miRetrieve
miRetrieve performs text mining of microRNA (miRNA) literature to extract, summarize, and compare miRNA–disease associations across biological contexts.
Key Features:
- R package implementation: Provided as an R package for computational access to its text-mining functionality.
- Literature text mining: Applies text-mining techniques to miRNA-related publications.
- Systematic extraction: Systematically extracts relevant information from a large corpus of publications.
- Data aggregation: Aggregates information from a vast array of publications into a consolidated dataset.
- Structured organization: Organizes extracted data to highlight connections between miRNAs and diseases.
- miRNA characterization and comparison: Enables characterization and comparison of miRNAs within specific disease contexts and across multiple areas.
- Cross-disease function identification: Identifies potential cross-disease functions of specific miRNAs.
- Hypothesis facilitation: Facilitates hypothesis generation based on organized literature-derived evidence.
- Demonstrated applicability: Applicability shown via an exemplary case study.
Scientific Applications:
- miRNA–disease association mapping: Map and summarize reported associations between miRNAs and diseases from the literature.
- Comparative analysis: Compare miRNA roles and reported findings across different disease fields.
- Cross-disease function discovery: Identify miRNAs with potential functions shared across multiple diseases.
- Hypothesis generation and prioritization: Inform and prioritize experimental hypotheses and study focus based on literature evidence.
Methodology:
Text mining of miRNA-related literature with systematic extraction and aggregation of relevant information from publications, implemented as an R package.
Topics
Details
- License:
- GPL-3.0
- Cost:
- Free of charge
- Tool Type:
- library, web application
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- R
- Added:
- 6/15/2022
- Last Updated:
- 6/15/2022
Operations
Publications
Friedrich J, Hammes H, Krenning G. miRetrieve—an R package and web application for miRNA text mining. NAR Genomics and Bioinformatics. 2021;3(4). doi:10.1093/nargab/lqab117. PMID:34988440. PMCID:PMC8696973.