MATERIALS INFORMATICS
Public Sharing
• Upload scheme to molsync.com• Generates publicly sharable link
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MOLECULAR MATERIALS INFORMATICS
Shared Content
• Stores chemical data in its native form:
- molecules- reaction schemes- datasheets
• Can share, tweet, etc.
• Download data in many different forms...
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MOLECULAR MATERIALS INFORMATICS
Shared Content
• Stores chemical data in its native form:
- molecules- reaction schemes- datasheets
• Can share, tweet, etc.
• Download data in many different forms...
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MOLECULAR MATERIALS INFORMATICS
Numerous Formats• Sharing site stores pure data, creates preview
graphics dynamically... and interconversions
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Molecules• SketchEl• MDL MOL• CML
Reactions• DataSheet XML• MDL RXN• MDL RDF
Collections• DataSheet XML• MDL SDfile
Raster Graphics• PNG• PNG ZIP
Vector Graphics• SVG• SVG ZIP• HTML SVG• EPS• MS Word• MS Excel
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MOLECULAR MATERIALS INFORMATICS
Vector Graphics• Quality is perfect at all resolutions: screen,
projector, web, printer, PDF...
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Vector Bitmap
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MOLECULAR MATERIALS INFORMATICS
Microsoft Office Documents• Independent implementation of OOXML spec• Embedded graphics use vector DrawingML
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MOLECULAR MATERIALS INFORMATICS
SAR Table Documents
• Scaffold/substituent tables for manuscripts
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MOLECULAR MATERIALS INFORMATICS
Matrix PDF
• Multi-page layout: print directly or email PDF
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MOLECULAR MATERIALS INFORMATICS
Tweeting66
• Can tweet directly from apps like MMDS
• First upload data to molsync.com
• Then emit tweet with link
• Observe list of predefined hashtags:
#tuberculosis
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MOLECULAR MATERIALS INFORMATICS
Open Drug Discovery Teams
• Curation of open data, e.g. Twitter & RSS feeds• Rare & neglected diseases, precompetitive areas
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MOLECULAR MATERIALS INFORMATICS
Harvested Tweet
• Tweet got harvested into Tuberculosis topic• Inline preview browsed, with other thumbnails
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MOLECULAR MATERIALS INFORMATICS
Chemistry Aware
• The app understands chemical data• Users can use the data, open with in apps...
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MOLECULAR MATERIALS INFORMATICS
Rinse & Repeat• Defer to experimentalists: measure activity for
selected compounds with predictions
• Return to SAR Table app:
- provide activity results- visualise matrix plot with actual data added- rebuild model, regenerate predictions- iteratively refine hypothesis
• Done using $50 worth of software and tablet
• Workflow is appropriate for use by experimentalists
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Living Molecules• Going beyond desktop-era functionality
• Devices have:
- long battery life- bluetooth- location awareness- camera!
• Observe the strange symbol: molecular glyph
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MOLECULAR MATERIALS INFORMATICS
Molecular Glyphs
• Recognition sequence: point camera• View content, import, manage, utilise, export
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MOLECULAR MATERIALS INFORMATICS
Conclusion• Cheminformatics workflows historically the role of
specialists: expensive and/or complex
• Mobile apps are much cheaper and much more accessible to experimentalists
• Mobile+cloud can:
- replace simple-to-medium tasks- coexist with complex tasks run on desktop software
• Other advantages:
- anywhere/anytime portability- excellent collaboration and sharing- non-existent installation or maintenance burden
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Acknowledgments
http://molmatinf.comhttp://molsync.comhttp://cheminf20.org
@aclarkxyz
• Antony Williams
• Sean Ekins
• Joel Freundlich
• NETTAB / Bioinformatics Italian Society
• InfoChem, Eidogen-Sertanty
• Inquiries to [email protected]
http://molmatinf.com/venice.html