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- An update from PHUSE Data Visualization Project
Interactive Analysis for Decision Making & Submissions
Co-leads of PHUSE project team: Xiangyun (Sharon) Wang, Zachary SkrivanekCo-leads of internal Lilly FDA pilot group: Mary Nilsson, Zachary SkrivanekCo-leads of internal Genentech FDA pilot group: Doug Kelkhoff, Xiangyun Wang
Outline
• Background and Goals of Working Group• Approaches Considered• POC & Pilot• Next Steps
2
BACKGROUND AND GOALS OF PROJECT TEAM
Interactive Data Visualizations for Decision Making in Submissions
Drug Submission Process
“Reliance On ‘Digitized Paper’ Is Slowing Drug Development” – Janet Woodcock, director of CDER
Interactive Analysis A Paradigm Shift
Potential Application Areas: DSUR*, PMP*, DSR*, CSR* =ongoing
Sponsors • Leverage agility of
interactive analysis approach for quick insights and guided analysis
• Streamline process from exploratory to decision-making and filing
Efficiency
<
Speed
<
Agility
FDA• Perform effective review of
the submitted data and analysis
• Conduct additional exploratory analysis as needed
Effective interactions, fast drug approval, more and better drugs to patients
<
Interactive Analysis POC Proposal
Goal Explore the feasibility and benefits of interactive analysis approach for regulatory deliverable
What
Sponsor (Pharma company):• Develops an interactive analysis for a submission task such as a Pre-Meeting
Package, an eSub filing package• For the purpose of pilot, the interactive package is provided in addition to the
traditional package using SAS
FDA reviewers :• Accesses the interactive analysis tool via web browser
APPROACHES CONSIDEREDInteractive Data Visualizations for Decision Making in Submissions
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Our Proposal: Interactive Analysis Roadmap
8
Current Status Transformation Stage Future Status
eSub with static data displays
eSub with embedded
interactive data displays
eSub+
shared interactive tools as reviewing
aid
eSub for core results
+ shared interactive
tools
Real time review enabled by
shared interactive tools
Pilot 1 Pilot 2
PhUSE Data Visualization Working Group
Pilot 3
Best Practice for Interactive Analyses in Submission
Our delivery: A white paper to share with the industry including• Scope of use • Validation • Traceability and Reproducibility • Methods to share the interactive analyses with the FDA• Learning from the pilots: FDA requirements, process on how• Misc.
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Approaches considered1. Give FDA access to webserver (e.g. for Spotfire, R Shiny, etc..)2. FDA hosts platform (e.g. for Spotfire, R Shiny, etc..)3. 3rd party server (e.g. for Spotfire, R Shiny, etc..)4. Submit containerized app and FDA hosts on virtual machine5. Submit an app and the FDA installs it and runs in internally6. Stand-alone HTML interactive display as part of submission
package
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POC & PILOT I:ESUB WITH EMBEDDED INTERACTIVE DATA DISPLAYS (ELI LILLY)
Interactive Data Visualizations for Decision Making in Submissions
3/13/2011
Co-leads of internal Lilly FDA pilot group: Mary Nilsson, Zachary Skrivanek
• eCTD submission• Methods• Contents– Cover letter– Fake CSR– Fake volcano plot– Fake animation
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Proof of Concept
• eCTD submission• Contents– Cover letter– Summary of Safety– Volcano Plot– Two 29 page tables
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FDA Pilot
• 78 page table
Pilot
POC & PILOT II: DOCKER POC WITH R SHINY BASED INTERACTIVE TOOL (GENENTECH)
Interactive Data Visualizations for Decision Making in Submissions
3/13/2015
Genentech internal working team:Nilesh Narayan (Regulatory), Doug Kelkhoff (Programming), Xiangyun Wang (Programming)
• eCTD submission• M5 structure• Contents– Cover letter– Docker script file– R Shiny demo app– Reviewers’ guide
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Proof of Concept
• Missing Reviewersguide.pdf• Encountered a roadblock due to FDA security concern during
the initial POC when installing R package library in a local driveèA second iteration is in progress by
• Redesign to install R package library within the container to avoid security issue • Restructure to improve workflow for shared package library among multiple interfaces
including analytical and visualization portals
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PoC Feedback from FDA
• eCTD consideration – Submit R packages using “.r” file extension vs. “.R” per R coding best
practice, unless the eCTD can be relaxed to allow uppercase letters.
• Early collaboration with FDA staff is critical – How to design the submission package with ease of use in mind for
reviewers?
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Learning from PoC Project
NEXT STEPSInteractive Data Visualizations for Decision Making in Submissions
Future Pilots20
• Genentech will conduct a real submission pilot via Docker containerization in 2020 assuming that the technical POC works well from FDA side
• Lilly will pilot more regulatory interactions with the inclusion of interactive displays to enhance information sharing
Call for industry participations
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Acknowledgement22
PHUSE Best Practice for Interactive Analysis Project Team:Industry: Raj kiran Boddu (Takeda)Phil Bowsher (Rstudio)Karl Brand (Bayer)Maria Dalton (GSK)Josephine Fong (Genentech) Eric S. Herbel (I-Review)Doug Kelkhoff, (Genentech)Mary E Nilsson (Eli Lilly)Catherine Xia (Gilead)James Kim (Pfizer)
FDA: Paul SchuetteAlan Shapiro