miRSystem
miRSystem integrates multiple miRNA target prediction algorithms and pathway databases to identify miRNA target genes and perform pathway enrichment analysis for characterization of miRNA-regulated biological processes.
Key Features:
- Integration of Multiple Algorithms: Incorporates seven miRNA target gene prediction programs—DIANA, miRanda, miRBridge, PicTar, PITA, rna22, and TargetScan—and cross-validates predictions across them to enhance reliability.
- Annotation Conversion: Converts queried miRNA IDs to their latest annotated versions to address inconsistencies from frequent miRNA nomenclature updates.
- Consistency-Based Prediction: Evaluates consistency across independent algorithms and applies observed/expected ratio analysis to identify potential gene targets of miRNAs.
- Pathway Enrichment Analysis: Uses five pathway databases and bootstrap approaches to identify significantly enriched pathways associated with predicted target genes.
Scientific Applications:
- Target Prediction and Functional Characterization: Predicts miRNA targets and associated pathways to support interpretation of miRNA-mediated regulation of biological functions and mechanisms.
- Pathway Analysis: Identifies enriched pathways linked to miRNA targets to provide insights into disease mechanisms or potential therapeutic targets.
- Cross-Study Comparisons: Standardizes miRNA nomenclature and integrates multiple prediction algorithms to enable comparative analyses across datasets or research groups.
Methodology:
Converts queried miRNAs to the latest annotated versions.
Integrates predictions from DIANA, miRanda, miRBridge, PicTar, PITA, rna22, and TargetScan and assesses consistency using observed/expected ratios.
Performs pathway enrichment using five pathway databases with bootstrap methods to identify significant pathways.
Topics
Details
- Tool Type:
- command-line tool
- Operating Systems:
- Linux, Windows, Mac
- Added:
- 12/18/2017
- Last Updated:
- 11/25/2024
Operations
Publications
Lu T, Lee C, Tsai M, Chiu Y, Hsiao CK, Lai L, Chuang EY. miRSystem: An Integrated System for Characterizing Enriched Functions and Pathways of MicroRNA Targets. PLoS ONE. 2012;7(8):e42390. doi:10.1371/journal.pone.0042390. PMID:22870325. PMCID:PMC3411648.