Modelling phage-bacteria interactions driving predation and horizontal gene transfer [article]

Jorge Moura de Sousa, Ahlam Alsaadi, Jakob Haaber, Hanne Ingmer, Eduardo P. C. Rocha
2018 bioRxiv   pre-print
Bacteriophages shape microbial communities by predating on them and by accelerating their adaptation through horizontal gene transfer. The former is the basis of phage therapy, whereas the latter drives the evolution of numerous bacterial pathogens. We present a novel computational approach (eVIVALDI - eco-eVolutionary mIcrobial indiViduAL-baseD sImulations) to study bacteria-phage ecological interactions that integrates a large number of processes, including population dynamics, environmental
more » ... tructure, genome evolution, and phage-mediated horizontal transfer. We validate and illustrate the relevance of the model by focusing on three specific questions: the ecological interactions between bacteria and virulent phage in the context of phage and antibiotic therapy, the role of prophages as competitive weapons, and autotransduction leading to bacterial acquisition of antibiotic resistance genes upon lysis of resistant competitors. Our model recapitulates experimental and theoretical observations and provides novel insights. In particular, we find that environmental structure has a strong effect on community dynamics and evolutionary outcomes in all three case studies. Strong environmental structure, especially if antibiotics are heterogeneously distributed, promotes the acquisition of resistance to both phages and antibiotics, creates variation in the dynamics of arm-races between bacteria and phage, and better predicts dynamics of lysogen invasion in the gastrointestinal tract, compared to models assuming well-mixed environments. Moreover, we predict a parameter space where co-existence between invaders and resident lysogens can occur during autotransduction, which we then confirm experimentally. By linking ecological and evolutionary dynamics, our modelling approach sheds light on the factors that influence the dynamics of bacteria-phage interactions. It can also be expanded to put forward novel hypotheses, facilitating the design of phage therapy treatments and the assessment of the role of phages in the spread of antibiotic resistance.
doi:10.1101/291328 fatcat:gtm4vrl555hztd7l45rwpq4f3e