MMRFBiolinks
MMRFBiolinks enables integrative analysis of Multiple Myeloma genomic datasets by accessing MMRF CoMMpass and NCI-GDC data to support genomic, survival, and treatment-response analyses.
Key Features:
- Data integration: Accesses datasets from the MMRF Researcher Gateway (CoMMpass) and the NCI-GDC Data Portal for multiple myeloma genomic analyses.
- TCGABiolink extension: Implements 13 additional functions extending TCGABiolink, comprising six functions for MMRF-RG data and seven functions for NCI-GDC data.
- Array-array intensity correlation: Supports array-array intensity correlation analyses for comparative genomic intensity assessment.
- Survival analysis: Performs Kaplan-Meier survival analysis and generates Kaplan-Meier survival curves.
- Treatment-response visualization: Produces response-to-treatment plots and Best Overall (BO) response correlation plots incorporating treatments, time, duration, and annotated genetic variants.
- Integrative genomic analysis: Facilitates integrative analyses to identify genes associated with survival outcomes stratified by treatment regimens.
Scientific Applications:
- Mechanistic investigation of multiple myeloma: Integrates CoMMpass and NCI-GDC genomic data to study genetic contributors to disease onset and progression.
- Survival biomarker discovery: Identifies genes associated with patient survival and treatment-specific outcomes using Kaplan-Meier analysis.
- Treatment-response assessment: Analyzes Best Overall (BO) response and correlates response metrics with treatments, timing, duration, and annotated genetic variants.
Methodology:
Implements array-array intensity correlation and Kaplan-Meier survival analysis as explicit computational methods.
Topics
Details
- Tool Type:
- library
- Programming Languages:
- R
- Added:
- 10/10/2021
- Last Updated:
- 10/10/2021
Operations
Data Inputs & Outputs
Data retrieval
Inputs
Outputs
Publications
Settino M, Cannataro M. MMRFBiolinks: an R-package for integrating and analyzing MMRF-CoMMpass data. Briefings in Bioinformatics. 2021;22(5). doi:10.1093/bib/bbab050. PMID:33821961.
DOI: 10.1093/BIB/BBAB050
PMID: 33821961
Links
Issue tracker
https://github.com/marziasettino/MMRFBiolinks/issues