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.

Documentation

Links