• This record comes from PubMed

Quasi-neutral dynamics in a coinfection system with N strains and asymmetries along multiple traits

. 2023 Aug 28 ; 87 (3) : 48. [epub] 20230828

Language English Country Germany Media electronic

Document type Journal Article

Links

PubMed 37640832
DOI 10.1007/s00285-023-01977-7
PII: 10.1007/s00285-023-01977-7
Knihovny.cz E-resources

Understanding the interplay of different traits in a co-infection system with multiple strains has many applications in ecology and epidemiology. Because of high dimensionality and complex feedback between traits manifested in infection and co-infection, the study of such systems remains a challenge. In the case where strains are similar (quasi-neutrality assumption), we can model trait variation as perturbations in parameters, which simplifies analysis. Here, we apply singular perturbation theory to many strain parameters simultaneously and advance analytically to obtain their explicit collective dynamics. We consider and study such a quasi-neutral model of susceptible-infected-susceptible (SIS) dynamics among N strains, which vary in 5 fitness dimensions: transmissibility, clearance rate of single- and co-infection, transmission probability from mixed coinfection, and co-colonization vulnerability factors encompassing cooperation and competition. This quasi-neutral system is analyzed with a singular perturbation method through an appropriate slow-fast decomposition. The fast dynamics correspond to the embedded neutral system, while the slow dynamics are governed by an N-dimensional replicator equation, describing the time evolution of strain frequencies. The coefficients of this replicator system are pairwise invasion fitnesses between strains, which, in our model, are an explicit weighted sum of pairwise asymmetries along all trait dimensions. Remarkably these weights depend only on the parameters of the neutral system. Such model reduction highlights the centrality of the neutral system for dynamics at the edge of neutrality and exposes critical features for the maintenance of diversity.

See more in PubMed

Adler FR, Brunet RC (1991) The dynamics of simultaneous infections with altered susceptibilities. Theor Popul Biol 40(3):369–410

Alizon S (2013) Co-infection and super-infection models in evolutionary epidemiology. Interface Focus 3(6):20130031

Alizon S, de Roode JC, Michalakis Y (2013) Multiple infections and the evolution of virulence. Ecol Lett 16(4):556–567

Allesina S, Levine JM (2011) A competitive network theory of species diversity. Proc Natl Acad Sci 108(14):5638–5642

Alonso D, McKane AJ, Pascual M (2007) Stochastic amplification in epidemics. J R Soc Interface 4:575–582

Balmer O, Tanner M (2011) Prevalence and implications of multiple-strain infections. Lancet Infect Dis 11:868–878

Bartlett MS (1957) Measles periodicity and community size. J R Stat Soc A 120:48–70

Birger R, Kouyos R, Dushoff J, Grenfell B (2015a) Modeling the effect of HIV co-infection on clearance and sustained virologic response during treatment for hepatitis C virus. Epidemics 12:1–10 (Papers arising from Epidemics 4)

Birger RB, Kouyos RD, Cohen T, Griffiths EC, Huijben S, Mina MJ, Volkova V, Grenfell B, Metcalf CJE (2015b) The potential impact of coinfection on antimicrobial chemotherapy and drug resistance. Trends Microbiol 23(9):537–544

Bratus AS, Posvyanskii VP, Novozhilov AS (2014) Replicator equations and space. Math Model Nat Phenom 9(3):47–67

Bremermann HJ, Thieme H (1989) A competitive exclusion principle for pathogen virulence. J Math Biol 27(2):179–190

Cardin PT, Teixeira MA (2017) Fenichel theory for multiple time scale singular perturbation problems. SIAM J Appl Dyn Syst 16:1425–1452

Chawanya T, Tokita K (2002) Large-dimensional replicator equations with antisymmetric random interactions. J Phys Soc Jpn 71(2):429–431

Chen L, Ghanbarnejad F, Brockmann D (2017) Fundamental properties of cooperative contagion processes. New J Phys 19(10):103041

Cobey S, Lipsitch M (2012) Niche and neutral effects of acquired immunity permit coexistence of pneumococcal serotypes. Science (New York, NY) 335:1376–1380

Davies NG, Flasche S, Jit M, Atkins KE (2019) Within-host dynamics shape antibiotic resistance in commensal bacteria. Nat Ecol Evol 3(3):440

Dawes JHP, Gog JR (2002) The onset of oscillatory dynamics in models of multiple disease strains. J Math Biol 45:471–510

Faust K, Raes J (2012) Microbial interactions: from networks to models. Nat Rev Microbiol 10:538–550

Fenichel N (1979) Geometric singular perturbation theory for ordinary differential equations. J Differ Equ 31(1):53–98

Ferguson N, Andreasen V (2002) The influence of different forms of cross-protective immunity on the population dynamics of antigenically diverse pathogens. In: Mathematical approaches for emerging and reemerging infectious diseases: models, methods, and theory. Springer, New York

Gjini E, Madec S (2017) A slow–fast dynamic decomposition links neutral and non-neutral coexistence in interacting multi-strain pathogens. Theor Ecol 10:129–141

Gjini E, Madec S (2021a) The ratio of single to co-colonization is key to complexity in interacting systems with multiple strains. Ecol Evol. https://doi.org/10.1002/ece3.7259

Gjini E, Madec S (2021b) Towards a mathematical understanding of colonization resistance. bioRxiv

Gjini E, Valente C, Sá-Leão R, Gomes MGM (2016) How direct competition shapes coexistence and vaccine effects in multi-strain pathogen systems. J Theor Biol 388:50–60

Gog J, Grenfell BT (2002) Dynamics and selection of many-strain pathogens. Proc Natl Acad Sci USA 99:17209–17214

Golubitsky M, Stewart I (2002) The symmetry perspective: from equilibrium to chaos in phase space and physical space. Birkhauser, Berlin

Grilli J, Adorisio M, Suweis S et al (2017) Feasibility and coexistence of large ecological communities. Nat Commun 8:14389

Hofbauer J, Sigmund K (1998) Evolutionary games and population dynamics. Cambridge University Press, Cambridge

Kucharski AJ, Andreasen V, Gog JR (2016) Capturing the dynamics of pathogens with many strains. J Math Biol 72:1–24

Kuehn C (2010) Multiple time scale dynamics, vol 191. Applied mathematical sciences book series (AMS). Springer, Berlin

Le TMT, Madec S. Spatiotemporal evolution of coinfection dynamics: a reaction–diffusion model. J Dyn Differ Equ to appear

Le T-M-T, Gjini E, Madec S (2021) Disentangling how multiple traits drive 2 strain frequencies in sis dynamics with coinfection. biorXiv. https://doi.org/10.1101/2021.04.29.442023

Lipsitch M (1997) Vaccination against colonizing bacteria with multiple serotypes. PNAS 94(12):6571–6576

Lipsitch M, Colijn C, Cohen T, Hanage WP, Fraser C (2009) No coexistence for free: neutral null models for multistrain pathogens. Epidemics 1(1):2–13

Lourenço J, Recker M (2013) Natural, persistent oscillations in a spatial multi-strain disease system with application to dengue. PLoS Comput Biol 9:e1003308

Ma J, Ma Z (2006) Epidemic threshold conditions for seasonally forced SEIR models. Math Biosci Eng 3:161

Madec S, Gjini E (2020) Predicting n-strain coexistence from co-colonization interactions: epidemiology meets ecology and the replicator equation. Bull Math Biol 82:142

Martcheva M (2009) A non-autonomous multi-strain SIS epidemic model. J Biol Dyn 3(2–3):235–251

McKane AJ, Newman TJ (2005) Predator–prey cycles from resonant amplification of demographic stochasticity. Phys Rev Lett 94:218102

Mosquera J, Adler FR (1998) Evolution of virulence: a unified framework for coinfection and superinfection. J Theor Biol 195(3):293–313

Murray JD (2002) Mathematical biology, I. An introduction. Springer, Berlin

Pinotti F, Ghanbarnejad F, Hövel P, Poletto C (2019) Interplay between competitive and cooperative interactions in a three-player pathogen system. arXiv preprint arXiv:1912.07289

Teschl G (2010) Ordinary differential equations and dynamical systems, vol 140. Graduate studies in mathematics. American Mathematical Society, Providence

Thieme HR (2007) Pathogen competition and coexistence and the evolution of virulence. In: Mathematics for life science and medicine. Springer, pp 123–153

Tikhonov AN (1952) Systems of differential equations containing a small parameter multiplying the derivative. Mat SB (NS) 31:575–586

van Baalen M, Sabelis MW (1995) The dynamics of multiple infection and the evolution of virulence. Am Nat 146(6):881–910

Verhulst F (1996) Nonlinear differential equations and dynamical systems, 2nd edn. Springer, Berlin

Warren DK, Nitin A, Hill C, Fraser VJ, Kollef MH (2004) Occurrence of co-colonization or co-infection with vancomycin-resistant enterococci and methicillin-resistant Staphylococcus aureus in a medical intensive care unit. Infect Control Hosp Epidemiol 25(2):99–104

Wechselberger M (2020) Geometric singular perturbation theory beyond the standard form. Frontiers in applied dynamical systems: reviews and tutorials. Springer, Berlin

Find record

Citation metrics

Loading data ...

Archiving options

Loading data ...