Related Experiment Video
Updated: May 18, 2026

05:35
An Integrated Workflow of Identification and Quantification on FDR Control-Based Untargeted Metabolome
Published on: September 20, 2022
Facilitating pharmacometric workflow with the metrumrg package for R
Timothy T Bergsma1, William Knebel, Jeannine Fisher
1Metrum Institute, Tariffville, CT, USA. timb@metrumrg.com
Computer Methods and Programs in Biomedicine
|October 3, 2012
Summary
The metrumrg R package streamlines pharmacometric workflows, integrating data preparation, modeling, and reporting. It enhances traceability through text-based formats and offers an R interface for NONMEM modeling.
Area of Science:
- Pharmacometrics
- Computational Biology
- Data Science
Background:
- Pharmacometric analyses often involve complex, multi-step workflows.
- Integrating various software tools can be challenging and time-consuming.
- Traceability and reproducibility are critical in scientific research.
Purpose of the Study:
- To introduce metrumrg, an R package designed to streamline pharmacometric workflows.
- To provide a unified environment for data preparation, modeling, simulation, diagnostics, and reporting.
- To enhance the integration of R with established pharmacometric software like NONMEM.
Main Methods:
- Development of the metrumrg R package.
- Implementation of an R interface for NONMEM modeling software.
- Support for running NONMEM in a distributed computing environment.
- Emphasis on text-based formats for analysis and reporting.
Main Results:
- metrumrg facilitates a start-to-finish analysis workflow within a single scripting language (R).
- The package integrates existing pharmacometric tools and provides novel solutions.
- Enhanced traceability of results is achieved through text-based formats.
- Efficient execution of NONMEM, including in distributed environments, is supported.
Conclusions:
- metrumrg offers a comprehensive solution for improving pharmacometric workflow efficiency and reproducibility.
- The package empowers researchers to conduct analyses from data preparation to reporting within R.
- Integration with NONMEM and emphasis on traceability make metrumrg a valuable tool for the pharmacometrics community.
Related Concept Videos
Introduction to R
R is a powerful software environment for statistical computing and graphics. Originating as an implementation of the S language, developed at Bell Laboratories, R has evolved into a robust, open-source statistical software favored by statisticians and data scientists worldwide. Its comprehensive suite includes data manipulation, calculation, and graphical display capabilities, making it versatile for data analysis and visualization. Its programming language is at the core of R's functionality,...
Measurement of Bioavailability: Pharmacodynamic Methods
Pharmacodynamic methods provide insights into a drug's effects on physiological processes over time and play a crucial role in understanding bioavailability and therapeutic efficacy. These methods can be broadly classified into acute pharmacological and therapeutic response approaches, each with distinct mechanisms and applications.The acute pharmacological response method directly correlates a drug's physiological effects, such as ECG or pupil diameter changes, to its time course in the body.
Analysis of Population Pharmacokinetic Data
Analysis of population pharmacokinetic data involves studying the behavior of drugs within diverse populations to understand their pharmacokinetic parameters. Traditional pharmacokinetic methods typically involve collecting samples from a few individuals and estimating these parameters. While these methods are commonly used, they have limitations in capturing the variability in drug response among individuals or heterogeneous populations. Population pharmacokinetics is employed to address these...
Measurement of Bioavailability: Pharmacokinetic Methods
Pharmacokinetics is a vital branch of pharmacology that examines how drugs are absorbed, distributed, metabolized, and excreted by the body. Two key methodologies in pharmacokinetics are plasma drug concentration studies and urinary drug excretion analyses, both of which provide critical insights into a drug's therapeutic efficacy and bioavailability.Plasma Drug Concentration-Time StudiesPlasma drug concentration-time studies involve analyzing blood samples at specific intervals to quantify...

