Mathematical Modelling of Bacterial DNA Inversion Dynamics Uncovers an Organized Multi-Locus Response to Phage Predation in Bacteroides fragilis
Abstract
Phase variation enables bacteria to generate phenotypic diversity through reversible genomic DNA inversions that alter surface structures and other adaptive traits. In Bacteroides fragilis, multiple invertible regions regulate surface structures, including capsular polysaccharides, which shape the bacterial interactions with the host. Previous studies have shown that molecular phase- variable surface states can alter bacteriophage susceptibility in bacteria. Here, we modelled the dynamic interaction from a longitudinal gnotobiotic mouse experiment from a recent B. fragilis NCTC 9343-Barc2635 study. We aimed to analyze temporal patterns, region-level susceptibility, and combinatorial patterns across the 18 invertible regions, and quantify it into a dynamical framework. The model we generated revealed a structured phage-susceptibility landscape in which loci differed in effective phage-associated sensitivity and occupied distinct parameter regimes. Projecting fitted susceptibility weights onto observed "ON"-fraction trajectories showed that the temporal response was compressed into a small subset of dominant phase variable region (PVR) contributors. A two-dimensional contribution-space analysis further separated persistent contributors from rare high-impact loci, indicating that susceptibility evolves along constrained temporal paths rather than fluctuating randomly across promoter states. Several loci contributed to the modelled susceptibility signal over time in phase-dependent patterns. Specifically, the PVR of polysaccharide F (PSF) provided a persistent contribution, with a recurring PSF-centered, phase-dependent susceptibility pattern in combinatorial scoring of pairwise, triple, and quadruple loci sets. Our results do not identify a physical Barc2635 receptor or establish direct causal infection states. Instead, they show that phage predation is associated with a structured, low-dimensional, multi-locus organization of phase variation linking region- level susceptibility, temporal contribution, and recurring promoter-state combinations. Highlights* Development of a longitudinal mathematical framework for multi-locus bacterial phase variation under phage predation. * The mathematical modeling revealed an organized susceptibility landscape despite high- dimensional DNA inversion dynamics. * PSF was identified as a persistent contributor to phase-dependent multi-locus combinations during phage exposure. * Distinguished transient phase-variable responses from sustained contributors to longitudinal phage dynamics. * Established a general framework for interpreting bacterial genomic plasticity in host- bacterium-phage systems.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Research Focus
- Approach
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
- Bacteriophage-driven DNA inversions shape bacterial functionality and long-term co-existence in Bacteroides fragilis
Shaqed Carasso, Roni Keshet-David, … Naama Geva‐Zatorsky·Gut MicrobesPeer-reviewed·May 11, 2025
- Combinatorial phenotypic landscape enables bacterial resistance to phage infection
Anika Gupta, Norma M. Morella, … Anna Kuchina·bioRxiv·Jan 13, 2025
- Bacteria elicit a phage tolerance response subsequent to infection of their neighbors
E. Tzipilevich, O. Fiyaksel, S. Ben-Yehuda·bioRxiv·Feb 16, 2021
- Hitchhiking, collapse and contingency in phage infections of migrating bacterial populations
- Inflammation and bacteriophages affect DNA inversion states and functionality of the gut microbiota
S. Carasso, R. Zaatry, … N. Geva-Zatorsky·bioRxiv·Mar 31, 2023
- Biofilm structure promotes coexistence of phage-resistant and phage-susceptible bacteria
M. Simmons, M. C. Bond, … C. D. Nadell·bioRxiv·Dec 16, 2019