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Article

Persistence, Coexistence, and Boundary Transcritical Relays for Multi-Strain Epidemic Models

1
Department of Mathematics, Faculty of Science, Ibn Tofail University, Kénitra 14000, Morocco
2
Département de Mathématiques, Université de Pau, 64000 Pau, France
3
Department of Mathematics and Computer Science, University of Bucharest, RO-010014 Bucharest, Romania
*
Author to whom correspondence should be addressed.
Mathematics 2026, 14(18), 3271; https://doi.org/10.3390/math14183271
Submission received: 4 August 2026 / Revised: 27 August 2026 / Accepted: 2 September 2026 / Published: 9 September 2026

Abstract

Persistence, coexistence, and boundary transcritical relays are usually studied through model-specific analyses in mathematical epidemiology, ecology, population dynamics, and chemical reaction network theory. Although these fields address closely related questions, they have developed largely independently. This separation is reflected, for example, in the limited mentions of the multi-strain epidemiologic models in ecology’s chemostats and gradostats literature, despite the fact that these are revealed to be very similar once the concept of siphons from chemical reaction network theory is integrated. Conversely, the next-generation matrices and invasion graphs from eco-epidemiology are not mentioned in chemical reaction network theory. Our contribution is firstly conceptual, terminological and definitional: we propose a common framework for the study of boundary phenomena in all positive ODE subfields. We introduce and formalize notions like reproduction and invasion functions attached to siphon faces, relay graphs, relay tables, and boundary transcritical relays. Some of these concepts are known in one of the above fields but largely absent from the others, while others appear to be new; taken together, they suggest a common language for the analysis of boundary phenomena in positive dynamical systems. The usefulness of the framework is illustrated on multi-strain epidemic models like the Feng–Gavish model, for which we derive explicit, testable conditions. For example, invasion of the less fit strain into the fitter strain’s equilibrium is sufficient for coexistence—unconditionally under permanent immunity and together with an explicit feasibility condition on a reduced coexistence polynomial otherwise (for this model, mutual invasibility also ensures persistence; whether invasion is also necessary for coexistence, and explicit further assumptions under which one or the other criterion works for a larger class of models, are still open). Our approach rests on four pillars: (i) Siphon (a CRN concept) geometry, namely, the fact that forward-invariant coordinate faces correspond to siphons, with the disease-free face being the intersection of minimal siphons. (ii) The recently established fact that a transversal Jacobian block on a siphon face is Metzler, which puts under spotlight the roles of its Perron eigenvectors. (iii) A bifurcation theorem linking eigenvalue crossing at a boundary transcritical invasion relay to the emergence of a positive branch on an adjacent face. (iv) Next-generation matrices (NGMs), an ME concept: on siphon faces, NGMs may be defined via regular splittings, and invasibility may be determined by comparing their spectral radii to >1.
Keywords: positive ODE; disease free equilibrium; endemic equilibrium; next-generation matrix; Metzler matrices; regular splitting; balanced bilinear models; Perron–Frobenius eigenvectors; chemical reaction networks; siphons; multi-strain models; boundary equilibria; reproduction functions; invasibility numbers; persistence theory positive ODE; disease free equilibrium; endemic equilibrium; next-generation matrix; Metzler matrices; regular splitting; balanced bilinear models; Perron–Frobenius eigenvectors; chemical reaction networks; siphons; multi-strain models; boundary equilibria; reproduction functions; invasibility numbers; persistence theory

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MDPI and ACS Style

Adenane, R.; Avram, F.; Halanay, A.-D. Persistence, Coexistence, and Boundary Transcritical Relays for Multi-Strain Epidemic Models. Mathematics 2026, 14, 3271. https://doi.org/10.3390/math14183271

AMA Style

Adenane R, Avram F, Halanay A-D. Persistence, Coexistence, and Boundary Transcritical Relays for Multi-Strain Epidemic Models. Mathematics. 2026; 14(18):3271. https://doi.org/10.3390/math14183271

Chicago/Turabian Style

Adenane, Rim, Florin Avram, and Andrei-Dan Halanay. 2026. "Persistence, Coexistence, and Boundary Transcritical Relays for Multi-Strain Epidemic Models" Mathematics 14, no. 18: 3271. https://doi.org/10.3390/math14183271

APA Style

Adenane, R., Avram, F., & Halanay, A.-D. (2026). Persistence, Coexistence, and Boundary Transcritical Relays for Multi-Strain Epidemic Models. Mathematics, 14(18), 3271. https://doi.org/10.3390/math14183271

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