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SpidermiR: An R/Bioconductor Package for Integrative Analysis with miRNA Data
Claudia Cava1, Antonio Colaprico2,3, Gloria Bertoli4
1Institute of Molecular Bioimaging and Physiology National Research Council (IBFM-CNR), Segrate (Mi) 20090, Italy. claudia.cava@ibfm.cnr.it.
International Journal of Molecular Sciences
|January 31, 2017
Summary
SpidermiR is a new R/Bioconductor package for analyzing gene regulatory networks (GRNs) and microRNAs (miRNAs). It integrates these with cancer gene expression data, enabling researchers to explore complex biological interactions.
Area of Science:
- Bioinformatics
- Computational Biology
- Genomics
Background:
- Gene Regulatory Networks (GRNs) orchestrate essential biological processes, but the mechanisms shaping their coordination remain unclear.
- MicroRNAs (miRNAs) play a crucial role in regulating gene expression within these networks.
- Understanding GRN-miRNA interactions is vital for deciphering complex biological systems and disease mechanisms.
Purpose of the Study:
- To develop an integrated R/Bioconductor package, SpidermiR, for accessible analysis of GRNs and miRNAs.
- To facilitate the integration of GRNs, miRNAs, and gene expression data from The Cancer Genome Atlas (TCGA).
- To provide tools for identifying miRNA-gene and miRNA-protein interactions and community structures within GRNs.
Main Methods:
- Development of the SpidermiR R/Bioconductor package.
- Integration of data from validated and predicted GRN and miRNA repositories.
- Incorporation of differentially expressed genes from TCGA.
- Implementation of functions for querying, integrating, analyzing, and visualizing network data.
- Local processing of integrated datasets through a unified interface.
Main Results:
- SpidermiR provides seamless access to GRN and miRNA data.
- The package enables the integration of miRNAs with GRNs to reveal complex interaction patterns (miRNA-gene-gene, miRNA-protein-protein).
- SpidermiR facilitates the identification of miRNA-gene communities within GRNs.
- Graphical visualization tools are provided for analysis results.
- All analyses are performed locally via a single interface without requiring external downloads.
Conclusions:
- SpidermiR offers a user-friendly platform for comprehensive analysis of GRNs and miRNA regulatory mechanisms.
- The package simplifies the integration and exploration of multi-omics data for cancer research.
- SpidermiR empowers researchers to uncover novel insights into gene regulation and identify potential therapeutic targets.
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