ilya kupershmidt speaks at the molecular medicine tri-conference
TRANSCRIPT
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Ilya Kupershmidt
Cofounder, VP Products
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Public Data- Thousands of studies and quickly growing
- GEO, Array Express (AE), caBIG, dbGAP, etc.
The Data Problem
Internal Data- Thousands of datasets across silos
- Data sitting on user’s desktops across the company
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Instant access to all data- Seamlessly interrogate studies across therapeutic areas, projects, groups
- Connect results across data types and organisms
- Automatically update your previous findings based on new data
Query data in real time- What experiments have been done that are similar to my own experiment?
- Which compounds (approved/proprietary) inhibit my pathway of interest?
- What tissues/organs will be affected by my drug in animal models or in human?
- Check whether experiment you are planning has already been done
Ideal Scenario
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Many Data Sources
- Disconnected repositories
- Non-standardized annotations
Data Is Heterogeneous
- Diverse organisms and platforms
- Orthogonal data types
Requires Scalable Systems
- Large quantities of data can’t be analyzed in real time
- Need to pre-compute important associations
- Number of pre-computations increases in N2 fashion
Why connecting data is complex
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Data Pre-Processing
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Total Pre-computed Scores: > 15 Billion
Data Correlation And Meta Analysis
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NextBio Framework
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NextBio Enterprise
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Data Integration & Access
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Case Study
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Einstein discovered relativity theory without running a single new experiment!
In many cases most relevant experiments have already been done…
Leveraging Existing Data
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Jane Su
Suman Sundaresh
Anoop Grewal
Satnam Alag
James Flynn
NextBio Team
Special Thanks
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Thank You