nf-rnaSeqMetagen
nf-rnaSeqMetagen performs taxonomic identification and classification of microbial (non-host) reads from high-throughput RNA sequencing (RNA-seq) data to detect exogenous microorganisms within host-derived samples.
Key Features:
- Nextflow Integration: Uses Nextflow for workflow management and process orchestration, handling dataflow between processes.
- Singularity Containerization: Packages all applications in Singularity containers to enable parallel execution, portability, and reproducibility.
- Host Read Filtering: Filters out reads belonging to the host organism to retain exogenous microbial sequences.
- Taxonomic Classification: Classifies non-host reads using kraken2 with a database constructed from bacterial, archaeal, and viral genomes.
Scientific Applications:
- Systemic sclerosis (SSc) skin microbiome analysis: Applied to RNA-seq from SSc patient skin samples to identify potential pathogens, detecting bacterial genera including Arthrobacter, Bacillus, Brachybacterium, Dietzia, and Pseudarthrobacter.
- General RNA-seq metagenomics: Adapted for broader metagenomics studies to detect microbial associations in host-derived RNA-seq datasets.
Methodology:
Implemented in Nextflow with Singularity containers, the pipeline performs host read filtering on RNA-seq data and applies kraken2 taxonomic classification using a database of bacterial, archaeal, and viral genomes.
Topics
Details
- License:
- MIT
- Maturity:
- Mature
- Cost:
- Free of charge
- Tool Type:
- command-line tool, workflow
- Operating Systems:
- Linux, Mac
- Programming Languages:
- Bash
- Added:
- 8/24/2021
- Last Updated:
- 8/25/2021
Operations
Publications
Mpangase PT, Frost J, Ramsay M, Hazelhurst S. nf-rnaSeqMetagen: A nextflow metagenomics pipeline for identifying and characterizing microbial sequences from RNA-seq data. Medicine in Microecology. 2020;4:100011. doi:10.1016/j.medmic.2020.100011.