Tikhonov-Fenichel Reductions and their Application to a Novel Modelling Approach for Mutualism
Journal:
arXiv
Published Date:
Jan 21, 2025
Abstract
When formulating a model there is a trade-off between model complexity and
(biological) realism. In the present paper we demonstrate how model reduction
from a precise mechanistic "super model" to simpler conceptual models using
Tikhonov-Fenichel reductions, an algebraic approach to singular perturbation
theory, can mitigate this problem. Compared to traditional methods for time
scale separations (Tikhonov's theorem, quasi-steady state assumption),
Tikhonov-Fenichel reductions have the advantage that we can compute a reduction
directly for a separation of rates into slow and fast ones instead of a
separation of components of the system. Moreover, we can find all such
reductions algorithmically.
In the present paper we use Tikhonov-Fenichel reductions to analyse a
mutualism model tailored towards lichens with an explicit description of the
interaction. We find that (1) the implicit description of the interaction given
in the reductions by interaction terms (functional responses) varies depending
on the scenario, (2) there is a tendency for the mycobiont, an obligate
mutualist, to always benefit from the interaction while it can be detrimental
for the photobiont, a facultative mutualist, depending on the parameters, (3)
our model is capable of describing the shift from mutualism to parasitism, (4)
our model can produce bistability with multiple stable fixed points in the
interior of the first orthant. To analyse the reductions we formalize and
discuss a mathematical criterion that categorizes two-species interactions.
Throughout the paper we focus on the relation between the mathematics behind
Tikhonov-Fenichel reductions and their biological interpretation.