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D. Pharmaverse: Regulatory Submission Process Flow


 R Package

 

Metadata


Raw to SDTMs


To ADaMs 

To Tables, Lists and Graphs 
 

R Scripts

(Tidyverse, DPLYR, etc.)

 N/A R Scripts  R Scripts 

R Scripts: Statistical Analysis

Tables & Lists, Graphs 

R Markdown

R Shiny

 

Pharmaverse

Blog

Metacore 

[ExamplesStructureFunctions]

Metatools

OAK [PresentationGithub]

SDTMChecks

[Example, FunctionsVideo 1, Video 2Github]

ADMIRAL 

[VideoStepsGithub]

rTables [TLGs

Tpylr


   

       

              

The pharmaceutical industy has quickly adapted to embrace R!  The Pharmaverse concept is created as a collaboration amoung top pharma and industy organizatins for open-source solutions.  Organizations now have the option to continue programming in R using common packages or use the packages from Pharmaverse to get a jump start.  Up to 50% of Pharmaverse is built using Tidyverse.  This page is designed to help guide you using Pharmaverse packages.

Pharmaverse has R packages that work as modules to help in the CDISC submission process.  Organizations can plan to understand and start to incoporate R packages as needed to grow.  See new to clinical data and new to CDISC to learn about the basics.  Note that the SDTMs and ADaMs pages within R-Guru utilize base R and other non-Pharmaverse packages.