Related Experiment Video
Updated: Nov 10, 2025

06:19
Constructing and Visualizing Models using Mime-based Machine-learning Framework
Published on: July 22, 2025
1.5K
MMRFBiolinks: an R-package for integrating and analyzing MMRF-CoMMpass data
Marzia Settino1, Mario Cannataro1
1Data Analytics Research Center, Department of Medical and Surgical Sciences, University "Magna Graecia" of Catanzaro, Catanzaro, Italy.
Briefings in Bioinformatics
|April 6, 2021
Summary
A new R package, MMRFBiolinks, facilitates the analysis of multiple myeloma (MM) genomic data from MMRF and NCI-GDC. This tool aids in understanding MM mechanisms and drug responses through integrated data analysis and visualization.
Area of Science:
- Bioinformatics
- Genomics
- Cancer Research
Background:
- Multiple myeloma (MM) is a significant hematological cancer requiring advanced bioinformatic tools for mechanistic and drug response studies.
- Publicly available genomic data from sources like MMRF and NCI-GDC offers valuable insights into MM.
Purpose of the Study:
- To introduce MMRFBiolinks, an R package designed for the integrative analysis of multiple myeloma genomic datasets.
- To provide enhanced functionalities for data retrieval, analysis, and visualization beyond existing platforms.
Main Methods:
- Development of the MMRFBiolinks R package, extending TCGABiolinks with 13 new functions.
- Integration of data from the Multiple Myeloma Research Foundation (MMRF) CoMMpass study and the National Cancer Institute Genomic Data Commons (NCI-GDC).
- Implementation of integrative analysis methods including array-array intensity correlation and Kaplan-Meier survival analysis.
Main Results:
- MMRFBiolinks enables comprehensive analysis workflows for MMRF data, including gene survival analysis and best overall response correlation.
- The package successfully overcomes limitations of existing analysis tools at NCI-GDC and MMRF-RG.
- Two case studies demonstrate the utility in identifying survival-related genes and analyzing treatment response correlations.
Conclusions:
- MMRFBiolinks significantly facilitates the retrieval, downloading, and analysis of multiple myeloma genomic data.
- The package enhances the understanding of multiple myeloma onset mechanisms and drug responses.
- It provides a more accessible and comprehensive platform for researchers working with MMRF genomic data.

