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Leveraging R and Shiny for Point and Click ADaM Analysis
Ian Fleming and Fred Hofstetter NJ CDISC User Group January 2015
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Agenda Lifecycle of a TFL The Promise of Standards
Overview of the Tool ADaM Viewer Demonstration Q&A
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Lifecycle of a TFL
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How does Pharma get here?
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How do we get to a TFL? Protocol/Analysis Plan Data Collection
Protocol – Design and Endpoints Analysis Plan – Details about the analysis Data Collection Case Report Forms Collection of Data at sites in data capture systems SDTM/ADaM SDTM: Collection of raw data in data sets ADaM: Creation of analysis data in data sets TFL Programmed Tables, figures, and listings Included in study report or Integrated Summary
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Extensive Process Transitions from one form to another require significant effort Significant amount of single use programs Use of “Validated Systems” Typically SAS Macro based infrastructure Company specific infrastructure
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The Promise of Standards
CDISC formed in 1997 “to develop and support global, platform-independent data standards that enable information system interoperability to improve medical research and related areas of healthcare.”
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Jetpacks
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Fundamental Question Why hasn’t standards adoption brought the levels of efficiency that we were expecting Tools? The standards? The Industry? How do we explore the cause?
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Rapid Prototyping Originated in manufacturing
Facilitates real world testing of solutions Development occurs through iteration De-facto standard methodology for web development
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Rapid Prototyping Design Prototype Test Collect Feedback Improve
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The ADaM Viewer
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Motivations Proof of Concept for Rapid Prototyping methodology
The ability to build standard tools off of ADaM data The feasibility of R and Shiny for this type of work
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Brainstorming Requirements
Ability to read in ADaM submission transport files Ability to produce minimal set of standard summaries Point and click interface – no end user programming required No install needed FREE!
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CDISC Tools Lots of tools for some standards
CDASH (EDC systems, standard CRFs, etc.) ODM (in/out from different data collection systems) SDTM (validation, data visualization tools)
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ADaM
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Technology Options SAS? Java? R? Need license(s)
No quick/easy point and click without other tools Extensive knowledge of SAS stack needed Java? Lot of coding Steep skill set R?
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R Early History – 1990 Ross Ihaka and Robert Gentleman
Department of Statistics at the University of Auckland Open source statistical analysis software based on S programming language Package based Functional specific extensions
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R: Early History If you want to know more…
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Shiny Web application framework for R Package installed in R
Interactive data analysis with real time code execution based on user input Web technology without having to know web technology Minimal Infrastructure requirements
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Fully functional prototype
3 weeks later… Prototyping complete Fully functional prototype Ability to read in ADaM submission transport files Ability to produce standard types of summaries Point and click interface No install needed
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Demonstration
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Results Rapid Prototyping Standard tool for ADaM Analysis
3 weeks from concept to full prototype 2 resources working in their spare time Standard tool for ADaM Analysis Consistently create results across any ADaM data R and Shiny Very easy to create and deploy
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Additional Benefits Ability for non-technical people to look at analyses Removing roadblocks to data Ad-hoc confirmation of current analyses Easily extendable Easily accessible Low/No cost
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Summary Rapid prototyping is a valuable tool
Next step: incorporate into our development process and interactions with users R provides tools and packages for quick and powerful application development Next step: how can we leverage this on a larger scale? Able to produce easy point and click analysis for ADaM Next step: Options for a universally available solution?
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Questions
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