course: Stochastic dynamics for adaptation and evolution of microorganisms
speaker: Sylvie Méléard (Ecole Polytechnique, Paris)abstract:
We present a model for the dynamics of a population of bacteria with a continuum of traits, who compete for resources and exchange horizontally (transfer) an otherwise vertically inherited trait with possible mutations. Competition influences individual demographics, affecting population size, which feeds back on the dynamics of transfer.
We consider a stochastic individual-based pure jump process taking values in the space of point measures, and whose jump events describe the individual reproduction, transfer and death mechanisms. In a large population scale, the stochastic process is proved to converge to the solution of a nonlinear integro-differential equation. When there are only two different traits and no mutation, this equation reduces to a nonstandard two-dimensional dynamical system.
We show how crucial the forms of the transfer rates are for the long-term behavior of its solutions. We describe the dynamics of invasion and fixation when one of the two traits is initially rare, and compute the invasion probabilities.
Then, we study the process under the assumption of rare mutations. We prove that the stochastic process at the mutation time scale converges to a jump process which describes the successive invasions of successful mutants. We show that the horizontal transfer can have a major impact on the distribution of
the successive mutational fixations, leading to dramatically different behaviors, from expected evolution scenarios to evolutionary suicide. Simulations are given to illustrate these phenomena.
timetable:
Wed 13 Sep, 9:00 - 10:30, Aula Dini
Wed 13 Sep, 14:30 - 16:00, Aula Dini
Thu 14 Sep, 11:00 - 12:30, Aula Magna Dipartimento di Matematica
Fri 15 Sep, 9:00 - 10:30, Aula Magna Dipartimento di Matematica
documents:
PiseCours
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