bioRxivMicrobiology
Gene networks provide a high-resolution view of bacteriophage ecology
Abstract
Bacteriophages are the most abundant and diverse biological entities on the planet, and new phage genomes are being discovered at a rapid pace from metagenomes. As more novel, uncultured phage genomes are published, new tools are needed for placing these genomes in an ecological and evolutionary context. Phages are difficult to study with phylogenetic methods, because they exchange genes regularly, and no single gene is conserved across all phages. Instead, genome-level networks have been used to group similar viruses into clusters for taxonomy. Here, we show that gene-level networks provide a high-resolution view of phage genetic diversity and offer a novel perspective on virus ecology. To that end, we developed a method that identifies informative associations between a phages annotated host and clusters of genes in the network. Given these associations, we were able to predict a phages host with 86% accuracy at the genus level, while also identifying genes that underlie these virus-host interactions. This approach, thus, provides one of the most accurate means of host prediction while also pointing to directions for future empirical work.
- organism: bacteria (other)
- assay: metagenomics
- research focus: host-pathogen & immune response
- approach: deep learning
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
- Ecological ubiquity and phylogeny drive nestedness in phages-bacteria networks and shape the bacterial defensome
Chloé Feltin, Sylvain Piry, … Clara Torres Barceló·PLoS PathogensPeer-reviewed·Dec 30, 2025
- Predicting phage-bacteria interactions at the strain level from genomes
B. Gaborieau, H. Vaysset, … A. Bernheim·bioRxiv·Nov 22, 2023
- Dynamics of infection in a novel group of promiscuous phages and hosts of multiple bacterial genera retrieved from river communities
D. Cazares, A. Cazares, … P. Vinuesa·bioRxiv·Aug 7, 2020
- Massive expansion of human gut bacteriophage diversity
L. F. Camarillo-Guerrero, A. Almeida, … T. D. Lawley·bioRxiv·Sep 3, 2020
- Divergence in bacterial ecology is reflected by difference in population genetic structure, phage-predator load and host range
K. Cahier, D. Piel, … F. Le Roux·bioRxiv·Sep 6, 2022
- Phylogeny-agnostic strain-level prediction of phage-host interactions from genomes
Avery J. C. Noonan, Lucas Morinière, … Adam P. Arkin·bioRxiv·Nov 15, 2025