Bioinformatics AdvancesBioinformaticsPeer-reviewed journal article
PopMAG: A Nextflow pipeline for population genetics analysis based on Metagenome-Assembled Genomes
Abstract
Metagenome-assembled genomes (MAGs) are routinely recovered from metagenomic studies, yet the population genetic information embedded within these datasets remains largely underutilized. Analyzing within-species genetic variation can reveal adaptive evolution, selection pressures, and ecological dynamics that are hidden when MAGs are treated as homogeneous entities. Existing tools address individual analysis steps in isolation, requiring manual integration and creating barriers for researchers without extensive bioinformatics expertise. Here we present PopMAG, a Nextflow pipeline and interactive Shiny application that automates population genetics analysis of MAGs. PopMAG integrates quality control, community profiling, competitive read mapping, functional annotation, and microdiversity estimation into a single reproducible workflow. The pipeline calculates key population genetics metrics including nucleotide diversity ({pi}), pN/pS ratios, fixation index (FST), Levins index and SNVs counts with results consolidated into an interactive visualization platform for metadata-driven exploration. We demonstrate PopMAGs utility through analysis of longitudinal cystic fibrosis lung metagenomes, where we detect signatures of antibiotic-driven selection in Pseudomonas aeruginosa efflux pump genes coinciding with treatment intervention. Availability and implementationPopMAG and corresponding documentation are publicly available at https://github.com/daasabogalro/PopMAG.
- Citations
- 0
- FWCI
- 0.00
- Field percentile
- 32th percentile
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- MAGpy: a reproducible pipeline for the downstream analysis of metagenome-assembled genomes (MAGs)
Robert D Stewart, Marc D. Auffret, … Mick Watson·BioinformaticsPeer-reviewed·Nov 10, 2018
- nf-core/mag: a best-practice pipeline for metagenome hybrid assembly and binning
Sabrina Krakau, Daniel Straub, … Sven Nahnsen·NAR Genomics and BioinformaticsPeer-reviewed·Jan 13, 2022
- MAGinator enables strain-level quantification of de novo MAGs
Trine Zachariasen, Jakob Russel, … Jonathan Thorsen·bioRxiv·Aug 28, 2023
- PopGenPlayground: a population genomics analysis pipeline
Walter Wolfsberger, Khrystyna Shchubelka, … Tarás K. Oleksyk·bioRxiv·Feb 27, 2024
- MetaPGN: a pipeline for construction and graphical visualization of annotated pangenome networks
Ye Peng, Shanmei Tang, … Junhua Li·GigaSciencePeer-reviewed·Oct 2, 2018
- metaVaR: introducing metavariant species models for reference-free metagenomic-based population genomics
Romuald Laso‐Jadart, Christophe Ambroise, … Mohammed‐Amin Madoui·PLoS ONEPeer-reviewed·Dec 30, 2020