Management Summary
To support the planning and analysis of clinical trials, HMS designed a three-tier R environment for development, testing, and production. The test and production environments were validated in accordance with GxP requirements. Defined deployment and change processes enable the controlled deployment of new R packages.
Project summary
medac Gesellschaft für klinische Spezialpräparate mbH
Industry: Pharmaceuticals and Clinical Research
Project Start: 07/2020
Focus: Migration & Modernization
Use Case: Architecture & Technology Renewal
Project Goal
Establish R as an additional programming language under GxP requirements
Overview of the key project aspects:
- Three-tier system environment for development, testing, and production
- Documented deployment and change processes for R packages
- Local package repository with defined file snapshots
Tech Stack
The Starting Point
For pharmaceutical companies, the R programming language is becoming increasingly important in the planning and analysis of clinical trials. The wide range of modern statistical methods available and the large, active community that is constantly developing and publishing new methods make R attractive from both a technological and a professional standpoint.
However, when it comes to the qualification and validation of applications required in the GxP environment, the hurdles are significantly higher compared to standard software. While standard software comes with corresponding IQ/OQ procedures for Installation Qualification and Operational Qualification, numerous dependencies must be taken into account when using R to successfully run the included unit tests. These include the operating system as well as other R packages and their versions. In addition, it was necessary to ensure that the stringent regulatory safety requirements are met in day-to-day operations.
The HMS Solution
Three Environments for the Controlled Use of R
HMS designed a three-tier R environment consisting of a development environment as well as validated test and production environments. Defined deployment processes and access permissions form the basis for validated operation in a GxP environment.
Our Strengths, Your Benefits
R Expertise for Regulated Environments
In this project, HMS combined statistical programming with system architecture and requirements from the GxP environment. The solution approach treats development, validation, controlled changes, and subsequent operation as a single, integrated process.

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