DIANA-mAP
DIANA-mAP processes microRNA (miRNA) Next-Generation Sequencing (NGS) small RNA-Seq (sRNA-Seq) data to perform preprocessing, quantification, and differential expression analysis.
Key Features:
- Automated Workflow: Provides an end-to-end automated workflow from raw sRNA-Seq libraries to miRNA quantification and differential expression results.
- Pre-processing and Quality Control: Performs early-stage pre-processing and quality control of raw sRNA-Seq reads, including adapter handling and filtering.
- Quantification: Generates miRNA expression quantification from processed sRNA-Seq data.
- Differential Expression Analysis: Identifies significant miRNA expression changes across conditions using integrated differential expression analysis.
- Modularity and Customization: Employs a modular design that enables configurable selection of analysis steps and parameters.
- Parallelizability: Supports parallel processing to accelerate large-scale analyses.
- High-Quality Outputs: Produces comprehensive expression results, detailed reports, and informative graphs for downstream analysis.
- Superior Adapter Handling: Implements pre-processing approaches that can effectively handle adapter sequences without prior knowledge of their identity.
Scientific Applications:
- miRNA expression profiling: Enables high-throughput quantification of miRNA expression profiles from sRNA-Seq datasets.
- Differential expression studies: Facilitates identification of differentially expressed miRNAs across conditions or treatments.
- Regulatory role research: Supports investigation of miRNA involvement in post-transcriptional regulation and gene expression networks.
- Disease mechanism and therapeutic target exploration: Provides expression data to explore miRNA associations with pathological conditions and potential therapeutic targets.
Methodology:
Pre-processing of raw sRNA-Seq reads with quality control and adapter handling, followed by miRNA quantification and differential expression analysis using integrated algorithms; the pipeline supports modular configuration and parallel execution.
Topics
Details
- License:
- MIT
- Tool Type:
- workflow
- Programming Languages:
- R
- Added:
- 3/19/2021
- Last Updated:
- 3/31/2021
Operations
Publications
Alexiou A, Zisis D, Kavakiotis I, Miliotis M, Koussounadis A, Karagkouni D, Hatzigeorgiou AG. DIANA-mAP: Analyzing miRNA from Raw NGS Data to Quantification. Genes. 2020;12(1):46. doi:10.3390/genes12010046. PMID:33396959. PMCID:PMC7823405.
Links
Issue tracker
https://github.com/athalexiou/DIANA-mAP/issues