MUFFIN

MUFFIN integrates short- and long-read sequencing to reconstruct high-quality metagenome-assembled genomes (MAGs) and profile the taxonomic and functional potential of microbial communities.


Key Features:

  • Hybrid short- and long-read integration: Integrates short- and long-read sequencing data to improve metagenome assembly and reduce MAG fragmentation.
  • Genome reconstruction: Performs hybrid assembly to produce high-quality metagenome-assembled genomes (MAGs).
  • Differential coverage binning: Implements differential coverage binning to separate genomes within metagenomic samples.
  • Taxonomic classification: Assigns taxonomy to assembled bins.
  • KEGG pathway analysis: Predicts functional potential of bins using KEGG pathway annotations.
  • RNA-Seq integration: Incorporates RNA-Seq data for transcript quantification and de novo transcript annotation across metagenomic samples.
  • Workflow orchestration: Orchestrated with Nextflow to ensure reproducible execution of computational steps.
  • Output generation: Produces files required for microbial community analysis and functional assessment.

Scientific Applications:

  • Metagenome-assembled genome recovery: Reconstruction of high-quality MAGs from metagenomic datasets using hybrid sequencing.
  • Genome bin separation and annotation: Separation and annotation of individual genomes within complex metagenomic samples via differential coverage binning.
  • Taxonomic profiling: Determination of microbial community composition through taxonomic classification of bins.
  • Functional potential inference: KEGG-based pathway prediction to assess metabolic capabilities of community members.
  • Transcriptomic analysis within metagenomes: Quantification and de novo annotation of transcripts from RNA-Seq integrated with metagenomic assemblies.
  • Environmental application example: Applied to twenty biogas reactor samples for community and functional assessment.

Methodology:

Nextflow orchestrates a workflow that integrates short- and long-read sequencing for hybrid assembly and genome reconstruction, applies differential coverage binning, performs taxonomic classification and KEGG pathway analysis, and optionally incorporates RNA-Seq for transcript quantification and de novo annotation, producing files for microbial community and functional analysis.

Topics

Details

License:
GPL-3.0
Tool Type:
command-line tool
Programming Languages:
Python
Added:
1/18/2021
Last Updated:
3/2/2021

Operations

Publications

Van Damme R, Hölzer M, Viehweger A, Müller B, Bongcam-Rudloff E, Brandt C. Metagenomics workflow for hybrid assembly, differential coverage binning, transcriptomics and pathway analysis (MUFFIN). Unknown Journal. 2020. doi:10.1101/2020.02.08.939843.